# Importing required libraries
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt

# Reading train data from csv file
train_df = pd.read_csv('C://Users//User//Downloads//house_price//train.csv')
train_df.head()

# How many rows and columns do we have in train dataframe?
train_df.shape

(1460, 81)

# Reading test data from csv file
test_df = pd.read_csv('C://Users//User//Downloads//house_price//test.csv')
test_df.head()

# How many rows and columns do we have in test dataframe?
test_df.shape

(1459, 80)

# Getting info from the dataframe to study different columns and their datatypes
train_df.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1460 entries, 0 to 1459
Data columns (total 81 columns):
 #   Column         Non-Null Count  Dtype  
---  ------         --------------  -----  
 0   Id             1460 non-null   int64  
 1   MSSubClass     1460 non-null   int64  
 2   MSZoning       1460 non-null   object 
 3   LotFrontage    1201 non-null   float64
 4   LotArea        1460 non-null   int64  
 5   Street         1460 non-null   object 
 6   Alley          91 non-null     object 
 7   LotShape       1460 non-null   object 
 8   LandContour    1460 non-null   object 
 9   Utilities      1460 non-null   object 
 10  LotConfig      1460 non-null   object 
 11  LandSlope      1460 non-null   object 
 12  Neighborhood   1460 non-null   object 
 13  Condition1     1460 non-null   object 
 14  Condition2     1460 non-null   object 
 15  BldgType       1460 non-null   object 
 16  HouseStyle     1460 non-null   object 
 17  OverallQual    1460 non-null   int64  
 18  OverallCond    1460 non-null   int64  
 19  YearBuilt      1460 non-null   int64  
 20  YearRemodAdd   1460 non-null   int64  
 21  RoofStyle      1460 non-null   object 
 22  RoofMatl       1460 non-null   object 
 23  Exterior1st    1460 non-null   object 
 24  Exterior2nd    1460 non-null   object 
 25  MasVnrType     588 non-null    object 
 26  MasVnrArea     1452 non-null   float64
 27  ExterQual      1460 non-null   object 
 28  ExterCond      1460 non-null   object 
 29  Foundation     1460 non-null   object 
 30  BsmtQual       1423 non-null   object 
 31  BsmtCond       1423 non-null   object 
 32  BsmtExposure   1422 non-null   object 
 33  BsmtFinType1   1423 non-null   object 
 34  BsmtFinSF1     1460 non-null   int64  
 35  BsmtFinType2   1422 non-null   object 
 36  BsmtFinSF2     1460 non-null   int64  
 37  BsmtUnfSF      1460 non-null   int64  
 38  TotalBsmtSF    1460 non-null   int64  
 39  Heating        1460 non-null   object 
 40  HeatingQC      1460 non-null   object 
 41  CentralAir     1460 non-null   object 
 42  Electrical     1459 non-null   object 
 43  1stFlrSF       1460 non-null   int64  
 44  2ndFlrSF       1460 non-null   int64  
 45  LowQualFinSF   1460 non-null   int64  
 46  GrLivArea      1460 non-null   int64  
 47  BsmtFullBath   1460 non-null   int64  
 48  BsmtHalfBath   1460 non-null   int64  
 49  FullBath       1460 non-null   int64  
 50  HalfBath       1460 non-null   int64  
 51  BedroomAbvGr   1460 non-null   int64  
 52  KitchenAbvGr   1460 non-null   int64  
 53  KitchenQual    1460 non-null   object 
 54  TotRmsAbvGrd   1460 non-null   int64  
 55  Functional     1460 non-null   object 
 56  Fireplaces     1460 non-null   int64  
 57  FireplaceQu    770 non-null    object 
 58  GarageType     1379 non-null   object 
 59  GarageYrBlt    1379 non-null   float64
 60  GarageFinish   1379 non-null   object 
 61  GarageCars     1460 non-null   int64  
 62  GarageArea     1460 non-null   int64  
 63  GarageQual     1379 non-null   object 
 64  GarageCond     1379 non-null   object 
 65  PavedDrive     1460 non-null   object 
 66  WoodDeckSF     1460 non-null   int64  
 67  OpenPorchSF    1460 non-null   int64  
 68  EnclosedPorch  1460 non-null   int64  
 69  3SsnPorch      1460 non-null   int64  
 70  ScreenPorch    1460 non-null   int64  
 71  PoolArea       1460 non-null   int64  
 72  PoolQC         7 non-null      object 
 73  Fence          281 non-null    object 
 74  MiscFeature    54 non-null     object 
 75  MiscVal        1460 non-null   int64  
 76  MoSold         1460 non-null   int64  
 77  YrSold         1460 non-null   int64  
 78  SaleType       1460 non-null   object 
 79  SaleCondition  1460 non-null   object 
 80  SalePrice      1460 non-null   int64  
dtypes: float64(3), int64(35), object(43)
memory usage: 924.0+ KB

#Do we have duplicate values? (train dataframe)
print(np.sum(train_df.duplicated(), axis = 0))

0

#Do we have duplicate values? (test dataframe)
print(np.sum(test_df.duplicated(), axis = 0))

0

# Which columns have null values? (train dataframe)
pd.set_option('display.max_rows', 500)
sum_null_train_df = pd.DataFrame(data = np.sum(train_df.isnull(), axis = 0),
                                 index = train_df.columns)
sum_null_train_df = sum_null_train_df[sum_null_train_df[0] > 0]
sum_null_train_df

# Which columns have null values? (test dataframe)
sum_null_test_df = pd.DataFrame(data = np.sum(test_df.isnull(), axis = 0),
                                index = test_df.columns)
sum_null_test_df = sum_null_test_df[sum_null_test_df[0] > 0]
sum_null_test_df

# Why do we have null values in the train dataframe? (KNOW THE CAUSE)
pd.set_option('display.max_rows', 2000)
train_df[[_ for _ in sum_null_train_df.index]]

# ANSWER : 
#     LotFrontage --> 1. Value has not been intered.
#                     2. No street is connected to property.
#     Alley       --> No alley is available.
#     MasVnrType  --> No masonry veneer is available.
#     MasVnrArea  --> No masonry veneer is available.
#     BsmtQual    --> No basement is available.
#     BsmtCond    --> No basement is available.
#     BsmtExposure--> No basement is available.
#     BsmtFinType1--> No basement is available.
#     BsmtFinType2--> No basement is available.
#     Electrical  --> Value has not been intered.
#     FireplaceQu --> No fireplace is available.
#     GarageType  --> No garage is available.
#     GarageYrBlt --> No garage is available.
#     GarageFinish--> No garage is available.
#     GarageQual  --> No garage is available.
#     GarageCond  --> No garage is available.
#     PoolQC      --> No pool is available.
#     Fence       --> No fence is available.
#     MiscFeature --> No miscellaneous feature is available.

# Why do we have null values in test dataframe? (KNOW THE CAUSE)
pd.set_option('display.max_rows', 2000)
pd.set_option('display.max_columns', 100)
test_df[[_ for _ in sum_null_test_df.index]]

# ANSWER : 
#     MSZoning    --> Value has not been intered.
#     LotFrontage --> 1. Value has not been intered.
#                     2. There is no street connected to property.
#     Alley       --> No street is available.
#     Utilities   --> Value has not been intered.
#     Exterior1st --> Value has not been intered.
#     Exterior2nd --> Value has not been intered.
#     MasVnrType  --> No masonry veneer is available.
#     MasVnrArea  --> No masonry veneer is available.
#     BsmtQual    --> No basement is available.
#     BsmtCond    --> No basement is available.
#     BsmtExposure--> No basement is available.
#     BsmtFinType1--> No basement is available.
#     BsmtFinSF1  --> No basement is available.
#     BsmtFinType2--> No basement is available.
#     BsmtFinSF2  --> No basement is available.
#     BsmtUnfSF   --> No basement is available.
#     TotalBsmtSF --> No basement is available.
#     BsmtFullBath--> No basement is available.
#     BsmtHalfBath--> No basement is available.
#     KitchenQual --> Value has not been intered.
#     Functional  --> Value has not been intered.
#     FireplaceQu --> No fireplace is available.
#     GarageType  --> No garage is available.
#     GarageYrBlt --> No garage is available.
#     GarageFinish--> No garage is available.
#     GarageCars  --> No garage is available.
#     GarageArea  --> No garage is available.
#     GarageQual  --> No garage is available.
#     GarageCond  --> No garage is available.
#     PoolQC      --> No pool is available.
#     Fence       --> No fence is available.
#     MiscFeature --> No miscellaneous feature is available.
#     SaleType    --> Value has not been intered.

# What percentage of each column is missed? (train dataframe)(THE EXTENT)
sum_null_train_df['Pct(%)'] = np.round((sum_null_train_df[0] / train_df.shape[0]) * 100, 2)
# The sum column is labeled 0; Let's fix that.
sum_null_train_df.rename(columns = {0 : 'Sum'}, inplace = True)
sum_null_train_df

# What percentage of each column is missed? (test dataframe)(THE EXTENT)
sum_null_test_df['Pct(%)'] = np.round((sum_null_test_df[0] / test_df.shape[0]) * 100, 2)
# The sum column is labeled 0; Let's fix that.
sum_null_test_df.rename(columns = {0 : 'Sum'}, inplace = True)
sum_null_test_df

# Do other features affect the missing of a specific one? (train dataframe)(THE RANDOMNESS)
# numeric to numeric
numeric_features = ['LotFrontage', 'LotArea', 'OverallQual',
                    'OverallCond', 'YearBuilt', 'YearRemodAdd',
                    'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2',
                    'BsmtUnfSF', 'TotalBsmtSF', '1stFlrSF',
                    '2ndFlrSF', 'LowQualFinSF', 'GrLivArea',
                    'BsmtFullBath', 'BsmtHalfBath', 'FullBath',
                    'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr',
                    'TotRmsAbvGrd', 'Fireplaces', 'GarageYrBlt',
                    'GarageCars', 'GarageArea', 'WoodDeckSF',
                    'OpenPorchSF', 'EnclosedPorch', '3SsnPorch',
                    'ScreenPorch', 'PoolArea', 'MiscVal',
                    'MoSold', 'YrSold']
# create if_null columns to distinguish null values
train_df_copy = train_df.copy()
for num_feat in numeric_features:
    conditions = [train_df_copy[num_feat].isnull(), train_df_copy[num_feat].notnull()]
    values = [1, 0]
    train_df_copy[f'if_null_{num_feat}'] = np.select(conditions, values)
# create a list of if_null columns' names
if_null_numeric_features_names = [f'if_null_{_}' for _ in numeric_features]
# calculate pearson coeff to see the relation
train_df_copy[numeric_features + if_null_numeric_features_names].corr()

# REPORT : 
#     In the train dataframe and numeric features, the act of being missed is totally at random.
#     EXCEPT --> GarageYrBlt THAT DEPENDS ON GarageCars & GarageArea

# numeric to cateogorical
# defining a list to storage categorical features
categorical_features = []
for column in train_df.columns:
    if column not in numeric_features:
        categorical_features.append(column)
categorical_features.pop()
categorical_features.pop(0)
# create if_null columns to distinguish null values
train_df_copy2 = train_df.copy()
for cat_feat in categorical_features:
    conditions = [train_df_copy2[cat_feat].isnull(), train_df_copy2[cat_feat].notnull()]
    values = [1, 0]
    train_df_copy2[f'if_null_{cat_feat}'] = np.select(conditions, values)
# create a list of if_null columns' names
if_null_categorical_features_names = [f'if_null_{_}' for _ in categorical_features]
# calculating mean for different categories to find the relation
for if_null_cat_feat_name in if_null_categorical_features_names:
    for numeric_feature in numeric_features:
        print(np.round(train_df_copy2.groupby(by = if_null_cat_feat_name)[numeric_feature].mean(),
                       2))
        print('--' * 20)

if_null_MSSubClass
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_MSSubClass
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_MSSubClass
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_MSSubClass
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_MSSubClass
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_MSSubClass
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_MSSubClass
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_MSSubClass
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_MSSubClass
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_MSSubClass
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_MSSubClass
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_MSSubClass
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_MSSubClass
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_MSSubClass
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_MSSubClass
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_MSSubClass
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_MSSubClass
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_MSSubClass
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_MSSubClass
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_MSSubClass
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_MSSubClass
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_MSSubClass
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_MSSubClass
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_MSSubClass
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_MSSubClass
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_MSSubClass
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_MSSubClass
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_MSSubClass
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_MSSubClass
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_MSSubClass
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_MSSubClass
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_MSSubClass
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_MSSubClass
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_MSSubClass
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_MSSubClass
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_MSZoning
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_MSZoning
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_MSZoning
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_MSZoning
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_MSZoning
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_MSZoning
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_MSZoning
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_MSZoning
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_MSZoning
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_MSZoning
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_MSZoning
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_MSZoning
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_MSZoning
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_MSZoning
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_MSZoning
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_MSZoning
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_MSZoning
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_MSZoning
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_MSZoning
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_MSZoning
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_MSZoning
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_MSZoning
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_MSZoning
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_MSZoning
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_MSZoning
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_MSZoning
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_MSZoning
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_MSZoning
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_MSZoning
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_MSZoning
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_MSZoning
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_MSZoning
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_MSZoning
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_MSZoning
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_MSZoning
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_Street
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Street
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_Street
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Street
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Street
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Street
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Street
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Street
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Street
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Street
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Street
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Street
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Street
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Street
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Street
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Street
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Street
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Street
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_Street
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Street
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Street
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Street
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Street
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Street
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Street
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Street
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Street
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Street
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Street
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Street
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Street
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Street
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Street
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Street
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_Street
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_Alley
0    54.91
1    71.22
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Alley
0     7590.14
1    10711.37
Name: LotArea, dtype: float64
----------------------------------------
if_null_Alley
0    5.74
1    6.12
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Alley
0    5.89
1    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Alley
0    1941.63
1    1973.24
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Alley
0    1982.10
1    1985.05
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Alley
0     68.91
1    105.98
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Alley
0    184.45
1    460.87
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Alley
0    14.91
1    48.65
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Alley
0    628.65
1    563.16
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Alley
0     828.01
1    1072.68
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Alley
0     951.18
1    1176.68
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Alley
0    524.13
1    335.22
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Alley
0    14.51
1     5.27
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Alley
0    1489.81
1    1517.17
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Alley
0    0.21
1    0.44
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Alley
0    0.03
1    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Alley
0    1.48
1    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_Alley
0    0.33
1    0.39
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Alley
0    2.91
1    2.86
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Alley
0    1.08
1    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Alley
0    6.35
1    6.53
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Alley
0    0.32
1    0.63
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Alley
0    1962.15
1    1979.54
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Alley
0    1.56
1    1.78
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Alley
0    403.52
1    477.60
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Alley
0    38.53
1    97.95
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Alley
0    63.09
1    45.57
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Alley
0    64.37
1    19.13
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Alley
0    0.00
1    3.64
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Alley
0     9.87
1    15.41
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Alley
0    0.00
1    2.94
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Alley
0    31.87
1    44.26
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Alley
0    6.13
1    6.33
Name: MoSold, dtype: float64
----------------------------------------
if_null_Alley
0    2007.73
1    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_LotShape
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_LotShape
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_LotShape
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_LotShape
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_LotShape
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_LotShape
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_LotShape
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_LotShape
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_LotShape
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_LotShape
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_LotShape
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_LotShape
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_LotShape
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_LotShape
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_LotShape
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_LotShape
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_LotShape
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_LotShape
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_LotShape
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_LotShape
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_LotShape
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_LotShape
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_LotShape
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_LotShape
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_LotShape
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_LotShape
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_LotShape
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_LotShape
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_LotShape
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_LotShape
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_LotShape
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_LotShape
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_LotShape
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_LotShape
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_LotShape
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_LandContour
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_LandContour
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_LandContour
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_LandContour
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_LandContour
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_LandContour
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_LandContour
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_LandContour
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_LandContour
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_LandContour
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_LandContour
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_LandContour
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_LandContour
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_LandContour
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_LandContour
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_LandContour
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_LandContour
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_LandContour
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_LandContour
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_LandContour
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_LandContour
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_LandContour
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_LandContour
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_LandContour
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_LandContour
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_LandContour
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_LandContour
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_LandContour
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_LandContour
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_LandContour
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_LandContour
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_LandContour
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_LandContour
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_LandContour
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_LandContour
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_Utilities
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Utilities
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_Utilities
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Utilities
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Utilities
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Utilities
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Utilities
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Utilities
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Utilities
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Utilities
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Utilities
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Utilities
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Utilities
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Utilities
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Utilities
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Utilities
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Utilities
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Utilities
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_Utilities
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Utilities
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Utilities
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Utilities
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Utilities
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Utilities
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Utilities
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Utilities
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Utilities
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Utilities
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Utilities
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Utilities
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Utilities
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Utilities
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Utilities
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Utilities
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_Utilities
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_LotConfig
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_LotConfig
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_LotConfig
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_LotConfig
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_LotConfig
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_LotConfig
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_LotConfig
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_LotConfig
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_LotConfig
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_LotConfig
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_LotConfig
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_LotConfig
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_LotConfig
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_LotConfig
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_LotConfig
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_LotConfig
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_LotConfig
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_LotConfig
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_LotConfig
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_LotConfig
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_LotConfig
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_LotConfig
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_LotConfig
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_LotConfig
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_LotConfig
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_LotConfig
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_LotConfig
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_LotConfig
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_LotConfig
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_LotConfig
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_LotConfig
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_LotConfig
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_LotConfig
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_LotConfig
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_LotConfig
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_LandSlope
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_LandSlope
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_LandSlope
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_LandSlope
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_LandSlope
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_LandSlope
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_LandSlope
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_LandSlope
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_LandSlope
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_LandSlope
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_LandSlope
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_LandSlope
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_LandSlope
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_LandSlope
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_LandSlope
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_LandSlope
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_LandSlope
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_LandSlope
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_LandSlope
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_LandSlope
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_LandSlope
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_LandSlope
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_LandSlope
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_LandSlope
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_LandSlope
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_LandSlope
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_LandSlope
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_LandSlope
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_LandSlope
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_LandSlope
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_LandSlope
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_LandSlope
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_LandSlope
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_LandSlope
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_LandSlope
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_Neighborhood
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Neighborhood
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_Neighborhood
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Neighborhood
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Neighborhood
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Neighborhood
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Neighborhood
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Neighborhood
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Neighborhood
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Neighborhood
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Neighborhood
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Neighborhood
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Neighborhood
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Neighborhood
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Neighborhood
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Neighborhood
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Neighborhood
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Neighborhood
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_Neighborhood
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Neighborhood
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Neighborhood
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Neighborhood
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Neighborhood
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Neighborhood
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Neighborhood
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Neighborhood
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Neighborhood
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Neighborhood
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Neighborhood
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Neighborhood
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Neighborhood
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Neighborhood
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Neighborhood
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Neighborhood
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_Neighborhood
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_Condition1
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Condition1
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_Condition1
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Condition1
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Condition1
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Condition1
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Condition1
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Condition1
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Condition1
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Condition1
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Condition1
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Condition1
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Condition1
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Condition1
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Condition1
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Condition1
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Condition1
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Condition1
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_Condition1
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Condition1
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Condition1
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Condition1
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Condition1
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Condition1
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Condition1
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Condition1
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Condition1
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Condition1
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Condition1
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Condition1
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Condition1
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Condition1
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Condition1
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Condition1
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_Condition1
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_Condition2
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Condition2
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_Condition2
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Condition2
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Condition2
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Condition2
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Condition2
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Condition2
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Condition2
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Condition2
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Condition2
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Condition2
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Condition2
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Condition2
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Condition2
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Condition2
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Condition2
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Condition2
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_Condition2
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Condition2
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Condition2
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Condition2
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Condition2
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Condition2
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Condition2
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Condition2
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Condition2
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Condition2
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Condition2
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Condition2
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Condition2
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Condition2
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Condition2
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Condition2
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_Condition2
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_BldgType
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_BldgType
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_BldgType
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_BldgType
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_BldgType
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_BldgType
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_BldgType
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_BldgType
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_BldgType
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_BldgType
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_BldgType
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_BldgType
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_BldgType
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_BldgType
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_BldgType
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_BldgType
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_BldgType
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_BldgType
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_BldgType
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_BldgType
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_BldgType
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_BldgType
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_BldgType
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_BldgType
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_BldgType
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_BldgType
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_BldgType
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_BldgType
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_BldgType
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_BldgType
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_BldgType
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_BldgType
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_BldgType
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_BldgType
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_BldgType
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_HouseStyle
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_HouseStyle
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_HouseStyle
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_HouseStyle
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_HouseStyle
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_HouseStyle
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_HouseStyle
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_HouseStyle
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_HouseStyle
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_HouseStyle
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_HouseStyle
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_HouseStyle
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_HouseStyle
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_HouseStyle
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_HouseStyle
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_HouseStyle
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_HouseStyle
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_HouseStyle
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_HouseStyle
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_HouseStyle
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_HouseStyle
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_HouseStyle
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_HouseStyle
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_HouseStyle
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_HouseStyle
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_HouseStyle
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_HouseStyle
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_HouseStyle
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_HouseStyle
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_HouseStyle
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_HouseStyle
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_HouseStyle
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_HouseStyle
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_HouseStyle
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_HouseStyle
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_RoofStyle
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_RoofStyle
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_RoofStyle
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_RoofStyle
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_RoofStyle
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_RoofStyle
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_RoofStyle
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_RoofStyle
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_RoofStyle
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_RoofStyle
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_RoofStyle
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_RoofStyle
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_RoofStyle
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_RoofStyle
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_RoofStyle
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_RoofStyle
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_RoofStyle
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_RoofStyle
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_RoofStyle
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_RoofStyle
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_RoofStyle
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_RoofStyle
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_RoofStyle
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_RoofStyle
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_RoofStyle
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_RoofStyle
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_RoofStyle
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_RoofStyle
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_RoofStyle
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_RoofStyle
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_RoofStyle
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_RoofStyle
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_RoofStyle
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_RoofStyle
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_RoofStyle
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_RoofMatl
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_RoofMatl
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_RoofMatl
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_RoofMatl
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_RoofMatl
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_RoofMatl
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_RoofMatl
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_RoofMatl
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_RoofMatl
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_RoofMatl
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_RoofMatl
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_RoofMatl
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_RoofMatl
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_RoofMatl
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_RoofMatl
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_RoofMatl
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_RoofMatl
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_RoofMatl
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_RoofMatl
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_RoofMatl
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_RoofMatl
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_RoofMatl
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_RoofMatl
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_RoofMatl
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_RoofMatl
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_RoofMatl
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_RoofMatl
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_RoofMatl
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_RoofMatl
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_RoofMatl
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_RoofMatl
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_RoofMatl
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_RoofMatl
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_RoofMatl
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_RoofMatl
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_Exterior1st
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Exterior1st
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_Exterior1st
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Exterior1st
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Exterior1st
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Exterior1st
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Exterior1st
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Exterior1st
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Exterior1st
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Exterior1st
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Exterior1st
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Exterior1st
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Exterior1st
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Exterior1st
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Exterior1st
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Exterior1st
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Exterior1st
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Exterior1st
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_Exterior1st
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Exterior1st
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Exterior1st
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Exterior1st
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Exterior1st
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Exterior1st
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Exterior1st
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Exterior1st
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Exterior1st
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Exterior1st
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Exterior1st
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Exterior1st
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Exterior1st
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Exterior1st
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Exterior1st
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Exterior1st
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_Exterior1st
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_MasVnrType
0    74.12
1    67.46
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_MasVnrType
0    10887.99
1    10266.55
Name: LotArea, dtype: float64
----------------------------------------
if_null_MasVnrType
0    6.76
1    5.66
Name: OverallQual, dtype: float64
----------------------------------------
if_null_MasVnrType
0    5.37
1    5.72
Name: OverallCond, dtype: float64
----------------------------------------
if_null_MasVnrType
0    1986.61
1    1960.93
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_MasVnrType
0    1990.71
1    1980.93
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_MasVnrType
0    254.43
1      1.09
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_MasVnrType
0    570.40
1    358.16
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_MasVnrType
0    33.19
1    55.56
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_MasVnrType
0    632.31
1    523.37
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_MasVnrType
0    1235.90
1     937.08
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_MasVnrType
0    1312.82
1    1061.35
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_MasVnrType
0    357.25
1    340.07
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_MasVnrType
0    0.00
1    9.79
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_MasVnrType
0    1670.08
1    1411.21
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_MasVnrType
0    0.49
1    0.38
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_MasVnrType
0    0.07
1    0.05
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_MasVnrType
0    1.75
1    1.44
Name: FullBath, dtype: float64
----------------------------------------
if_null_MasVnrType
0    0.45
1    0.34
Name: HalfBath, dtype: float64
----------------------------------------
if_null_MasVnrType
0    2.93
1    2.82
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_MasVnrType
0    1.03
1    1.06
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_MasVnrType
0    6.91
1    6.25
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_MasVnrType
0    0.77
1    0.51
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_MasVnrType
0    1987.79
1    1971.73
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_MasVnrType
0    2.10
1    1.54
Name: GarageCars, dtype: float64
----------------------------------------
if_null_MasVnrType
0    562.24
1    412.79
Name: GarageArea, dtype: float64
----------------------------------------
if_null_MasVnrType
0    116.12
1     79.49
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_MasVnrType
0    55.52
1    40.69
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_MasVnrType
0    10.28
1    29.83
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_MasVnrType
0    4.97
1    2.36
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_MasVnrType
0    17.46
1    13.44
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_MasVnrType
0    2.80
1    2.73
Name: PoolArea, dtype: float64
----------------------------------------
if_null_MasVnrType
0    20.03
1    59.31
Name: MiscVal, dtype: float64
----------------------------------------
if_null_MasVnrType
0    6.39
1    6.28
Name: MoSold, dtype: float64
----------------------------------------
if_null_MasVnrType
0    2007.81
1    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_ExterQual
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_ExterQual
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_ExterQual
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_ExterQual
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_ExterQual
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_ExterQual
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_ExterQual
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_ExterQual
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_ExterQual
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_ExterQual
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_ExterQual
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_ExterQual
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_ExterQual
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_ExterQual
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_ExterQual
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_ExterQual
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_ExterQual
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_ExterQual
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_ExterQual
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_ExterQual
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_ExterQual
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_ExterQual
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_ExterQual
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_ExterQual
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_ExterQual
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_ExterQual
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_ExterQual
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_ExterQual
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_ExterQual
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_ExterQual
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_ExterQual
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_ExterQual
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_ExterQual
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_ExterQual
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_ExterQual
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_ExterCond
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_ExterCond
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_ExterCond
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_ExterCond
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_ExterCond
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_ExterCond
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_ExterCond
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_ExterCond
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_ExterCond
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_ExterCond
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_ExterCond
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_ExterCond
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_ExterCond
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_ExterCond
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_ExterCond
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_ExterCond
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_ExterCond
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_ExterCond
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_ExterCond
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_ExterCond
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_ExterCond
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_ExterCond
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_ExterCond
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_ExterCond
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_ExterCond
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_ExterCond
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_ExterCond
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_ExterCond
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_ExterCond
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_ExterCond
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_ExterCond
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_ExterCond
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_ExterCond
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_ExterCond
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_ExterCond
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_Foundation
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Foundation
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_Foundation
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Foundation
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Foundation
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Foundation
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Foundation
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Foundation
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Foundation
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Foundation
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Foundation
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Foundation
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Foundation
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Foundation
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Foundation
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Foundation
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Foundation
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Foundation
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_Foundation
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Foundation
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Foundation
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Foundation
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Foundation
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Foundation
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Foundation
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Foundation
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Foundation
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Foundation
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Foundation
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Foundation
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Foundation
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Foundation
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Foundation
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Foundation
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_Foundation
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_BsmtQual
0    70.17
1    65.52
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_BsmtQual
0    10548.58
1     9295.76
Name: LotArea, dtype: float64
----------------------------------------
if_null_BsmtQual
0    6.15
1    4.30
Name: OverallQual, dtype: float64
----------------------------------------
if_null_BsmtQual
0    5.59
1    5.00
Name: OverallCond, dtype: float64
----------------------------------------
if_null_BsmtQual
0    1971.65
1    1956.57
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_BsmtQual
0    1985.32
1    1967.32
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_BsmtQual
0    105.45
1     36.03
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_BsmtQual
0    455.17
1      0.00
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_BsmtQual
0    47.76
1     0.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_BsmtQual
0    581.99
1      0.00
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_BsmtQual
0    1084.92
1       0.00
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_BsmtQual
0    1164.11
1    1105.41
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_BsmtQual
0    351.27
1    182.49
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_BsmtQual
0    5.96
1    1.43
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_BsmtQual
0    1521.34
1    1289.32
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_BsmtQual
0    0.44
1    0.00
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_BsmtQual
0    0.06
1    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_BsmtQual
0    1.56
1    1.62
Name: FullBath, dtype: float64
----------------------------------------
if_null_BsmtQual
0    0.39
1    0.00
Name: HalfBath, dtype: float64
----------------------------------------
if_null_BsmtQual
0    2.87
1    2.84
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_BsmtQual
0    1.04
1    1.43
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_BsmtQual
0    6.52
1    6.38
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_BsmtQual
0    0.62
1    0.27
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_BsmtQual
0    1978.79
1    1965.90
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_BsmtQual
0    1.78
1    1.41
Name: GarageCars, dtype: float64
----------------------------------------
if_null_BsmtQual
0    475.90
1    360.54
Name: GarageArea, dtype: float64
----------------------------------------
if_null_BsmtQual
0    96.07
1    24.00
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_BsmtQual
0    47.49
1    14.86
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_BsmtQual
0    21.99
1    20.59
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_BsmtQual
0    3.37
1    4.86
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_BsmtQual
0    15.45
1     0.00
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_BsmtQual
0    2.83
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_BsmtQual
0     40.97
1    140.54
Name: MiscVal, dtype: float64
----------------------------------------
if_null_BsmtQual
0    6.33
1    6.16
Name: MoSold, dtype: float64
----------------------------------------
if_null_BsmtQual
0    2007.81
1    2008.05
Name: YrSold, dtype: float64
----------------------------------------
if_null_BsmtCond
0    70.17
1    65.52
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_BsmtCond
0    10548.58
1     9295.76
Name: LotArea, dtype: float64
----------------------------------------
if_null_BsmtCond
0    6.15
1    4.30
Name: OverallQual, dtype: float64
----------------------------------------
if_null_BsmtCond
0    5.59
1    5.00
Name: OverallCond, dtype: float64
----------------------------------------
if_null_BsmtCond
0    1971.65
1    1956.57
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_BsmtCond
0    1985.32
1    1967.32
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_BsmtCond
0    105.45
1     36.03
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_BsmtCond
0    455.17
1      0.00
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_BsmtCond
0    47.76
1     0.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_BsmtCond
0    581.99
1      0.00
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_BsmtCond
0    1084.92
1       0.00
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_BsmtCond
0    1164.11
1    1105.41
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_BsmtCond
0    351.27
1    182.49
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_BsmtCond
0    5.96
1    1.43
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_BsmtCond
0    1521.34
1    1289.32
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_BsmtCond
0    0.44
1    0.00
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_BsmtCond
0    0.06
1    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_BsmtCond
0    1.56
1    1.62
Name: FullBath, dtype: float64
----------------------------------------
if_null_BsmtCond
0    0.39
1    0.00
Name: HalfBath, dtype: float64
----------------------------------------
if_null_BsmtCond
0    2.87
1    2.84
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_BsmtCond
0    1.04
1    1.43
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_BsmtCond
0    6.52
1    6.38
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_BsmtCond
0    0.62
1    0.27
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_BsmtCond
0    1978.79
1    1965.90
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_BsmtCond
0    1.78
1    1.41
Name: GarageCars, dtype: float64
----------------------------------------
if_null_BsmtCond
0    475.90
1    360.54
Name: GarageArea, dtype: float64
----------------------------------------
if_null_BsmtCond
0    96.07
1    24.00
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_BsmtCond
0    47.49
1    14.86
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_BsmtCond
0    21.99
1    20.59
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_BsmtCond
0    3.37
1    4.86
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_BsmtCond
0    15.45
1     0.00
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_BsmtCond
0    2.83
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_BsmtCond
0     40.97
1    140.54
Name: MiscVal, dtype: float64
----------------------------------------
if_null_BsmtCond
0    6.33
1    6.16
Name: MoSold, dtype: float64
----------------------------------------
if_null_BsmtCond
0    2007.81
1    2008.05
Name: YrSold, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    70.17
1    65.50
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    10546.15
1     9419.71
Name: LotArea, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    6.15
1    4.37
Name: OverallQual, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    5.59
1    5.00
Name: OverallCond, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    1971.63
1    1957.76
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    1985.31
1    1968.24
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    105.43
1     38.87
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    455.5
1      0.0
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    47.79
1     0.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    581.74
1     24.63
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    1085.03
1      24.63
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    1164.27
1    1100.95
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    350.93
1    199.79
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    5.96
1    1.39
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    1521.16
1    1302.13
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    0.44
1    0.00
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    0.06
1    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    1.56
1    1.63
Name: FullBath, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    0.39
1    0.03
Name: HalfBath, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    2.87
1    2.84
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    1.04
1    1.42
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    6.52
1    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    0.62
1    0.29
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    1978.77
1    1967.06
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    1.78
1    1.42
Name: GarageCars, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    475.91
1    363.53
Name: GarageArea, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    96.04
1    27.16
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    47.45
1    17.00
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    22.00
1    20.05
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    3.37
1    4.74
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    15.46
1     0.00
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    2.83
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_BsmtExposure
0     40.99
1    136.84
Name: MiscVal, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    6.33
1    6.05
Name: MoSold, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    2007.81
1    2008.00
Name: YrSold, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    70.17
1    65.52
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    10548.58
1     9295.76
Name: LotArea, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    6.15
1    4.30
Name: OverallQual, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    5.59
1    5.00
Name: OverallCond, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    1971.65
1    1956.57
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    1985.32
1    1967.32
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    105.45
1     36.03
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    455.17
1      0.00
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    47.76
1     0.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    581.99
1      0.00
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    1084.92
1       0.00
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    1164.11
1    1105.41
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    351.27
1    182.49
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    5.96
1    1.43
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    1521.34
1    1289.32
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    0.44
1    0.00
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    0.06
1    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    1.56
1    1.62
Name: FullBath, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    0.39
1    0.00
Name: HalfBath, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    2.87
1    2.84
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    1.04
1    1.43
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    6.52
1    6.38
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    0.62
1    0.27
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    1978.79
1    1965.90
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    1.78
1    1.41
Name: GarageCars, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    475.90
1    360.54
Name: GarageArea, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    96.07
1    24.00
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    47.49
1    14.86
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    21.99
1    20.59
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    3.37
1    4.86
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    15.45
1     0.00
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    2.83
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0     40.97
1    140.54
Name: MiscVal, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    6.33
1    6.16
Name: MoSold, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    2007.81
1    2008.05
Name: YrSold, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    70.16
1    66.12
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    10548.50
1     9331.53
Name: LotArea, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    6.14
1    4.39
Name: OverallQual, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    5.59
1    5.00
Name: OverallCond, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    1971.63
1    1957.79
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    1985.31
1    1968.29
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    105.32
1     42.87
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    454.70
1     29.58
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    47.46
1    12.61
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    581.27
1     42.18
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    1083.43
1      84.37
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    1163.79
1    1119.18
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    351.52
1    177.68
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    5.96
1    1.39
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    1521.27
1    1298.26
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    0.44
1    0.03
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    0.06
1    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    1.56
1    1.63
Name: FullBath, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    0.39
1    0.00
Name: HalfBath, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    2.87
1    2.84
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    1.04
1    1.42
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    6.52
1    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    0.62
1    0.29
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    1978.77
1    1967.10
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    1.78
1    1.45
Name: GarageCars, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    475.62
1    374.21
Name: GarageArea, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    96.14
1    23.37
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    47.52
1    14.47
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    22.00
1    20.05
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    3.37
1    4.74
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    15.46
1     0.00
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    2.83
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0     40.99
1    136.84
Name: MiscVal, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    6.32
1    6.26
Name: MoSold, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    2007.81
1    2008.08
Name: YrSold, dtype: float64
----------------------------------------
if_null_Heating
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Heating
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_Heating
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Heating
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Heating
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Heating
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Heating
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Heating
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Heating
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Heating
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Heating
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Heating
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Heating
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Heating
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Heating
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Heating
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Heating
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Heating
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_Heating
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Heating
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Heating
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Heating
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Heating
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Heating
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Heating
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Heating
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Heating
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Heating
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Heating
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Heating
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Heating
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Heating
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Heating
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Heating
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_Heating
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_HeatingQC
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_HeatingQC
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_HeatingQC
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_HeatingQC
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_HeatingQC
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_HeatingQC
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_HeatingQC
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_HeatingQC
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_HeatingQC
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_HeatingQC
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_HeatingQC
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_HeatingQC
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_HeatingQC
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_HeatingQC
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_HeatingQC
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_HeatingQC
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_HeatingQC
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_HeatingQC
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_HeatingQC
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_HeatingQC
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_HeatingQC
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_HeatingQC
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_HeatingQC
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_HeatingQC
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_HeatingQC
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_HeatingQC
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_HeatingQC
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_HeatingQC
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_HeatingQC
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_HeatingQC
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_HeatingQC
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_HeatingQC
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_HeatingQC
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_HeatingQC
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_HeatingQC
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_CentralAir
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_CentralAir
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_CentralAir
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_CentralAir
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_CentralAir
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_CentralAir
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_CentralAir
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_CentralAir
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_CentralAir
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_CentralAir
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_CentralAir
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_CentralAir
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_CentralAir
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_CentralAir
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_CentralAir
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_CentralAir
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_CentralAir
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_CentralAir
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_CentralAir
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_CentralAir
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_CentralAir
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_CentralAir
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_CentralAir
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_CentralAir
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_CentralAir
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_CentralAir
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_CentralAir
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_CentralAir
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_CentralAir
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_CentralAir
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_CentralAir
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_CentralAir
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_CentralAir
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_CentralAir
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_CentralAir
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_Electrical
0    70.05
1    73.00
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Electrical
0    10517.36
1     9735.00
Name: LotArea, dtype: float64
----------------------------------------
if_null_Electrical
0    6.1
1    5.0
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Electrical
0    5.58
1    5.00
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Electrical
0    1971.24
1    2006.00
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Electrical
0    1984.85
1    2007.00
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Electrical
0    103.76
1      0.00
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Electrical
0    443.94
1      0.00
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Electrical
0    46.58
1     0.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Electrical
0    567.37
1    384.00
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Electrical
0    1057.89
1     384.00
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Electrical
0    1162.91
1     754.00
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Electrical
0    346.79
1    640.00
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Electrical
0    5.85
1    0.00
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Electrical
0    1515.55
1    1394.00
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Electrical
0    0.43
1    0.00
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Electrical
0    0.06
1    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Electrical
0    1.56
1    2.00
Name: FullBath, dtype: float64
----------------------------------------
if_null_Electrical
0    0.38
1    1.00
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Electrical
0    2.87
1    3.00
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Electrical
0    1.05
1    1.00
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Electrical
0    6.52
1    7.00
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Electrical
0    0.61
1    0.00
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Electrical
0    1978.49
1    2007.00
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Electrical
0    1.77
1    2.00
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Electrical
0    473.03
1    400.00
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Electrical
0     94.24
1    100.00
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Electrical
0    46.69
1     0.00
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Electrical
0    21.97
1     0.00
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Electrical
0    3.41
1    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Electrical
0    15.07
1     0.00
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Electrical
0    2.76
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Electrical
0    43.52
1     0.00
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Electrical
0    6.32
1    5.00
Name: MoSold, dtype: float64
----------------------------------------
if_null_Electrical
0    2007.82
1    2008.00
Name: YrSold, dtype: float64
----------------------------------------
if_null_KitchenQual
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_KitchenQual
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_KitchenQual
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_KitchenQual
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_KitchenQual
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_KitchenQual
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_KitchenQual
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_KitchenQual
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_KitchenQual
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_KitchenQual
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_KitchenQual
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_KitchenQual
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_KitchenQual
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_KitchenQual
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_KitchenQual
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_KitchenQual
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_KitchenQual
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_KitchenQual
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_KitchenQual
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_KitchenQual
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_KitchenQual
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_KitchenQual
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_KitchenQual
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_KitchenQual
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_KitchenQual
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_KitchenQual
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_KitchenQual
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_KitchenQual
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_KitchenQual
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_KitchenQual
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_KitchenQual
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_KitchenQual
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_KitchenQual
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_KitchenQual
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_KitchenQual
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_Functional
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Functional
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_Functional
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Functional
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Functional
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Functional
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Functional
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Functional
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Functional
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Functional
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Functional
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Functional
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Functional
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Functional
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Functional
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Functional
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Functional
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Functional
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_Functional
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Functional
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Functional
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Functional
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Functional
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Functional
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Functional
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Functional
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Functional
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Functional
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Functional
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Functional
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Functional
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Functional
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Functional
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Functional
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_Functional
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    75.79
1    64.30
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    12243.69
1     8589.76
Name: LotArea, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    6.67
1    5.46
Name: OverallQual, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    5.52
1    5.64
Name: OverallCond, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    1977.58
1    1964.22
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    1988.18
1    1981.17
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    148.28
1     53.89
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    523.29
1    354.76
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    50.63
1    41.99
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    611.97
1    517.33
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    1185.89
1     914.08
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    1299.64
1    1009.73
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    432.99
1    251.03
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    4.27
1    7.60
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    1736.89
1    1268.36
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    0.46
1    0.38
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    0.06
1    0.05
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    1.72
1    1.40
Name: FullBath, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    0.49
1    0.26
Name: HalfBath, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    2.95
1    2.78
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    1.01
1    1.08
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    7.03
1    5.95
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    1.16
1    0.00
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    1981.43
1    1974.90
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    2.01
1    1.49
Name: GarageCars, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    534.52
1    404.30
Name: GarageArea, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    120.52
1     64.93
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    57.54
1    34.52
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    19.76
1    24.40
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    4.20
1    2.53
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    22.99
1     6.21
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    5.23
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    38.55
1    49.01
Name: MiscVal, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    6.46
1    6.17
Name: MoSold, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    2007.75
1    2007.89
Name: YrSold, dtype: float64
----------------------------------------
if_null_GarageType
0    70.68
1    60.41
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_GarageType
0    10695.81
1     7469.68
Name: LotArea, dtype: float64
----------------------------------------
if_null_GarageType
0    6.19
1    4.60
Name: OverallQual, dtype: float64
----------------------------------------
if_null_GarageType
0    5.58
1    5.53
Name: OverallCond, dtype: float64
----------------------------------------
if_null_GarageType
0    1972.96
1    1942.48
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_GarageType
0    1985.44
1    1975.17
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_GarageType
0    109.00
1     13.78
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_GarageType
0    455.58
1    240.38
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_GarageType
0    48.10
1    20.11
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_GarageType
0    570.77
1    507.23
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_GarageType
0    1074.45
1     767.73
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_GarageType
0    1177.13
1     915.72
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_GarageType
0    353.42
1    237.48
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_GarageType
0     4.13
1    34.95
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_GarageType
0    1534.69
1    1188.15
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_GarageType
0    0.43
1    0.33
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_GarageType
0    0.06
1    0.04
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_GarageType
0    1.58
1    1.31
Name: FullBath, dtype: float64
----------------------------------------
if_null_GarageType
0    0.40
1    0.16
Name: HalfBath, dtype: float64
----------------------------------------
if_null_GarageType
0    2.87
1    2.89
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_GarageType
0    1.04
1    1.19
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_GarageType
0    6.55
1    5.93
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_GarageType
0    0.64
1    0.12
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_GarageType
0    1978.51
1        NaN
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_GarageType
0    1.87
1    0.00
Name: GarageCars, dtype: float64
----------------------------------------
if_null_GarageType
0    500.76
1      0.00
Name: GarageArea, dtype: float64
----------------------------------------
if_null_GarageType
0    97.46
1    39.56
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_GarageType
0    47.28
1    36.17
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_GarageType
0    21.04
1    37.53
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_GarageType
0    3.61
1    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_GarageType
0    15.95
1     0.00
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_GarageType
0    2.92
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_GarageType
0    42.89
1    53.70
Name: MiscVal, dtype: float64
----------------------------------------
if_null_GarageType
0    6.33
1    6.11
Name: MoSold, dtype: float64
----------------------------------------
if_null_GarageType
0    2007.81
1    2007.88
Name: YrSold, dtype: float64
----------------------------------------
if_null_GarageFinish
0    70.68
1    60.41
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_GarageFinish
0    10695.81
1     7469.68
Name: LotArea, dtype: float64
----------------------------------------
if_null_GarageFinish
0    6.19
1    4.60
Name: OverallQual, dtype: float64
----------------------------------------
if_null_GarageFinish
0    5.58
1    5.53
Name: OverallCond, dtype: float64
----------------------------------------
if_null_GarageFinish
0    1972.96
1    1942.48
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_GarageFinish
0    1985.44
1    1975.17
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_GarageFinish
0    109.00
1     13.78
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_GarageFinish
0    455.58
1    240.38
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_GarageFinish
0    48.10
1    20.11
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_GarageFinish
0    570.77
1    507.23
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_GarageFinish
0    1074.45
1     767.73
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_GarageFinish
0    1177.13
1     915.72
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_GarageFinish
0    353.42
1    237.48
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_GarageFinish
0     4.13
1    34.95
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_GarageFinish
0    1534.69
1    1188.15
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_GarageFinish
0    0.43
1    0.33
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_GarageFinish
0    0.06
1    0.04
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_GarageFinish
0    1.58
1    1.31
Name: FullBath, dtype: float64
----------------------------------------
if_null_GarageFinish
0    0.40
1    0.16
Name: HalfBath, dtype: float64
----------------------------------------
if_null_GarageFinish
0    2.87
1    2.89
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_GarageFinish
0    1.04
1    1.19
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_GarageFinish
0    6.55
1    5.93
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_GarageFinish
0    0.64
1    0.12
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_GarageFinish
0    1978.51
1        NaN
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_GarageFinish
0    1.87
1    0.00
Name: GarageCars, dtype: float64
----------------------------------------
if_null_GarageFinish
0    500.76
1      0.00
Name: GarageArea, dtype: float64
----------------------------------------
if_null_GarageFinish
0    97.46
1    39.56
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_GarageFinish
0    47.28
1    36.17
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_GarageFinish
0    21.04
1    37.53
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_GarageFinish
0    3.61
1    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_GarageFinish
0    15.95
1     0.00
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_GarageFinish
0    2.92
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_GarageFinish
0    42.89
1    53.70
Name: MiscVal, dtype: float64
----------------------------------------
if_null_GarageFinish
0    6.33
1    6.11
Name: MoSold, dtype: float64
----------------------------------------
if_null_GarageFinish
0    2007.81
1    2007.88
Name: YrSold, dtype: float64
----------------------------------------
if_null_GarageQual
0    70.68
1    60.41
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_GarageQual
0    10695.81
1     7469.68
Name: LotArea, dtype: float64
----------------------------------------
if_null_GarageQual
0    6.19
1    4.60
Name: OverallQual, dtype: float64
----------------------------------------
if_null_GarageQual
0    5.58
1    5.53
Name: OverallCond, dtype: float64
----------------------------------------
if_null_GarageQual
0    1972.96
1    1942.48
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_GarageQual
0    1985.44
1    1975.17
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_GarageQual
0    109.00
1     13.78
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_GarageQual
0    455.58
1    240.38
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_GarageQual
0    48.10
1    20.11
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_GarageQual
0    570.77
1    507.23
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_GarageQual
0    1074.45
1     767.73
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_GarageQual
0    1177.13
1     915.72
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_GarageQual
0    353.42
1    237.48
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_GarageQual
0     4.13
1    34.95
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_GarageQual
0    1534.69
1    1188.15
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_GarageQual
0    0.43
1    0.33
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_GarageQual
0    0.06
1    0.04
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_GarageQual
0    1.58
1    1.31
Name: FullBath, dtype: float64
----------------------------------------
if_null_GarageQual
0    0.40
1    0.16
Name: HalfBath, dtype: float64
----------------------------------------
if_null_GarageQual
0    2.87
1    2.89
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_GarageQual
0    1.04
1    1.19
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_GarageQual
0    6.55
1    5.93
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_GarageQual
0    0.64
1    0.12
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_GarageQual
0    1978.51
1        NaN
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_GarageQual
0    1.87
1    0.00
Name: GarageCars, dtype: float64
----------------------------------------
if_null_GarageQual
0    500.76
1      0.00
Name: GarageArea, dtype: float64
----------------------------------------
if_null_GarageQual
0    97.46
1    39.56
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_GarageQual
0    47.28
1    36.17
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_GarageQual
0    21.04
1    37.53
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_GarageQual
0    3.61
1    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_GarageQual
0    15.95
1     0.00
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_GarageQual
0    2.92
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_GarageQual
0    42.89
1    53.70
Name: MiscVal, dtype: float64
----------------------------------------
if_null_GarageQual
0    6.33
1    6.11
Name: MoSold, dtype: float64
----------------------------------------
if_null_GarageQual
0    2007.81
1    2007.88
Name: YrSold, dtype: float64
----------------------------------------
if_null_GarageCond
0    70.68
1    60.41
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_GarageCond
0    10695.81
1     7469.68
Name: LotArea, dtype: float64
----------------------------------------
if_null_GarageCond
0    6.19
1    4.60
Name: OverallQual, dtype: float64
----------------------------------------
if_null_GarageCond
0    5.58
1    5.53
Name: OverallCond, dtype: float64
----------------------------------------
if_null_GarageCond
0    1972.96
1    1942.48
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_GarageCond
0    1985.44
1    1975.17
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_GarageCond
0    109.00
1     13.78
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_GarageCond
0    455.58
1    240.38
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_GarageCond
0    48.10
1    20.11
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_GarageCond
0    570.77
1    507.23
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_GarageCond
0    1074.45
1     767.73
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_GarageCond
0    1177.13
1     915.72
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_GarageCond
0    353.42
1    237.48
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_GarageCond
0     4.13
1    34.95
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_GarageCond
0    1534.69
1    1188.15
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_GarageCond
0    0.43
1    0.33
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_GarageCond
0    0.06
1    0.04
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_GarageCond
0    1.58
1    1.31
Name: FullBath, dtype: float64
----------------------------------------
if_null_GarageCond
0    0.40
1    0.16
Name: HalfBath, dtype: float64
----------------------------------------
if_null_GarageCond
0    2.87
1    2.89
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_GarageCond
0    1.04
1    1.19
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_GarageCond
0    6.55
1    5.93
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_GarageCond
0    0.64
1    0.12
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_GarageCond
0    1978.51
1        NaN
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_GarageCond
0    1.87
1    0.00
Name: GarageCars, dtype: float64
----------------------------------------
if_null_GarageCond
0    500.76
1      0.00
Name: GarageArea, dtype: float64
----------------------------------------
if_null_GarageCond
0    97.46
1    39.56
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_GarageCond
0    47.28
1    36.17
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_GarageCond
0    21.04
1    37.53
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_GarageCond
0    3.61
1    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_GarageCond
0    15.95
1     0.00
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_GarageCond
0    2.92
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_GarageCond
0    42.89
1    53.70
Name: MiscVal, dtype: float64
----------------------------------------
if_null_GarageCond
0    6.33
1    6.11
Name: MoSold, dtype: float64
----------------------------------------
if_null_GarageCond
0    2007.81
1    2007.88
Name: YrSold, dtype: float64
----------------------------------------
if_null_PavedDrive
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_PavedDrive
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_PavedDrive
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_PavedDrive
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_PavedDrive
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_PavedDrive
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_PavedDrive
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_PavedDrive
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_PavedDrive
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_PavedDrive
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_PavedDrive
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_PavedDrive
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_PavedDrive
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_PavedDrive
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_PavedDrive
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_PavedDrive
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_PavedDrive
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_PavedDrive
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_PavedDrive
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_PavedDrive
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_PavedDrive
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_PavedDrive
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_PavedDrive
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_PavedDrive
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_PavedDrive
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_PavedDrive
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_PavedDrive
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_PavedDrive
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_PavedDrive
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_PavedDrive
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_PavedDrive
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_PavedDrive
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_PavedDrive
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_PavedDrive
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_PavedDrive
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_PoolQC
0    146.83
1     69.66
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_PoolQC
0    23047.29
1    10456.46
Name: LotArea, dtype: float64
----------------------------------------
if_null_PoolQC
0    7.57
1    6.09
Name: OverallQual, dtype: float64
----------------------------------------
if_null_PoolQC
0    5.43
1    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_PoolQC
0    1973.86
1    1971.26
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_PoolQC
0    1987.71
1    1984.85
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_PoolQC
0    154.14
1    103.44
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_PoolQC
0    1535.86
1     438.38
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_PoolQC
0    147.14
1     46.06
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_PoolQC
0    330.00
1    568.38
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_PoolQC
0    2013.00
1    1052.83
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_PoolQC
0    1979.57
1    1158.69
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_PoolQC
0    913.29
1    344.26
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_PoolQC
0    56.0
1     5.6
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_PoolQC
0    2948.86
1    1508.56
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_PoolQC
0    1.00
1    0.42
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_PoolQC
0    0.14
1    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_PoolQC
0    2.00
1    1.56
Name: FullBath, dtype: float64
----------------------------------------
if_null_PoolQC
0    0.57
1    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_PoolQC
0    3.71
1    2.86
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_PoolQC
0    1.00
1    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_PoolQC
0    8.71
1    6.51
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_PoolQC
0    1.57
1    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_PoolQC
0    1973.86
1    1978.53
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_PoolQC
0    2.00
1    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_PoolQC
0    694.86
1    471.91
Name: GarageArea, dtype: float64
----------------------------------------
if_null_PoolQC
0    205.57
1     93.71
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_PoolQC
0    104.86
1     46.38
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_PoolQC
0    78.86
1    21.68
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_PoolQC
0    0.00
1    3.43
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_PoolQC
0    62.86
1    14.83
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_PoolQC
0    575.43
1      0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_PoolQC
0    285.71
1     42.32
Name: MiscVal, dtype: float64
----------------------------------------
if_null_PoolQC
0    4.86
1    6.33
Name: MoSold, dtype: float64
----------------------------------------
if_null_PoolQC
0    2006.71
1    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_Fence
0    71.74
1    69.65
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Fence
0     9565.10
1    10743.66
Name: LotArea, dtype: float64
----------------------------------------
if_null_Fence
0    5.56
1    6.23
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Fence
0    5.96
1    5.48
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Fence
0    1957.18
1    1974.63
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Fence
0    1977.93
1    1986.52
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Fence
0     65.36
1    112.88
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Fence
0    430.75
1    446.71
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Fence
0    86.91
1    36.93
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Fence
0    432.74
1    599.30
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Fence
0     950.41
1    1082.94
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Fence
0    1099.12
1    1177.76
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Fence
0    288.67
1    360.89
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Fence
0    10.50
1     4.73
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Fence
0    1398.29
1    1543.39
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Fence
0    0.46
1    0.42
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Fence
0    0.07
1    0.05
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Fence
0    1.32
1    1.62
Name: FullBath, dtype: float64
----------------------------------------
if_null_Fence
0    0.31
1    0.40
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Fence
0    2.91
1    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Fence
0    1.02
1    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Fence
0    6.30
1    6.57
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Fence
0    0.56
1    0.63
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Fence
0    1966.30
1    1981.41
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Fence
0    1.50
1    1.83
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Fence
0    410.42
1    487.89
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Fence
0    103.49
1     92.04
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Fence
0    38.48
1    48.61
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Fence
0    30.72
1    19.87
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Fence
0    3.86
1    3.30
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Fence
0    15.99
1    14.84
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Fence
0    12.63
1     0.41
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Fence
0    72.06
1    36.68
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Fence
0    6.34
1    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_Fence
0    2007.93
1    2007.79
Name: YrSold, dtype: float64
----------------------------------------
if_null_MiscFeature
0    71.21
1    70.01
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_MiscFeature
0    16049.65
1    10304.33
Name: LotArea, dtype: float64
----------------------------------------
if_null_MiscFeature
0    5.43
1    6.13
Name: OverallQual, dtype: float64
----------------------------------------
if_null_MiscFeature
0    6.00
1    5.56
Name: OverallCond, dtype: float64
----------------------------------------
if_null_MiscFeature
0    1959.11
1    1971.73
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_MiscFeature
0    1975.67
1    1985.22
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_MiscFeature
0     56.37
1    105.51
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_MiscFeature
0    420.81
1    444.52
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_MiscFeature
0    34.19
1    47.02
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_MiscFeature
0    447.31
1    571.85
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_MiscFeature
0     902.31
1    1063.39
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_MiscFeature
0    1065.54
1    1166.36
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_MiscFeature
0    316.70
1    348.16
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_MiscFeature
0    13.85
1     5.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_MiscFeature
0    1396.09
1    1520.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_MiscFeature
0    0.41
1    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_MiscFeature
0    0.09
1    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_MiscFeature
0    1.41
1    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_MiscFeature
0    0.30
1    0.39
Name: HalfBath, dtype: float64
----------------------------------------
if_null_MiscFeature
0    2.91
1    2.86
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_MiscFeature
0    1.07
1    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_MiscFeature
0    6.35
1    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_MiscFeature
0    0.61
1    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_MiscFeature
0    1971.45
1    1978.78
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_MiscFeature
0    1.54
1    1.78
Name: GarageCars, dtype: float64
----------------------------------------
if_null_MiscFeature
0    429.46
1    474.65
Name: GarageArea, dtype: float64
----------------------------------------
if_null_MiscFeature
0    113.26
1     93.51
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_MiscFeature
0    44.89
1    46.73
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_MiscFeature
0    32.41
1    21.55
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_MiscFeature
0    5.93
1    3.31
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_MiscFeature
0    27.70
1    14.58
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_MiscFeature
0    9.61
1    2.50
Name: PoolArea, dtype: float64
----------------------------------------
if_null_MiscFeature
0    1175.81
1       0.00
Name: MiscVal, dtype: float64
----------------------------------------
if_null_MiscFeature
0    6.52
1    6.31
Name: MoSold, dtype: float64
----------------------------------------
if_null_MiscFeature
0    2008.2
1    2007.8
Name: YrSold, dtype: float64
----------------------------------------
if_null_SaleType
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_SaleType
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_SaleType
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_SaleType
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_SaleType
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_SaleType
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_SaleType
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_SaleType
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_SaleType
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_SaleType
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_SaleType
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_SaleType
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_SaleType
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_SaleType
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_SaleType
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_SaleType
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_SaleType
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_SaleType
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_SaleType
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_SaleType
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_SaleType
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_SaleType
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_SaleType
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_SaleType
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_SaleType
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_SaleType
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_SaleType
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_SaleType
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_SaleType
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_SaleType
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_SaleType
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_SaleType
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_SaleType
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_SaleType
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_SaleType
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_SaleCondition
0    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_SaleCondition
0    10516.83
Name: LotArea, dtype: float64
----------------------------------------
if_null_SaleCondition
0    6.1
Name: OverallQual, dtype: float64
----------------------------------------
if_null_SaleCondition
0    5.58
Name: OverallCond, dtype: float64
----------------------------------------
if_null_SaleCondition
0    1971.27
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_SaleCondition
0    1984.87
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_SaleCondition
0    103.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_SaleCondition
0    443.64
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_SaleCondition
0    46.55
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_SaleCondition
0    567.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_SaleCondition
0    1057.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_SaleCondition
0    1162.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_SaleCondition
0    346.99
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_SaleCondition
0    5.84
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_SaleCondition
0    1515.46
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_SaleCondition
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_SaleCondition
0    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_SaleCondition
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_SaleCondition
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_SaleCondition
0    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_SaleCondition
0    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_SaleCondition
0    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_SaleCondition
0    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_SaleCondition
0    1978.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_SaleCondition
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_SaleCondition
0    472.98
Name: GarageArea, dtype: float64
----------------------------------------
if_null_SaleCondition
0    94.24
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_SaleCondition
0    46.66
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_SaleCondition
0    21.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_SaleCondition
0    3.41
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_SaleCondition
0    15.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_SaleCondition
0    2.76
Name: PoolArea, dtype: float64
----------------------------------------
if_null_SaleCondition
0    43.49
Name: MiscVal, dtype: float64
----------------------------------------
if_null_SaleCondition
0    6.32
Name: MoSold, dtype: float64
----------------------------------------
if_null_SaleCondition
0    2007.82
Name: YrSold, dtype: float64
----------------------------------------

# REPORT : 
#     The missing of all missed features have a relation with -->
#       LotFrontage
# 	    LotArea
# 	    YearBuilt
# 	    YearRemodAdd
# 	    MasVnrArea
# 	    BsmtFinSF1
# 	    BsmtFinSF2
# 	    BsmtUnfSF
# 	    TotalBsmtSF
# 	    1stFlrSF
# 	    2ndFlrSF
# 	    LowQualFinSF
# 	    GrLivArea
# 	    GarageArea
# 	    WoodDeckSF
# 	    OpenPorchSF
# 	    EnclosedPorch
# 	    MiscVal

# categorical to categorical
for if_null_categorical_feature_name in if_null_categorical_features_names:
    for cat_feat in categorical_features:
        print(np.round(pd.crosstab(train_df_copy2[cat_feat], train_df_copy2[
                                   if_null_categorical_feature_name
        ], normalize = 'index'), 2))
        print('--' * 20)

if_null_MSSubClass    0
MSSubClass             
20                  1.0
30                  1.0
40                  1.0
45                  1.0
50                  1.0
60                  1.0
70                  1.0
75                  1.0
80                  1.0
85                  1.0
90                  1.0
120                 1.0
160                 1.0
180                 1.0
190                 1.0
----------------------------------------
if_null_MSSubClass    0
MSZoning               
C (all)             1.0
FV                  1.0
RH                  1.0
RL                  1.0
RM                  1.0
----------------------------------------
if_null_MSSubClass    0
Street                 
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_MSSubClass    0
Alley                  
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_MSSubClass    0
LotShape               
IR1                 1.0
IR2                 1.0
IR3                 1.0
Reg                 1.0
----------------------------------------
if_null_MSSubClass    0
LandContour            
Bnk                 1.0
HLS                 1.0
Low                 1.0
Lvl                 1.0
----------------------------------------
if_null_MSSubClass    0
Utilities              
AllPub              1.0
NoSeWa              1.0
----------------------------------------
if_null_MSSubClass    0
LotConfig              
Corner              1.0
CulDSac             1.0
FR2                 1.0
FR3                 1.0
Inside              1.0
----------------------------------------
if_null_MSSubClass    0
LandSlope              
Gtl                 1.0
Mod                 1.0
Sev                 1.0
----------------------------------------
if_null_MSSubClass    0
Neighborhood           
Blmngtn             1.0
Blueste             1.0
BrDale              1.0
BrkSide             1.0
ClearCr             1.0
CollgCr             1.0
Crawfor             1.0
Edwards             1.0
Gilbert             1.0
IDOTRR              1.0
MeadowV             1.0
Mitchel             1.0
NAmes               1.0
NPkVill             1.0
NWAmes              1.0
NoRidge             1.0
NridgHt             1.0
OldTown             1.0
SWISU               1.0
Sawyer              1.0
SawyerW             1.0
Somerst             1.0
StoneBr             1.0
Timber              1.0
Veenker             1.0
----------------------------------------
if_null_MSSubClass    0
Condition1             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNe                1.0
RRNn                1.0
----------------------------------------
if_null_MSSubClass    0
Condition2             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNn                1.0
----------------------------------------
if_null_MSSubClass    0
BldgType               
1Fam                1.0
2fmCon              1.0
Duplex              1.0
Twnhs               1.0
TwnhsE              1.0
----------------------------------------
if_null_MSSubClass    0
HouseStyle             
1.5Fin              1.0
1.5Unf              1.0
1Story              1.0
2.5Fin              1.0
2.5Unf              1.0
2Story              1.0
SFoyer              1.0
SLvl                1.0
----------------------------------------
if_null_MSSubClass    0
RoofStyle              
Flat                1.0
Gable               1.0
Gambrel             1.0
Hip                 1.0
Mansard             1.0
Shed                1.0
----------------------------------------
if_null_MSSubClass    0
RoofMatl               
ClyTile             1.0
CompShg             1.0
Membran             1.0
Metal               1.0
Roll                1.0
Tar&Grv             1.0
WdShake             1.0
WdShngl             1.0
----------------------------------------
if_null_MSSubClass    0
Exterior1st            
AsbShng             1.0
AsphShn             1.0
BrkComm             1.0
BrkFace             1.0
CBlock              1.0
CemntBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
WdShing             1.0
----------------------------------------
if_null_MSSubClass    0
Exterior2nd            
AsbShng             1.0
AsphShn             1.0
Brk Cmn             1.0
BrkFace             1.0
CBlock              1.0
CmentBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Other               1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
Wd Shng             1.0
----------------------------------------
if_null_MSSubClass    0
MasVnrType             
BrkCmn              1.0
BrkFace             1.0
Stone               1.0
----------------------------------------
if_null_MSSubClass    0
ExterQual              
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_MSSubClass    0
ExterCond              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_MSSubClass    0
Foundation             
BrkTil              1.0
CBlock              1.0
PConc               1.0
Slab                1.0
Stone               1.0
Wood                1.0
----------------------------------------
if_null_MSSubClass    0
BsmtQual               
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_MSSubClass    0
BsmtCond               
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_MSSubClass    0
BsmtExposure           
Av                  1.0
Gd                  1.0
Mn                  1.0
No                  1.0
----------------------------------------
if_null_MSSubClass    0
BsmtFinType1           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_MSSubClass    0
BsmtFinType2           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_MSSubClass    0
Heating                
Floor               1.0
GasA                1.0
GasW                1.0
Grav                1.0
OthW                1.0
Wall                1.0
----------------------------------------
if_null_MSSubClass    0
HeatingQC              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_MSSubClass    0
CentralAir             
N                   1.0
Y                   1.0
----------------------------------------
if_null_MSSubClass    0
Electrical             
FuseA               1.0
FuseF               1.0
FuseP               1.0
Mix                 1.0
SBrkr               1.0
----------------------------------------
if_null_MSSubClass    0
KitchenQual            
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_MSSubClass    0
Functional             
Maj1                1.0
Maj2                1.0
Min1                1.0
Min2                1.0
Mod                 1.0
Sev                 1.0
Typ                 1.0
----------------------------------------
if_null_MSSubClass    0
FireplaceQu            
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_MSSubClass    0
GarageType             
2Types              1.0
Attchd              1.0
Basment             1.0
BuiltIn             1.0
CarPort             1.0
Detchd              1.0
----------------------------------------
if_null_MSSubClass    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_MSSubClass    0
GarageQual             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_MSSubClass    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_MSSubClass    0
PavedDrive             
N                   1.0
P                   1.0
Y                   1.0
----------------------------------------
if_null_MSSubClass    0
PoolQC                 
Ex                  1.0
Fa                  1.0
Gd                  1.0
----------------------------------------
if_null_MSSubClass    0
Fence                  
GdPrv               1.0
GdWo                1.0
MnPrv               1.0
MnWw                1.0
----------------------------------------
if_null_MSSubClass    0
MiscFeature            
Gar2                1.0
Othr                1.0
Shed                1.0
TenC                1.0
----------------------------------------
if_null_MSSubClass    0
SaleType               
COD                 1.0
CWD                 1.0
Con                 1.0
ConLD               1.0
ConLI               1.0
ConLw               1.0
New                 1.0
Oth                 1.0
WD                  1.0
----------------------------------------
if_null_MSSubClass    0
SaleCondition          
Abnorml             1.0
AdjLand             1.0
Alloca              1.0
Family              1.0
Normal              1.0
Partial             1.0
----------------------------------------
if_null_MSZoning    0
MSSubClass           
20                1.0
30                1.0
40                1.0
45                1.0
50                1.0
60                1.0
70                1.0
75                1.0
80                1.0
85                1.0
90                1.0
120               1.0
160               1.0
180               1.0
190               1.0
----------------------------------------
if_null_MSZoning    0
MSZoning             
C (all)           1.0
FV                1.0
RH                1.0
RL                1.0
RM                1.0
----------------------------------------
if_null_MSZoning    0
Street               
Grvl              1.0
Pave              1.0
----------------------------------------
if_null_MSZoning    0
Alley                
Grvl              1.0
Pave              1.0
----------------------------------------
if_null_MSZoning    0
LotShape             
IR1               1.0
IR2               1.0
IR3               1.0
Reg               1.0
----------------------------------------
if_null_MSZoning    0
LandContour          
Bnk               1.0
HLS               1.0
Low               1.0
Lvl               1.0
----------------------------------------
if_null_MSZoning    0
Utilities            
AllPub            1.0
NoSeWa            1.0
----------------------------------------
if_null_MSZoning    0
LotConfig            
Corner            1.0
CulDSac           1.0
FR2               1.0
FR3               1.0
Inside            1.0
----------------------------------------
if_null_MSZoning    0
LandSlope            
Gtl               1.0
Mod               1.0
Sev               1.0
----------------------------------------
if_null_MSZoning    0
Neighborhood         
Blmngtn           1.0
Blueste           1.0
BrDale            1.0
BrkSide           1.0
ClearCr           1.0
CollgCr           1.0
Crawfor           1.0
Edwards           1.0
Gilbert           1.0
IDOTRR            1.0
MeadowV           1.0
Mitchel           1.0
NAmes             1.0
NPkVill           1.0
NWAmes            1.0
NoRidge           1.0
NridgHt           1.0
OldTown           1.0
SWISU             1.0
Sawyer            1.0
SawyerW           1.0
Somerst           1.0
StoneBr           1.0
Timber            1.0
Veenker           1.0
----------------------------------------
if_null_MSZoning    0
Condition1           
Artery            1.0
Feedr             1.0
Norm              1.0
PosA              1.0
PosN              1.0
RRAe              1.0
RRAn              1.0
RRNe              1.0
RRNn              1.0
----------------------------------------
if_null_MSZoning    0
Condition2           
Artery            1.0
Feedr             1.0
Norm              1.0
PosA              1.0
PosN              1.0
RRAe              1.0
RRAn              1.0
RRNn              1.0
----------------------------------------
if_null_MSZoning    0
BldgType             
1Fam              1.0
2fmCon            1.0
Duplex            1.0
Twnhs             1.0
TwnhsE            1.0
----------------------------------------
if_null_MSZoning    0
HouseStyle           
1.5Fin            1.0
1.5Unf            1.0
1Story            1.0
2.5Fin            1.0
2.5Unf            1.0
2Story            1.0
SFoyer            1.0
SLvl              1.0
----------------------------------------
if_null_MSZoning    0
RoofStyle            
Flat              1.0
Gable             1.0
Gambrel           1.0
Hip               1.0
Mansard           1.0
Shed              1.0
----------------------------------------
if_null_MSZoning    0
RoofMatl             
ClyTile           1.0
CompShg           1.0
Membran           1.0
Metal             1.0
Roll              1.0
Tar&Grv           1.0
WdShake           1.0
WdShngl           1.0
----------------------------------------
if_null_MSZoning    0
Exterior1st          
AsbShng           1.0
AsphShn           1.0
BrkComm           1.0
BrkFace           1.0
CBlock            1.0
CemntBd           1.0
HdBoard           1.0
ImStucc           1.0
MetalSd           1.0
Plywood           1.0
Stone             1.0
Stucco            1.0
VinylSd           1.0
Wd Sdng           1.0
WdShing           1.0
----------------------------------------
if_null_MSZoning    0
Exterior2nd          
AsbShng           1.0
AsphShn           1.0
Brk Cmn           1.0
BrkFace           1.0
CBlock            1.0
CmentBd           1.0
HdBoard           1.0
ImStucc           1.0
MetalSd           1.0
Other             1.0
Plywood           1.0
Stone             1.0
Stucco            1.0
VinylSd           1.0
Wd Sdng           1.0
Wd Shng           1.0
----------------------------------------
if_null_MSZoning    0
MasVnrType           
BrkCmn            1.0
BrkFace           1.0
Stone             1.0
----------------------------------------
if_null_MSZoning    0
ExterQual            
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_MSZoning    0
ExterCond            
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_MSZoning    0
Foundation           
BrkTil            1.0
CBlock            1.0
PConc             1.0
Slab              1.0
Stone             1.0
Wood              1.0
----------------------------------------
if_null_MSZoning    0
BsmtQual             
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_MSZoning    0
BsmtCond             
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_MSZoning    0
BsmtExposure         
Av                1.0
Gd                1.0
Mn                1.0
No                1.0
----------------------------------------
if_null_MSZoning    0
BsmtFinType1         
ALQ               1.0
BLQ               1.0
GLQ               1.0
LwQ               1.0
Rec               1.0
Unf               1.0
----------------------------------------
if_null_MSZoning    0
BsmtFinType2         
ALQ               1.0
BLQ               1.0
GLQ               1.0
LwQ               1.0
Rec               1.0
Unf               1.0
----------------------------------------
if_null_MSZoning    0
Heating              
Floor             1.0
GasA              1.0
GasW              1.0
Grav              1.0
OthW              1.0
Wall              1.0
----------------------------------------
if_null_MSZoning    0
HeatingQC            
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_MSZoning    0
CentralAir           
N                 1.0
Y                 1.0
----------------------------------------
if_null_MSZoning    0
Electrical           
FuseA             1.0
FuseF             1.0
FuseP             1.0
Mix               1.0
SBrkr             1.0
----------------------------------------
if_null_MSZoning    0
KitchenQual          
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_MSZoning    0
Functional           
Maj1              1.0
Maj2              1.0
Min1              1.0
Min2              1.0
Mod               1.0
Sev               1.0
Typ               1.0
----------------------------------------
if_null_MSZoning    0
FireplaceQu          
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_MSZoning    0
GarageType           
2Types            1.0
Attchd            1.0
Basment           1.0
BuiltIn           1.0
CarPort           1.0
Detchd            1.0
----------------------------------------
if_null_MSZoning    0
GarageFinish         
Fin               1.0
RFn               1.0
Unf               1.0
----------------------------------------
if_null_MSZoning    0
GarageQual           
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_MSZoning    0
GarageCond           
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_MSZoning    0
PavedDrive           
N                 1.0
P                 1.0
Y                 1.0
----------------------------------------
if_null_MSZoning    0
PoolQC               
Ex                1.0
Fa                1.0
Gd                1.0
----------------------------------------
if_null_MSZoning    0
Fence                
GdPrv             1.0
GdWo              1.0
MnPrv             1.0
MnWw              1.0
----------------------------------------
if_null_MSZoning    0
MiscFeature          
Gar2              1.0
Othr              1.0
Shed              1.0
TenC              1.0
----------------------------------------
if_null_MSZoning    0
SaleType             
COD               1.0
CWD               1.0
Con               1.0
ConLD             1.0
ConLI             1.0
ConLw             1.0
New               1.0
Oth               1.0
WD                1.0
----------------------------------------
if_null_MSZoning    0
SaleCondition        
Abnorml           1.0
AdjLand           1.0
Alloca            1.0
Family            1.0
Normal            1.0
Partial           1.0
----------------------------------------
if_null_Street    0
MSSubClass         
20              1.0
30              1.0
40              1.0
45              1.0
50              1.0
60              1.0
70              1.0
75              1.0
80              1.0
85              1.0
90              1.0
120             1.0
160             1.0
180             1.0
190             1.0
----------------------------------------
if_null_Street    0
MSZoning           
C (all)         1.0
FV              1.0
RH              1.0
RL              1.0
RM              1.0
----------------------------------------
if_null_Street    0
Street             
Grvl            1.0
Pave            1.0
----------------------------------------
if_null_Street    0
Alley              
Grvl            1.0
Pave            1.0
----------------------------------------
if_null_Street    0
LotShape           
IR1             1.0
IR2             1.0
IR3             1.0
Reg             1.0
----------------------------------------
if_null_Street    0
LandContour        
Bnk             1.0
HLS             1.0
Low             1.0
Lvl             1.0
----------------------------------------
if_null_Street    0
Utilities          
AllPub          1.0
NoSeWa          1.0
----------------------------------------
if_null_Street    0
LotConfig          
Corner          1.0
CulDSac         1.0
FR2             1.0
FR3             1.0
Inside          1.0
----------------------------------------
if_null_Street    0
LandSlope          
Gtl             1.0
Mod             1.0
Sev             1.0
----------------------------------------
if_null_Street    0
Neighborhood       
Blmngtn         1.0
Blueste         1.0
BrDale          1.0
BrkSide         1.0
ClearCr         1.0
CollgCr         1.0
Crawfor         1.0
Edwards         1.0
Gilbert         1.0
IDOTRR          1.0
MeadowV         1.0
Mitchel         1.0
NAmes           1.0
NPkVill         1.0
NWAmes          1.0
NoRidge         1.0
NridgHt         1.0
OldTown         1.0
SWISU           1.0
Sawyer          1.0
SawyerW         1.0
Somerst         1.0
StoneBr         1.0
Timber          1.0
Veenker         1.0
----------------------------------------
if_null_Street    0
Condition1         
Artery          1.0
Feedr           1.0
Norm            1.0
PosA            1.0
PosN            1.0
RRAe            1.0
RRAn            1.0
RRNe            1.0
RRNn            1.0
----------------------------------------
if_null_Street    0
Condition2         
Artery          1.0
Feedr           1.0
Norm            1.0
PosA            1.0
PosN            1.0
RRAe            1.0
RRAn            1.0
RRNn            1.0
----------------------------------------
if_null_Street    0
BldgType           
1Fam            1.0
2fmCon          1.0
Duplex          1.0
Twnhs           1.0
TwnhsE          1.0
----------------------------------------
if_null_Street    0
HouseStyle         
1.5Fin          1.0
1.5Unf          1.0
1Story          1.0
2.5Fin          1.0
2.5Unf          1.0
2Story          1.0
SFoyer          1.0
SLvl            1.0
----------------------------------------
if_null_Street    0
RoofStyle          
Flat            1.0
Gable           1.0
Gambrel         1.0
Hip             1.0
Mansard         1.0
Shed            1.0
----------------------------------------
if_null_Street    0
RoofMatl           
ClyTile         1.0
CompShg         1.0
Membran         1.0
Metal           1.0
Roll            1.0
Tar&Grv         1.0
WdShake         1.0
WdShngl         1.0
----------------------------------------
if_null_Street    0
Exterior1st        
AsbShng         1.0
AsphShn         1.0
BrkComm         1.0
BrkFace         1.0
CBlock          1.0
CemntBd         1.0
HdBoard         1.0
ImStucc         1.0
MetalSd         1.0
Plywood         1.0
Stone           1.0
Stucco          1.0
VinylSd         1.0
Wd Sdng         1.0
WdShing         1.0
----------------------------------------
if_null_Street    0
Exterior2nd        
AsbShng         1.0
AsphShn         1.0
Brk Cmn         1.0
BrkFace         1.0
CBlock          1.0
CmentBd         1.0
HdBoard         1.0
ImStucc         1.0
MetalSd         1.0
Other           1.0
Plywood         1.0
Stone           1.0
Stucco          1.0
VinylSd         1.0
Wd Sdng         1.0
Wd Shng         1.0
----------------------------------------
if_null_Street    0
MasVnrType         
BrkCmn          1.0
BrkFace         1.0
Stone           1.0
----------------------------------------
if_null_Street    0
ExterQual          
Ex              1.0
Fa              1.0
Gd              1.0
TA              1.0
----------------------------------------
if_null_Street    0
ExterCond          
Ex              1.0
Fa              1.0
Gd              1.0
Po              1.0
TA              1.0
----------------------------------------
if_null_Street    0
Foundation         
BrkTil          1.0
CBlock          1.0
PConc           1.0
Slab            1.0
Stone           1.0
Wood            1.0
----------------------------------------
if_null_Street    0
BsmtQual           
Ex              1.0
Fa              1.0
Gd              1.0
TA              1.0
----------------------------------------
if_null_Street    0
BsmtCond           
Fa              1.0
Gd              1.0
Po              1.0
TA              1.0
----------------------------------------
if_null_Street    0
BsmtExposure       
Av              1.0
Gd              1.0
Mn              1.0
No              1.0
----------------------------------------
if_null_Street    0
BsmtFinType1       
ALQ             1.0
BLQ             1.0
GLQ             1.0
LwQ             1.0
Rec             1.0
Unf             1.0
----------------------------------------
if_null_Street    0
BsmtFinType2       
ALQ             1.0
BLQ             1.0
GLQ             1.0
LwQ             1.0
Rec             1.0
Unf             1.0
----------------------------------------
if_null_Street    0
Heating            
Floor           1.0
GasA            1.0
GasW            1.0
Grav            1.0
OthW            1.0
Wall            1.0
----------------------------------------
if_null_Street    0
HeatingQC          
Ex              1.0
Fa              1.0
Gd              1.0
Po              1.0
TA              1.0
----------------------------------------
if_null_Street    0
CentralAir         
N               1.0
Y               1.0
----------------------------------------
if_null_Street    0
Electrical         
FuseA           1.0
FuseF           1.0
FuseP           1.0
Mix             1.0
SBrkr           1.0
----------------------------------------
if_null_Street    0
KitchenQual        
Ex              1.0
Fa              1.0
Gd              1.0
TA              1.0
----------------------------------------
if_null_Street    0
Functional         
Maj1            1.0
Maj2            1.0
Min1            1.0
Min2            1.0
Mod             1.0
Sev             1.0
Typ             1.0
----------------------------------------
if_null_Street    0
FireplaceQu        
Ex              1.0
Fa              1.0
Gd              1.0
Po              1.0
TA              1.0
----------------------------------------
if_null_Street    0
GarageType         
2Types          1.0
Attchd          1.0
Basment         1.0
BuiltIn         1.0
CarPort         1.0
Detchd          1.0
----------------------------------------
if_null_Street    0
GarageFinish       
Fin             1.0
RFn             1.0
Unf             1.0
----------------------------------------
if_null_Street    0
GarageQual         
Ex              1.0
Fa              1.0
Gd              1.0
Po              1.0
TA              1.0
----------------------------------------
if_null_Street    0
GarageCond         
Ex              1.0
Fa              1.0
Gd              1.0
Po              1.0
TA              1.0
----------------------------------------
if_null_Street    0
PavedDrive         
N               1.0
P               1.0
Y               1.0
----------------------------------------
if_null_Street    0
PoolQC             
Ex              1.0
Fa              1.0
Gd              1.0
----------------------------------------
if_null_Street    0
Fence              
GdPrv           1.0
GdWo            1.0
MnPrv           1.0
MnWw            1.0
----------------------------------------
if_null_Street    0
MiscFeature        
Gar2            1.0
Othr            1.0
Shed            1.0
TenC            1.0
----------------------------------------
if_null_Street    0
SaleType           
COD             1.0
CWD             1.0
Con             1.0
ConLD           1.0
ConLI           1.0
ConLw           1.0
New             1.0
Oth             1.0
WD              1.0
----------------------------------------
if_null_Street    0
SaleCondition      
Abnorml         1.0
AdjLand         1.0
Alloca          1.0
Family          1.0
Normal          1.0
Partial         1.0
----------------------------------------
if_null_Alley     0     1
MSSubClass               
20             0.01  0.99
30             0.17  0.83
40             0.25  0.75
45             0.08  0.92
50             0.17  0.83
60             0.01  0.99
70             0.27  0.73
75             0.19  0.81
80             0.00  1.00
85             0.00  1.00
90             0.04  0.96
120            0.05  0.95
160            0.24  0.76
180            0.00  1.00
190            0.20  0.80
----------------------------------------
if_null_Alley     0     1
MSZoning                 
C (all)        0.20  0.80
FV             0.37  0.63
RH             0.12  0.88
RL             0.02  0.98
RM             0.20  0.80
----------------------------------------
if_null_Alley     0     1
Street                   
Grvl           0.00  1.00
Pave           0.06  0.94
----------------------------------------
if_null_Alley    0
Alley             
Grvl           1.0
Pave           1.0
----------------------------------------
if_null_Alley     0     1
LotShape                 
IR1            0.02  0.98
IR2            0.05  0.95
IR3            0.10  0.90
Reg            0.08  0.92
----------------------------------------
if_null_Alley     0     1
LandContour              
Bnk            0.19  0.81
HLS            0.06  0.94
Low            0.00  1.00
Lvl            0.06  0.94
----------------------------------------
if_null_Alley     0     1
Utilities                
AllPub         0.06  0.94
NoSeWa         0.00  1.00
----------------------------------------
if_null_Alley     0     1
LotConfig                
Corner         0.06  0.94
CulDSac        0.00  1.00
FR2            0.00  1.00
FR3            0.00  1.00
Inside         0.07  0.93
----------------------------------------
if_null_Alley     0     1
LandSlope                
Gtl            0.06  0.94
Mod            0.05  0.95
Sev            0.00  1.00
----------------------------------------
if_null_Alley     0     1
Neighborhood             
Blmngtn        0.00  1.00
Blueste        0.00  1.00
BrDale         0.00  1.00
BrkSide        0.09  0.91
ClearCr        0.00  1.00
CollgCr        0.00  1.00
Crawfor        0.02  0.98
Edwards        0.06  0.94
Gilbert        0.00  1.00
IDOTRR         0.19  0.81
MeadowV        0.00  1.00
Mitchel        0.00  1.00
NAmes          0.00  1.00
NPkVill        0.00  1.00
NWAmes         0.00  1.00
NoRidge        0.00  1.00
NridgHt        0.00  1.00
OldTown        0.38  0.62
SWISU          0.16  0.84
Sawyer         0.00  1.00
SawyerW        0.00  1.00
Somerst        0.28  0.72
StoneBr        0.00  1.00
Timber         0.00  1.00
Veenker        0.00  1.00
----------------------------------------
if_null_Alley     0     1
Condition1               
Artery         0.23  0.77
Feedr          0.04  0.96
Norm           0.06  0.94
PosA           0.00  1.00
PosN           0.05  0.95
RRAe           0.00  1.00
RRAn           0.00  1.00
RRNe           0.00  1.00
RRNn           0.00  1.00
----------------------------------------
if_null_Alley     0     1
Condition2               
Artery         0.00  1.00
Feedr          0.00  1.00
Norm           0.06  0.94
PosA           0.00  1.00
PosN           0.00  1.00
RRAe           0.00  1.00
RRAn           0.00  1.00
RRNn           0.00  1.00
----------------------------------------
if_null_Alley     0     1
BldgType                 
1Fam           0.05  0.95
2fmCon         0.23  0.77
Duplex         0.04  0.96
Twnhs          0.12  0.88
TwnhsE         0.12  0.88
----------------------------------------
if_null_Alley     0     1
HouseStyle               
1.5Fin         0.16  0.84
1.5Unf         0.07  0.93
1Story         0.03  0.97
2.5Fin         0.12  0.88
2.5Unf         0.27  0.73
2Story         0.09  0.91
SFoyer         0.03  0.97
SLvl           0.00  1.00
----------------------------------------
if_null_Alley     0     1
RoofStyle                
Flat           0.00  1.00
Gable          0.07  0.93
Gambrel        0.36  0.64
Hip            0.02  0.98
Mansard        0.29  0.71
Shed           0.00  1.00
----------------------------------------
if_null_Alley     0     1
RoofMatl                 
ClyTile        0.00  1.00
CompShg        0.06  0.94
Membran        0.00  1.00
Metal          0.00  1.00
Roll           0.00  1.00
Tar&Grv        0.00  1.00
WdShake        0.00  1.00
WdShngl        0.00  1.00
----------------------------------------
if_null_Alley     0     1
Exterior1st              
AsbShng        0.25  0.75
AsphShn        0.00  1.00
BrkComm        0.00  1.00
BrkFace        0.06  0.94
CBlock         0.00  1.00
CemntBd        0.00  1.00
HdBoard        0.00  1.00
ImStucc        0.00  1.00
MetalSd        0.14  0.86
Plywood        0.00  1.00
Stone          0.00  1.00
Stucco         0.32  0.68
VinylSd        0.03  0.97
Wd Sdng        0.12  0.88
WdShing        0.04  0.96
----------------------------------------
if_null_Alley     0     1
Exterior2nd              
AsbShng        0.20  0.80
AsphShn        0.00  1.00
Brk Cmn        0.00  1.00
BrkFace        0.04  0.96
CBlock         0.00  1.00
CmentBd        0.00  1.00
HdBoard        0.00  1.00
ImStucc        0.00  1.00
MetalSd        0.14  0.86
Other          0.00  1.00
Plywood        0.00  1.00
Stone          0.00  1.00
Stucco         0.35  0.65
VinylSd        0.04  0.96
Wd Sdng        0.12  0.88
Wd Shng        0.13  0.87
----------------------------------------
if_null_Alley     0     1
MasVnrType               
BrkCmn         0.00  1.00
BrkFace        0.02  0.98
Stone          0.02  0.98
----------------------------------------
if_null_Alley     0     1
ExterQual                
Ex             0.00  1.00
Fa             0.14  0.86
Gd             0.05  0.95
TA             0.07  0.93
----------------------------------------
if_null_Alley     0     1
ExterCond                
Ex             0.00  1.00
Fa             0.18  0.82
Gd             0.08  0.92
Po             0.00  1.00
TA             0.06  0.94
----------------------------------------
if_null_Alley     0     1
Foundation               
BrkTil         0.24  0.76
CBlock         0.03  0.97
PConc          0.05  0.95
Slab           0.00  1.00
Stone          0.50  0.50
Wood           0.00  1.00
----------------------------------------
if_null_Alley     0     1
BsmtQual                 
Ex             0.01  0.99
Fa             0.23  0.77
Gd             0.04  0.96
TA             0.08  0.92
----------------------------------------
if_null_Alley     0     1
BsmtCond                 
Fa             0.22  0.78
Gd             0.06  0.94
Po             0.00  1.00
TA             0.06  0.94
----------------------------------------
if_null_Alley     0     1
BsmtExposure             
Av             0.01  0.99
Gd             0.01  0.99
Mn             0.05  0.95
No             0.08  0.92
----------------------------------------
if_null_Alley     0     1
BsmtFinType1             
ALQ            0.02  0.98
BLQ            0.04  0.96
GLQ            0.02  0.98
LwQ            0.11  0.89
Rec            0.08  0.92
Unf            0.12  0.88
----------------------------------------
if_null_Alley     0     1
BsmtFinType2             
ALQ            0.00  1.00
BLQ            0.06  0.94
GLQ            0.00  1.00
LwQ            0.02  0.98
Rec            0.00  1.00
Unf            0.07  0.93
----------------------------------------
if_null_Alley     0     1
Heating                  
Floor          0.00  1.00
GasA           0.06  0.94
GasW           0.28  0.72
Grav           0.14  0.86
OthW           1.00  0.00
Wall           0.00  1.00
----------------------------------------
if_null_Alley     0     1
HeatingQC                
Ex             0.06  0.94
Fa             0.14  0.86
Gd             0.10  0.90
Po             0.00  1.00
TA             0.04  0.96
----------------------------------------
if_null_Alley     0     1
CentralAir               
N              0.23  0.77
Y              0.05  0.95
----------------------------------------
if_null_Alley     0     1
Electrical               
FuseA          0.13  0.87
FuseF          0.15  0.85
FuseP          0.67  0.33
Mix            0.00  1.00
SBrkr          0.05  0.95
----------------------------------------
if_null_Alley     0     1
KitchenQual              
Ex             0.03  0.97
Fa             0.15  0.85
Gd             0.06  0.94
TA             0.07  0.93
----------------------------------------
if_null_Alley     0     1
Functional               
Maj1           0.00  1.00
Maj2           0.00  1.00
Min1           0.03  0.97
Min2           0.21  0.79
Mod            0.07  0.93
Sev            0.00  1.00
Typ            0.06  0.94
----------------------------------------
if_null_Alley     0     1
FireplaceQu              
Ex             0.00  1.00
Fa             0.03  0.97
Gd             0.05  0.95
Po             0.05  0.95
TA             0.02  0.98
----------------------------------------
if_null_Alley     0     1
GarageType               
2Types         0.17  0.83
Attchd         0.02  0.98
Basment        0.00  1.00
BuiltIn        0.00  1.00
CarPort        0.00  1.00
Detchd         0.17  0.83
----------------------------------------
if_null_Alley     0     1
GarageFinish             
Fin            0.01  0.99
RFn            0.03  0.97
Unf            0.11  0.89
----------------------------------------
if_null_Alley     0     1
GarageQual               
Ex             0.00  1.00
Fa             0.21  0.79
Gd             0.14  0.86
Po             0.33  0.67
TA             0.05  0.95
----------------------------------------
if_null_Alley     0     1
GarageCond               
Ex             0.00  1.00
Fa             0.29  0.71
Gd             0.11  0.89
Po             0.29  0.71
TA             0.05  0.95
----------------------------------------
if_null_Alley     0     1
PavedDrive               
N              0.24  0.76
P              0.23  0.77
Y              0.05  0.95
----------------------------------------
if_null_Alley    1
PoolQC            
Ex             1.0
Fa             1.0
Gd             1.0
----------------------------------------
if_null_Alley     0     1
Fence                    
GdPrv          0.08  0.92
GdWo           0.06  0.94
MnPrv          0.06  0.94
MnWw           0.09  0.91
----------------------------------------
if_null_Alley     0     1
MiscFeature              
Gar2           0.00  1.00
Othr           0.00  1.00
Shed           0.08  0.92
TenC           0.00  1.00
----------------------------------------
if_null_Alley     0     1
SaleType                 
COD            0.07  0.93
CWD            0.25  0.75
Con            0.00  1.00
ConLD          0.00  1.00
ConLI          0.20  0.80
ConLw          0.00  1.00
New            0.06  0.94
Oth            0.00  1.00
WD             0.06  0.94
----------------------------------------
if_null_Alley     0     1
SaleCondition            
Abnorml        0.10  0.90
AdjLand        0.00  1.00
Alloca         0.00  1.00
Family         0.15  0.85
Normal         0.06  0.94
Partial        0.06  0.94
----------------------------------------
if_null_LotShape    0
MSSubClass           
20                1.0
30                1.0
40                1.0
45                1.0
50                1.0
60                1.0
70                1.0
75                1.0
80                1.0
85                1.0
90                1.0
120               1.0
160               1.0
180               1.0
190               1.0
----------------------------------------
if_null_LotShape    0
MSZoning             
C (all)           1.0
FV                1.0
RH                1.0
RL                1.0
RM                1.0
----------------------------------------
if_null_LotShape    0
Street               
Grvl              1.0
Pave              1.0
----------------------------------------
if_null_LotShape    0
Alley                
Grvl              1.0
Pave              1.0
----------------------------------------
if_null_LotShape    0
LotShape             
IR1               1.0
IR2               1.0
IR3               1.0
Reg               1.0
----------------------------------------
if_null_LotShape    0
LandContour          
Bnk               1.0
HLS               1.0
Low               1.0
Lvl               1.0
----------------------------------------
if_null_LotShape    0
Utilities            
AllPub            1.0
NoSeWa            1.0
----------------------------------------
if_null_LotShape    0
LotConfig            
Corner            1.0
CulDSac           1.0
FR2               1.0
FR3               1.0
Inside            1.0
----------------------------------------
if_null_LotShape    0
LandSlope            
Gtl               1.0
Mod               1.0
Sev               1.0
----------------------------------------
if_null_LotShape    0
Neighborhood         
Blmngtn           1.0
Blueste           1.0
BrDale            1.0
BrkSide           1.0
ClearCr           1.0
CollgCr           1.0
Crawfor           1.0
Edwards           1.0
Gilbert           1.0
IDOTRR            1.0
MeadowV           1.0
Mitchel           1.0
NAmes             1.0
NPkVill           1.0
NWAmes            1.0
NoRidge           1.0
NridgHt           1.0
OldTown           1.0
SWISU             1.0
Sawyer            1.0
SawyerW           1.0
Somerst           1.0
StoneBr           1.0
Timber            1.0
Veenker           1.0
----------------------------------------
if_null_LotShape    0
Condition1           
Artery            1.0
Feedr             1.0
Norm              1.0
PosA              1.0
PosN              1.0
RRAe              1.0
RRAn              1.0
RRNe              1.0
RRNn              1.0
----------------------------------------
if_null_LotShape    0
Condition2           
Artery            1.0
Feedr             1.0
Norm              1.0
PosA              1.0
PosN              1.0
RRAe              1.0
RRAn              1.0
RRNn              1.0
----------------------------------------
if_null_LotShape    0
BldgType             
1Fam              1.0
2fmCon            1.0
Duplex            1.0
Twnhs             1.0
TwnhsE            1.0
----------------------------------------
if_null_LotShape    0
HouseStyle           
1.5Fin            1.0
1.5Unf            1.0
1Story            1.0
2.5Fin            1.0
2.5Unf            1.0
2Story            1.0
SFoyer            1.0
SLvl              1.0
----------------------------------------
if_null_LotShape    0
RoofStyle            
Flat              1.0
Gable             1.0
Gambrel           1.0
Hip               1.0
Mansard           1.0
Shed              1.0
----------------------------------------
if_null_LotShape    0
RoofMatl             
ClyTile           1.0
CompShg           1.0
Membran           1.0
Metal             1.0
Roll              1.0
Tar&Grv           1.0
WdShake           1.0
WdShngl           1.0
----------------------------------------
if_null_LotShape    0
Exterior1st          
AsbShng           1.0
AsphShn           1.0
BrkComm           1.0
BrkFace           1.0
CBlock            1.0
CemntBd           1.0
HdBoard           1.0
ImStucc           1.0
MetalSd           1.0
Plywood           1.0
Stone             1.0
Stucco            1.0
VinylSd           1.0
Wd Sdng           1.0
WdShing           1.0
----------------------------------------
if_null_LotShape    0
Exterior2nd          
AsbShng           1.0
AsphShn           1.0
Brk Cmn           1.0
BrkFace           1.0
CBlock            1.0
CmentBd           1.0
HdBoard           1.0
ImStucc           1.0
MetalSd           1.0
Other             1.0
Plywood           1.0
Stone             1.0
Stucco            1.0
VinylSd           1.0
Wd Sdng           1.0
Wd Shng           1.0
----------------------------------------
if_null_LotShape    0
MasVnrType           
BrkCmn            1.0
BrkFace           1.0
Stone             1.0
----------------------------------------
if_null_LotShape    0
ExterQual            
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_LotShape    0
ExterCond            
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_LotShape    0
Foundation           
BrkTil            1.0
CBlock            1.0
PConc             1.0
Slab              1.0
Stone             1.0
Wood              1.0
----------------------------------------
if_null_LotShape    0
BsmtQual             
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_LotShape    0
BsmtCond             
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_LotShape    0
BsmtExposure         
Av                1.0
Gd                1.0
Mn                1.0
No                1.0
----------------------------------------
if_null_LotShape    0
BsmtFinType1         
ALQ               1.0
BLQ               1.0
GLQ               1.0
LwQ               1.0
Rec               1.0
Unf               1.0
----------------------------------------
if_null_LotShape    0
BsmtFinType2         
ALQ               1.0
BLQ               1.0
GLQ               1.0
LwQ               1.0
Rec               1.0
Unf               1.0
----------------------------------------
if_null_LotShape    0
Heating              
Floor             1.0
GasA              1.0
GasW              1.0
Grav              1.0
OthW              1.0
Wall              1.0
----------------------------------------
if_null_LotShape    0
HeatingQC            
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_LotShape    0
CentralAir           
N                 1.0
Y                 1.0
----------------------------------------
if_null_LotShape    0
Electrical           
FuseA             1.0
FuseF             1.0
FuseP             1.0
Mix               1.0
SBrkr             1.0
----------------------------------------
if_null_LotShape    0
KitchenQual          
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_LotShape    0
Functional           
Maj1              1.0
Maj2              1.0
Min1              1.0
Min2              1.0
Mod               1.0
Sev               1.0
Typ               1.0
----------------------------------------
if_null_LotShape    0
FireplaceQu          
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_LotShape    0
GarageType           
2Types            1.0
Attchd            1.0
Basment           1.0
BuiltIn           1.0
CarPort           1.0
Detchd            1.0
----------------------------------------
if_null_LotShape    0
GarageFinish         
Fin               1.0
RFn               1.0
Unf               1.0
----------------------------------------
if_null_LotShape    0
GarageQual           
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_LotShape    0
GarageCond           
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_LotShape    0
PavedDrive           
N                 1.0
P                 1.0
Y                 1.0
----------------------------------------
if_null_LotShape    0
PoolQC               
Ex                1.0
Fa                1.0
Gd                1.0
----------------------------------------
if_null_LotShape    0
Fence                
GdPrv             1.0
GdWo              1.0
MnPrv             1.0
MnWw              1.0
----------------------------------------
if_null_LotShape    0
MiscFeature          
Gar2              1.0
Othr              1.0
Shed              1.0
TenC              1.0
----------------------------------------
if_null_LotShape    0
SaleType             
COD               1.0
CWD               1.0
Con               1.0
ConLD             1.0
ConLI             1.0
ConLw             1.0
New               1.0
Oth               1.0
WD                1.0
----------------------------------------
if_null_LotShape    0
SaleCondition        
Abnorml           1.0
AdjLand           1.0
Alloca            1.0
Family            1.0
Normal            1.0
Partial           1.0
----------------------------------------
if_null_LandContour    0
MSSubClass              
20                   1.0
30                   1.0
40                   1.0
45                   1.0
50                   1.0
60                   1.0
70                   1.0
75                   1.0
80                   1.0
85                   1.0
90                   1.0
120                  1.0
160                  1.0
180                  1.0
190                  1.0
----------------------------------------
if_null_LandContour    0
MSZoning                
C (all)              1.0
FV                   1.0
RH                   1.0
RL                   1.0
RM                   1.0
----------------------------------------
if_null_LandContour    0
Street                  
Grvl                 1.0
Pave                 1.0
----------------------------------------
if_null_LandContour    0
Alley                   
Grvl                 1.0
Pave                 1.0
----------------------------------------
if_null_LandContour    0
LotShape                
IR1                  1.0
IR2                  1.0
IR3                  1.0
Reg                  1.0
----------------------------------------
if_null_LandContour    0
LandContour             
Bnk                  1.0
HLS                  1.0
Low                  1.0
Lvl                  1.0
----------------------------------------
if_null_LandContour    0
Utilities               
AllPub               1.0
NoSeWa               1.0
----------------------------------------
if_null_LandContour    0
LotConfig               
Corner               1.0
CulDSac              1.0
FR2                  1.0
FR3                  1.0
Inside               1.0
----------------------------------------
if_null_LandContour    0
LandSlope               
Gtl                  1.0
Mod                  1.0
Sev                  1.0
----------------------------------------
if_null_LandContour    0
Neighborhood            
Blmngtn              1.0
Blueste              1.0
BrDale               1.0
BrkSide              1.0
ClearCr              1.0
CollgCr              1.0
Crawfor              1.0
Edwards              1.0
Gilbert              1.0
IDOTRR               1.0
MeadowV              1.0
Mitchel              1.0
NAmes                1.0
NPkVill              1.0
NWAmes               1.0
NoRidge              1.0
NridgHt              1.0
OldTown              1.0
SWISU                1.0
Sawyer               1.0
SawyerW              1.0
Somerst              1.0
StoneBr              1.0
Timber               1.0
Veenker              1.0
----------------------------------------
if_null_LandContour    0
Condition1              
Artery               1.0
Feedr                1.0
Norm                 1.0
PosA                 1.0
PosN                 1.0
RRAe                 1.0
RRAn                 1.0
RRNe                 1.0
RRNn                 1.0
----------------------------------------
if_null_LandContour    0
Condition2              
Artery               1.0
Feedr                1.0
Norm                 1.0
PosA                 1.0
PosN                 1.0
RRAe                 1.0
RRAn                 1.0
RRNn                 1.0
----------------------------------------
if_null_LandContour    0
BldgType                
1Fam                 1.0
2fmCon               1.0
Duplex               1.0
Twnhs                1.0
TwnhsE               1.0
----------------------------------------
if_null_LandContour    0
HouseStyle              
1.5Fin               1.0
1.5Unf               1.0
1Story               1.0
2.5Fin               1.0
2.5Unf               1.0
2Story               1.0
SFoyer               1.0
SLvl                 1.0
----------------------------------------
if_null_LandContour    0
RoofStyle               
Flat                 1.0
Gable                1.0
Gambrel              1.0
Hip                  1.0
Mansard              1.0
Shed                 1.0
----------------------------------------
if_null_LandContour    0
RoofMatl                
ClyTile              1.0
CompShg              1.0
Membran              1.0
Metal                1.0
Roll                 1.0
Tar&Grv              1.0
WdShake              1.0
WdShngl              1.0
----------------------------------------
if_null_LandContour    0
Exterior1st             
AsbShng              1.0
AsphShn              1.0
BrkComm              1.0
BrkFace              1.0
CBlock               1.0
CemntBd              1.0
HdBoard              1.0
ImStucc              1.0
MetalSd              1.0
Plywood              1.0
Stone                1.0
Stucco               1.0
VinylSd              1.0
Wd Sdng              1.0
WdShing              1.0
----------------------------------------
if_null_LandContour    0
Exterior2nd             
AsbShng              1.0
AsphShn              1.0
Brk Cmn              1.0
BrkFace              1.0
CBlock               1.0
CmentBd              1.0
HdBoard              1.0
ImStucc              1.0
MetalSd              1.0
Other                1.0
Plywood              1.0
Stone                1.0
Stucco               1.0
VinylSd              1.0
Wd Sdng              1.0
Wd Shng              1.0
----------------------------------------
if_null_LandContour    0
MasVnrType              
BrkCmn               1.0
BrkFace              1.0
Stone                1.0
----------------------------------------
if_null_LandContour    0
ExterQual               
Ex                   1.0
Fa                   1.0
Gd                   1.0
TA                   1.0
----------------------------------------
if_null_LandContour    0
ExterCond               
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_LandContour    0
Foundation              
BrkTil               1.0
CBlock               1.0
PConc                1.0
Slab                 1.0
Stone                1.0
Wood                 1.0
----------------------------------------
if_null_LandContour    0
BsmtQual                
Ex                   1.0
Fa                   1.0
Gd                   1.0
TA                   1.0
----------------------------------------
if_null_LandContour    0
BsmtCond                
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_LandContour    0
BsmtExposure            
Av                   1.0
Gd                   1.0
Mn                   1.0
No                   1.0
----------------------------------------
if_null_LandContour    0
BsmtFinType1            
ALQ                  1.0
BLQ                  1.0
GLQ                  1.0
LwQ                  1.0
Rec                  1.0
Unf                  1.0
----------------------------------------
if_null_LandContour    0
BsmtFinType2            
ALQ                  1.0
BLQ                  1.0
GLQ                  1.0
LwQ                  1.0
Rec                  1.0
Unf                  1.0
----------------------------------------
if_null_LandContour    0
Heating                 
Floor                1.0
GasA                 1.0
GasW                 1.0
Grav                 1.0
OthW                 1.0
Wall                 1.0
----------------------------------------
if_null_LandContour    0
HeatingQC               
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_LandContour    0
CentralAir              
N                    1.0
Y                    1.0
----------------------------------------
if_null_LandContour    0
Electrical              
FuseA                1.0
FuseF                1.0
FuseP                1.0
Mix                  1.0
SBrkr                1.0
----------------------------------------
if_null_LandContour    0
KitchenQual             
Ex                   1.0
Fa                   1.0
Gd                   1.0
TA                   1.0
----------------------------------------
if_null_LandContour    0
Functional              
Maj1                 1.0
Maj2                 1.0
Min1                 1.0
Min2                 1.0
Mod                  1.0
Sev                  1.0
Typ                  1.0
----------------------------------------
if_null_LandContour    0
FireplaceQu             
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_LandContour    0
GarageType              
2Types               1.0
Attchd               1.0
Basment              1.0
BuiltIn              1.0
CarPort              1.0
Detchd               1.0
----------------------------------------
if_null_LandContour    0
GarageFinish            
Fin                  1.0
RFn                  1.0
Unf                  1.0
----------------------------------------
if_null_LandContour    0
GarageQual              
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_LandContour    0
GarageCond              
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_LandContour    0
PavedDrive              
N                    1.0
P                    1.0
Y                    1.0
----------------------------------------
if_null_LandContour    0
PoolQC                  
Ex                   1.0
Fa                   1.0
Gd                   1.0
----------------------------------------
if_null_LandContour    0
Fence                   
GdPrv                1.0
GdWo                 1.0
MnPrv                1.0
MnWw                 1.0
----------------------------------------
if_null_LandContour    0
MiscFeature             
Gar2                 1.0
Othr                 1.0
Shed                 1.0
TenC                 1.0
----------------------------------------
if_null_LandContour    0
SaleType                
COD                  1.0
CWD                  1.0
Con                  1.0
ConLD                1.0
ConLI                1.0
ConLw                1.0
New                  1.0
Oth                  1.0
WD                   1.0
----------------------------------------
if_null_LandContour    0
SaleCondition           
Abnorml              1.0
AdjLand              1.0
Alloca               1.0
Family               1.0
Normal               1.0
Partial              1.0
----------------------------------------
if_null_Utilities    0
MSSubClass            
20                 1.0
30                 1.0
40                 1.0
45                 1.0
50                 1.0
60                 1.0
70                 1.0
75                 1.0
80                 1.0
85                 1.0
90                 1.0
120                1.0
160                1.0
180                1.0
190                1.0
----------------------------------------
if_null_Utilities    0
MSZoning              
C (all)            1.0
FV                 1.0
RH                 1.0
RL                 1.0
RM                 1.0
----------------------------------------
if_null_Utilities    0
Street                
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_Utilities    0
Alley                 
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_Utilities    0
LotShape              
IR1                1.0
IR2                1.0
IR3                1.0
Reg                1.0
----------------------------------------
if_null_Utilities    0
LandContour           
Bnk                1.0
HLS                1.0
Low                1.0
Lvl                1.0
----------------------------------------
if_null_Utilities    0
Utilities             
AllPub             1.0
NoSeWa             1.0
----------------------------------------
if_null_Utilities    0
LotConfig             
Corner             1.0
CulDSac            1.0
FR2                1.0
FR3                1.0
Inside             1.0
----------------------------------------
if_null_Utilities    0
LandSlope             
Gtl                1.0
Mod                1.0
Sev                1.0
----------------------------------------
if_null_Utilities    0
Neighborhood          
Blmngtn            1.0
Blueste            1.0
BrDale             1.0
BrkSide            1.0
ClearCr            1.0
CollgCr            1.0
Crawfor            1.0
Edwards            1.0
Gilbert            1.0
IDOTRR             1.0
MeadowV            1.0
Mitchel            1.0
NAmes              1.0
NPkVill            1.0
NWAmes             1.0
NoRidge            1.0
NridgHt            1.0
OldTown            1.0
SWISU              1.0
Sawyer             1.0
SawyerW            1.0
Somerst            1.0
StoneBr            1.0
Timber             1.0
Veenker            1.0
----------------------------------------
if_null_Utilities    0
Condition1            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
RRAe               1.0
RRAn               1.0
RRNe               1.0
RRNn               1.0
----------------------------------------
if_null_Utilities    0
Condition2            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
RRAe               1.0
RRAn               1.0
RRNn               1.0
----------------------------------------
if_null_Utilities    0
BldgType              
1Fam               1.0
2fmCon             1.0
Duplex             1.0
Twnhs              1.0
TwnhsE             1.0
----------------------------------------
if_null_Utilities    0
HouseStyle            
1.5Fin             1.0
1.5Unf             1.0
1Story             1.0
2.5Fin             1.0
2.5Unf             1.0
2Story             1.0
SFoyer             1.0
SLvl               1.0
----------------------------------------
if_null_Utilities    0
RoofStyle             
Flat               1.0
Gable              1.0
Gambrel            1.0
Hip                1.0
Mansard            1.0
Shed               1.0
----------------------------------------
if_null_Utilities    0
RoofMatl              
ClyTile            1.0
CompShg            1.0
Membran            1.0
Metal              1.0
Roll               1.0
Tar&Grv            1.0
WdShake            1.0
WdShngl            1.0
----------------------------------------
if_null_Utilities    0
Exterior1st           
AsbShng            1.0
AsphShn            1.0
BrkComm            1.0
BrkFace            1.0
CBlock             1.0
CemntBd            1.0
HdBoard            1.0
ImStucc            1.0
MetalSd            1.0
Plywood            1.0
Stone              1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
WdShing            1.0
----------------------------------------
if_null_Utilities    0
Exterior2nd           
AsbShng            1.0
AsphShn            1.0
Brk Cmn            1.0
BrkFace            1.0
CBlock             1.0
CmentBd            1.0
HdBoard            1.0
ImStucc            1.0
MetalSd            1.0
Other              1.0
Plywood            1.0
Stone              1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
Wd Shng            1.0
----------------------------------------
if_null_Utilities    0
MasVnrType            
BrkCmn             1.0
BrkFace            1.0
Stone              1.0
----------------------------------------
if_null_Utilities    0
ExterQual             
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_Utilities    0
ExterCond             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_Utilities    0
Foundation            
BrkTil             1.0
CBlock             1.0
PConc              1.0
Slab               1.0
Stone              1.0
Wood               1.0
----------------------------------------
if_null_Utilities    0
BsmtQual              
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_Utilities    0
BsmtCond              
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_Utilities    0
BsmtExposure          
Av                 1.0
Gd                 1.0
Mn                 1.0
No                 1.0
----------------------------------------
if_null_Utilities    0
BsmtFinType1          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_Utilities    0
BsmtFinType2          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_Utilities    0
Heating               
Floor              1.0
GasA               1.0
GasW               1.0
Grav               1.0
OthW               1.0
Wall               1.0
----------------------------------------
if_null_Utilities    0
HeatingQC             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_Utilities    0
CentralAir            
N                  1.0
Y                  1.0
----------------------------------------
if_null_Utilities    0
Electrical            
FuseA              1.0
FuseF              1.0
FuseP              1.0
Mix                1.0
SBrkr              1.0
----------------------------------------
if_null_Utilities    0
KitchenQual           
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_Utilities    0
Functional            
Maj1               1.0
Maj2               1.0
Min1               1.0
Min2               1.0
Mod                1.0
Sev                1.0
Typ                1.0
----------------------------------------
if_null_Utilities    0
FireplaceQu           
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_Utilities    0
GarageType            
2Types             1.0
Attchd             1.0
Basment            1.0
BuiltIn            1.0
CarPort            1.0
Detchd             1.0
----------------------------------------
if_null_Utilities    0
GarageFinish          
Fin                1.0
RFn                1.0
Unf                1.0
----------------------------------------
if_null_Utilities    0
GarageQual            
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_Utilities    0
GarageCond            
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_Utilities    0
PavedDrive            
N                  1.0
P                  1.0
Y                  1.0
----------------------------------------
if_null_Utilities    0
PoolQC                
Ex                 1.0
Fa                 1.0
Gd                 1.0
----------------------------------------
if_null_Utilities    0
Fence                 
GdPrv              1.0
GdWo               1.0
MnPrv              1.0
MnWw               1.0
----------------------------------------
if_null_Utilities    0
MiscFeature           
Gar2               1.0
Othr               1.0
Shed               1.0
TenC               1.0
----------------------------------------
if_null_Utilities    0
SaleType              
COD                1.0
CWD                1.0
Con                1.0
ConLD              1.0
ConLI              1.0
ConLw              1.0
New                1.0
Oth                1.0
WD                 1.0
----------------------------------------
if_null_Utilities    0
SaleCondition         
Abnorml            1.0
AdjLand            1.0
Alloca             1.0
Family             1.0
Normal             1.0
Partial            1.0
----------------------------------------
if_null_LotConfig    0
MSSubClass            
20                 1.0
30                 1.0
40                 1.0
45                 1.0
50                 1.0
60                 1.0
70                 1.0
75                 1.0
80                 1.0
85                 1.0
90                 1.0
120                1.0
160                1.0
180                1.0
190                1.0
----------------------------------------
if_null_LotConfig    0
MSZoning              
C (all)            1.0
FV                 1.0
RH                 1.0
RL                 1.0
RM                 1.0
----------------------------------------
if_null_LotConfig    0
Street                
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_LotConfig    0
Alley                 
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_LotConfig    0
LotShape              
IR1                1.0
IR2                1.0
IR3                1.0
Reg                1.0
----------------------------------------
if_null_LotConfig    0
LandContour           
Bnk                1.0
HLS                1.0
Low                1.0
Lvl                1.0
----------------------------------------
if_null_LotConfig    0
Utilities             
AllPub             1.0
NoSeWa             1.0
----------------------------------------
if_null_LotConfig    0
LotConfig             
Corner             1.0
CulDSac            1.0
FR2                1.0
FR3                1.0
Inside             1.0
----------------------------------------
if_null_LotConfig    0
LandSlope             
Gtl                1.0
Mod                1.0
Sev                1.0
----------------------------------------
if_null_LotConfig    0
Neighborhood          
Blmngtn            1.0
Blueste            1.0
BrDale             1.0
BrkSide            1.0
ClearCr            1.0
CollgCr            1.0
Crawfor            1.0
Edwards            1.0
Gilbert            1.0
IDOTRR             1.0
MeadowV            1.0
Mitchel            1.0
NAmes              1.0
NPkVill            1.0
NWAmes             1.0
NoRidge            1.0
NridgHt            1.0
OldTown            1.0
SWISU              1.0
Sawyer             1.0
SawyerW            1.0
Somerst            1.0
StoneBr            1.0
Timber             1.0
Veenker            1.0
----------------------------------------
if_null_LotConfig    0
Condition1            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
RRAe               1.0
RRAn               1.0
RRNe               1.0
RRNn               1.0
----------------------------------------
if_null_LotConfig    0
Condition2            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
RRAe               1.0
RRAn               1.0
RRNn               1.0
----------------------------------------
if_null_LotConfig    0
BldgType              
1Fam               1.0
2fmCon             1.0
Duplex             1.0
Twnhs              1.0
TwnhsE             1.0
----------------------------------------
if_null_LotConfig    0
HouseStyle            
1.5Fin             1.0
1.5Unf             1.0
1Story             1.0
2.5Fin             1.0
2.5Unf             1.0
2Story             1.0
SFoyer             1.0
SLvl               1.0
----------------------------------------
if_null_LotConfig    0
RoofStyle             
Flat               1.0
Gable              1.0
Gambrel            1.0
Hip                1.0
Mansard            1.0
Shed               1.0
----------------------------------------
if_null_LotConfig    0
RoofMatl              
ClyTile            1.0
CompShg            1.0
Membran            1.0
Metal              1.0
Roll               1.0
Tar&Grv            1.0
WdShake            1.0
WdShngl            1.0
----------------------------------------
if_null_LotConfig    0
Exterior1st           
AsbShng            1.0
AsphShn            1.0
BrkComm            1.0
BrkFace            1.0
CBlock             1.0
CemntBd            1.0
HdBoard            1.0
ImStucc            1.0
MetalSd            1.0
Plywood            1.0
Stone              1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
WdShing            1.0
----------------------------------------
if_null_LotConfig    0
Exterior2nd           
AsbShng            1.0
AsphShn            1.0
Brk Cmn            1.0
BrkFace            1.0
CBlock             1.0
CmentBd            1.0
HdBoard            1.0
ImStucc            1.0
MetalSd            1.0
Other              1.0
Plywood            1.0
Stone              1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
Wd Shng            1.0
----------------------------------------
if_null_LotConfig    0
MasVnrType            
BrkCmn             1.0
BrkFace            1.0
Stone              1.0
----------------------------------------
if_null_LotConfig    0
ExterQual             
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_LotConfig    0
ExterCond             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LotConfig    0
Foundation            
BrkTil             1.0
CBlock             1.0
PConc              1.0
Slab               1.0
Stone              1.0
Wood               1.0
----------------------------------------
if_null_LotConfig    0
BsmtQual              
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_LotConfig    0
BsmtCond              
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LotConfig    0
BsmtExposure          
Av                 1.0
Gd                 1.0
Mn                 1.0
No                 1.0
----------------------------------------
if_null_LotConfig    0
BsmtFinType1          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_LotConfig    0
BsmtFinType2          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_LotConfig    0
Heating               
Floor              1.0
GasA               1.0
GasW               1.0
Grav               1.0
OthW               1.0
Wall               1.0
----------------------------------------
if_null_LotConfig    0
HeatingQC             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LotConfig    0
CentralAir            
N                  1.0
Y                  1.0
----------------------------------------
if_null_LotConfig    0
Electrical            
FuseA              1.0
FuseF              1.0
FuseP              1.0
Mix                1.0
SBrkr              1.0
----------------------------------------
if_null_LotConfig    0
KitchenQual           
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_LotConfig    0
Functional            
Maj1               1.0
Maj2               1.0
Min1               1.0
Min2               1.0
Mod                1.0
Sev                1.0
Typ                1.0
----------------------------------------
if_null_LotConfig    0
FireplaceQu           
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LotConfig    0
GarageType            
2Types             1.0
Attchd             1.0
Basment            1.0
BuiltIn            1.0
CarPort            1.0
Detchd             1.0
----------------------------------------
if_null_LotConfig    0
GarageFinish          
Fin                1.0
RFn                1.0
Unf                1.0
----------------------------------------
if_null_LotConfig    0
GarageQual            
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LotConfig    0
GarageCond            
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LotConfig    0
PavedDrive            
N                  1.0
P                  1.0
Y                  1.0
----------------------------------------
if_null_LotConfig    0
PoolQC                
Ex                 1.0
Fa                 1.0
Gd                 1.0
----------------------------------------
if_null_LotConfig    0
Fence                 
GdPrv              1.0
GdWo               1.0
MnPrv              1.0
MnWw               1.0
----------------------------------------
if_null_LotConfig    0
MiscFeature           
Gar2               1.0
Othr               1.0
Shed               1.0
TenC               1.0
----------------------------------------
if_null_LotConfig    0
SaleType              
COD                1.0
CWD                1.0
Con                1.0
ConLD              1.0
ConLI              1.0
ConLw              1.0
New                1.0
Oth                1.0
WD                 1.0
----------------------------------------
if_null_LotConfig    0
SaleCondition         
Abnorml            1.0
AdjLand            1.0
Alloca             1.0
Family             1.0
Normal             1.0
Partial            1.0
----------------------------------------
if_null_LandSlope    0
MSSubClass            
20                 1.0
30                 1.0
40                 1.0
45                 1.0
50                 1.0
60                 1.0
70                 1.0
75                 1.0
80                 1.0
85                 1.0
90                 1.0
120                1.0
160                1.0
180                1.0
190                1.0
----------------------------------------
if_null_LandSlope    0
MSZoning              
C (all)            1.0
FV                 1.0
RH                 1.0
RL                 1.0
RM                 1.0
----------------------------------------
if_null_LandSlope    0
Street                
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_LandSlope    0
Alley                 
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_LandSlope    0
LotShape              
IR1                1.0
IR2                1.0
IR3                1.0
Reg                1.0
----------------------------------------
if_null_LandSlope    0
LandContour           
Bnk                1.0
HLS                1.0
Low                1.0
Lvl                1.0
----------------------------------------
if_null_LandSlope    0
Utilities             
AllPub             1.0
NoSeWa             1.0
----------------------------------------
if_null_LandSlope    0
LotConfig             
Corner             1.0
CulDSac            1.0
FR2                1.0
FR3                1.0
Inside             1.0
----------------------------------------
if_null_LandSlope    0
LandSlope             
Gtl                1.0
Mod                1.0
Sev                1.0
----------------------------------------
if_null_LandSlope    0
Neighborhood          
Blmngtn            1.0
Blueste            1.0
BrDale             1.0
BrkSide            1.0
ClearCr            1.0
CollgCr            1.0
Crawfor            1.0
Edwards            1.0
Gilbert            1.0
IDOTRR             1.0
MeadowV            1.0
Mitchel            1.0
NAmes              1.0
NPkVill            1.0
NWAmes             1.0
NoRidge            1.0
NridgHt            1.0
OldTown            1.0
SWISU              1.0
Sawyer             1.0
SawyerW            1.0
Somerst            1.0
StoneBr            1.0
Timber             1.0
Veenker            1.0
----------------------------------------
if_null_LandSlope    0
Condition1            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
RRAe               1.0
RRAn               1.0
RRNe               1.0
RRNn               1.0
----------------------------------------
if_null_LandSlope    0
Condition2            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
RRAe               1.0
RRAn               1.0
RRNn               1.0
----------------------------------------
if_null_LandSlope    0
BldgType              
1Fam               1.0
2fmCon             1.0
Duplex             1.0
Twnhs              1.0
TwnhsE             1.0
----------------------------------------
if_null_LandSlope    0
HouseStyle            
1.5Fin             1.0
1.5Unf             1.0
1Story             1.0
2.5Fin             1.0
2.5Unf             1.0
2Story             1.0
SFoyer             1.0
SLvl               1.0
----------------------------------------
if_null_LandSlope    0
RoofStyle             
Flat               1.0
Gable              1.0
Gambrel            1.0
Hip                1.0
Mansard            1.0
Shed               1.0
----------------------------------------
if_null_LandSlope    0
RoofMatl              
ClyTile            1.0
CompShg            1.0
Membran            1.0
Metal              1.0
Roll               1.0
Tar&Grv            1.0
WdShake            1.0
WdShngl            1.0
----------------------------------------
if_null_LandSlope    0
Exterior1st           
AsbShng            1.0
AsphShn            1.0
BrkComm            1.0
BrkFace            1.0
CBlock             1.0
CemntBd            1.0
HdBoard            1.0
ImStucc            1.0
MetalSd            1.0
Plywood            1.0
Stone              1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
WdShing            1.0
----------------------------------------
if_null_LandSlope    0
Exterior2nd           
AsbShng            1.0
AsphShn            1.0
Brk Cmn            1.0
BrkFace            1.0
CBlock             1.0
CmentBd            1.0
HdBoard            1.0
ImStucc            1.0
MetalSd            1.0
Other              1.0
Plywood            1.0
Stone              1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
Wd Shng            1.0
----------------------------------------
if_null_LandSlope    0
MasVnrType            
BrkCmn             1.0
BrkFace            1.0
Stone              1.0
----------------------------------------
if_null_LandSlope    0
ExterQual             
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_LandSlope    0
ExterCond             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LandSlope    0
Foundation            
BrkTil             1.0
CBlock             1.0
PConc              1.0
Slab               1.0
Stone              1.0
Wood               1.0
----------------------------------------
if_null_LandSlope    0
BsmtQual              
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_LandSlope    0
BsmtCond              
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LandSlope    0
BsmtExposure          
Av                 1.0
Gd                 1.0
Mn                 1.0
No                 1.0
----------------------------------------
if_null_LandSlope    0
BsmtFinType1          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_LandSlope    0
BsmtFinType2          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_LandSlope    0
Heating               
Floor              1.0
GasA               1.0
GasW               1.0
Grav               1.0
OthW               1.0
Wall               1.0
----------------------------------------
if_null_LandSlope    0
HeatingQC             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LandSlope    0
CentralAir            
N                  1.0
Y                  1.0
----------------------------------------
if_null_LandSlope    0
Electrical            
FuseA              1.0
FuseF              1.0
FuseP              1.0
Mix                1.0
SBrkr              1.0
----------------------------------------
if_null_LandSlope    0
KitchenQual           
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_LandSlope    0
Functional            
Maj1               1.0
Maj2               1.0
Min1               1.0
Min2               1.0
Mod                1.0
Sev                1.0
Typ                1.0
----------------------------------------
if_null_LandSlope    0
FireplaceQu           
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LandSlope    0
GarageType            
2Types             1.0
Attchd             1.0
Basment            1.0
BuiltIn            1.0
CarPort            1.0
Detchd             1.0
----------------------------------------
if_null_LandSlope    0
GarageFinish          
Fin                1.0
RFn                1.0
Unf                1.0
----------------------------------------
if_null_LandSlope    0
GarageQual            
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LandSlope    0
GarageCond            
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LandSlope    0
PavedDrive            
N                  1.0
P                  1.0
Y                  1.0
----------------------------------------
if_null_LandSlope    0
PoolQC                
Ex                 1.0
Fa                 1.0
Gd                 1.0
----------------------------------------
if_null_LandSlope    0
Fence                 
GdPrv              1.0
GdWo               1.0
MnPrv              1.0
MnWw               1.0
----------------------------------------
if_null_LandSlope    0
MiscFeature           
Gar2               1.0
Othr               1.0
Shed               1.0
TenC               1.0
----------------------------------------
if_null_LandSlope    0
SaleType              
COD                1.0
CWD                1.0
Con                1.0
ConLD              1.0
ConLI              1.0
ConLw              1.0
New                1.0
Oth                1.0
WD                 1.0
----------------------------------------
if_null_LandSlope    0
SaleCondition         
Abnorml            1.0
AdjLand            1.0
Alloca             1.0
Family             1.0
Normal             1.0
Partial            1.0
----------------------------------------
if_null_Neighborhood    0
MSSubClass               
20                    1.0
30                    1.0
40                    1.0
45                    1.0
50                    1.0
60                    1.0
70                    1.0
75                    1.0
80                    1.0
85                    1.0
90                    1.0
120                   1.0
160                   1.0
180                   1.0
190                   1.0
----------------------------------------
if_null_Neighborhood    0
MSZoning                 
C (all)               1.0
FV                    1.0
RH                    1.0
RL                    1.0
RM                    1.0
----------------------------------------
if_null_Neighborhood    0
Street                   
Grvl                  1.0
Pave                  1.0
----------------------------------------
if_null_Neighborhood    0
Alley                    
Grvl                  1.0
Pave                  1.0
----------------------------------------
if_null_Neighborhood    0
LotShape                 
IR1                   1.0
IR2                   1.0
IR3                   1.0
Reg                   1.0
----------------------------------------
if_null_Neighborhood    0
LandContour              
Bnk                   1.0
HLS                   1.0
Low                   1.0
Lvl                   1.0
----------------------------------------
if_null_Neighborhood    0
Utilities                
AllPub                1.0
NoSeWa                1.0
----------------------------------------
if_null_Neighborhood    0
LotConfig                
Corner                1.0
CulDSac               1.0
FR2                   1.0
FR3                   1.0
Inside                1.0
----------------------------------------
if_null_Neighborhood    0
LandSlope                
Gtl                   1.0
Mod                   1.0
Sev                   1.0
----------------------------------------
if_null_Neighborhood    0
Neighborhood             
Blmngtn               1.0
Blueste               1.0
BrDale                1.0
BrkSide               1.0
ClearCr               1.0
CollgCr               1.0
Crawfor               1.0
Edwards               1.0
Gilbert               1.0
IDOTRR                1.0
MeadowV               1.0
Mitchel               1.0
NAmes                 1.0
NPkVill               1.0
NWAmes                1.0
NoRidge               1.0
NridgHt               1.0
OldTown               1.0
SWISU                 1.0
Sawyer                1.0
SawyerW               1.0
Somerst               1.0
StoneBr               1.0
Timber                1.0
Veenker               1.0
----------------------------------------
if_null_Neighborhood    0
Condition1               
Artery                1.0
Feedr                 1.0
Norm                  1.0
PosA                  1.0
PosN                  1.0
RRAe                  1.0
RRAn                  1.0
RRNe                  1.0
RRNn                  1.0
----------------------------------------
if_null_Neighborhood    0
Condition2               
Artery                1.0
Feedr                 1.0
Norm                  1.0
PosA                  1.0
PosN                  1.0
RRAe                  1.0
RRAn                  1.0
RRNn                  1.0
----------------------------------------
if_null_Neighborhood    0
BldgType                 
1Fam                  1.0
2fmCon                1.0
Duplex                1.0
Twnhs                 1.0
TwnhsE                1.0
----------------------------------------
if_null_Neighborhood    0
HouseStyle               
1.5Fin                1.0
1.5Unf                1.0
1Story                1.0
2.5Fin                1.0
2.5Unf                1.0
2Story                1.0
SFoyer                1.0
SLvl                  1.0
----------------------------------------
if_null_Neighborhood    0
RoofStyle                
Flat                  1.0
Gable                 1.0
Gambrel               1.0
Hip                   1.0
Mansard               1.0
Shed                  1.0
----------------------------------------
if_null_Neighborhood    0
RoofMatl                 
ClyTile               1.0
CompShg               1.0
Membran               1.0
Metal                 1.0
Roll                  1.0
Tar&Grv               1.0
WdShake               1.0
WdShngl               1.0
----------------------------------------
if_null_Neighborhood    0
Exterior1st              
AsbShng               1.0
AsphShn               1.0
BrkComm               1.0
BrkFace               1.0
CBlock                1.0
CemntBd               1.0
HdBoard               1.0
ImStucc               1.0
MetalSd               1.0
Plywood               1.0
Stone                 1.0
Stucco                1.0
VinylSd               1.0
Wd Sdng               1.0
WdShing               1.0
----------------------------------------
if_null_Neighborhood    0
Exterior2nd              
AsbShng               1.0
AsphShn               1.0
Brk Cmn               1.0
BrkFace               1.0
CBlock                1.0
CmentBd               1.0
HdBoard               1.0
ImStucc               1.0
MetalSd               1.0
Other                 1.0
Plywood               1.0
Stone                 1.0
Stucco                1.0
VinylSd               1.0
Wd Sdng               1.0
Wd Shng               1.0
----------------------------------------
if_null_Neighborhood    0
MasVnrType               
BrkCmn                1.0
BrkFace               1.0
Stone                 1.0
----------------------------------------
if_null_Neighborhood    0
ExterQual                
Ex                    1.0
Fa                    1.0
Gd                    1.0
TA                    1.0
----------------------------------------
if_null_Neighborhood    0
ExterCond                
Ex                    1.0
Fa                    1.0
Gd                    1.0
Po                    1.0
TA                    1.0
----------------------------------------
if_null_Neighborhood    0
Foundation               
BrkTil                1.0
CBlock                1.0
PConc                 1.0
Slab                  1.0
Stone                 1.0
Wood                  1.0
----------------------------------------
if_null_Neighborhood    0
BsmtQual                 
Ex                    1.0
Fa                    1.0
Gd                    1.0
TA                    1.0
----------------------------------------
if_null_Neighborhood    0
BsmtCond                 
Fa                    1.0
Gd                    1.0
Po                    1.0
TA                    1.0
----------------------------------------
if_null_Neighborhood    0
BsmtExposure             
Av                    1.0
Gd                    1.0
Mn                    1.0
No                    1.0
----------------------------------------
if_null_Neighborhood    0
BsmtFinType1             
ALQ                   1.0
BLQ                   1.0
GLQ                   1.0
LwQ                   1.0
Rec                   1.0
Unf                   1.0
----------------------------------------
if_null_Neighborhood    0
BsmtFinType2             
ALQ                   1.0
BLQ                   1.0
GLQ                   1.0
LwQ                   1.0
Rec                   1.0
Unf                   1.0
----------------------------------------
if_null_Neighborhood    0
Heating                  
Floor                 1.0
GasA                  1.0
GasW                  1.0
Grav                  1.0
OthW                  1.0
Wall                  1.0
----------------------------------------
if_null_Neighborhood    0
HeatingQC                
Ex                    1.0
Fa                    1.0
Gd                    1.0
Po                    1.0
TA                    1.0
----------------------------------------
if_null_Neighborhood    0
CentralAir               
N                     1.0
Y                     1.0
----------------------------------------
if_null_Neighborhood    0
Electrical               
FuseA                 1.0
FuseF                 1.0
FuseP                 1.0
Mix                   1.0
SBrkr                 1.0
----------------------------------------
if_null_Neighborhood    0
KitchenQual              
Ex                    1.0
Fa                    1.0
Gd                    1.0
TA                    1.0
----------------------------------------
if_null_Neighborhood    0
Functional               
Maj1                  1.0
Maj2                  1.0
Min1                  1.0
Min2                  1.0
Mod                   1.0
Sev                   1.0
Typ                   1.0
----------------------------------------
if_null_Neighborhood    0
FireplaceQu              
Ex                    1.0
Fa                    1.0
Gd                    1.0
Po                    1.0
TA                    1.0
----------------------------------------
if_null_Neighborhood    0
GarageType               
2Types                1.0
Attchd                1.0
Basment               1.0
BuiltIn               1.0
CarPort               1.0
Detchd                1.0
----------------------------------------
if_null_Neighborhood    0
GarageFinish             
Fin                   1.0
RFn                   1.0
Unf                   1.0
----------------------------------------
if_null_Neighborhood    0
GarageQual               
Ex                    1.0
Fa                    1.0
Gd                    1.0
Po                    1.0
TA                    1.0
----------------------------------------
if_null_Neighborhood    0
GarageCond               
Ex                    1.0
Fa                    1.0
Gd                    1.0
Po                    1.0
TA                    1.0
----------------------------------------
if_null_Neighborhood    0
PavedDrive               
N                     1.0
P                     1.0
Y                     1.0
----------------------------------------
if_null_Neighborhood    0
PoolQC                   
Ex                    1.0
Fa                    1.0
Gd                    1.0
----------------------------------------
if_null_Neighborhood    0
Fence                    
GdPrv                 1.0
GdWo                  1.0
MnPrv                 1.0
MnWw                  1.0
----------------------------------------
if_null_Neighborhood    0
MiscFeature              
Gar2                  1.0
Othr                  1.0
Shed                  1.0
TenC                  1.0
----------------------------------------
if_null_Neighborhood    0
SaleType                 
COD                   1.0
CWD                   1.0
Con                   1.0
ConLD                 1.0
ConLI                 1.0
ConLw                 1.0
New                   1.0
Oth                   1.0
WD                    1.0
----------------------------------------
if_null_Neighborhood    0
SaleCondition            
Abnorml               1.0
AdjLand               1.0
Alloca                1.0
Family                1.0
Normal                1.0
Partial               1.0
----------------------------------------
if_null_Condition1    0
MSSubClass             
20                  1.0
30                  1.0
40                  1.0
45                  1.0
50                  1.0
60                  1.0
70                  1.0
75                  1.0
80                  1.0
85                  1.0
90                  1.0
120                 1.0
160                 1.0
180                 1.0
190                 1.0
----------------------------------------
if_null_Condition1    0
MSZoning               
C (all)             1.0
FV                  1.0
RH                  1.0
RL                  1.0
RM                  1.0
----------------------------------------
if_null_Condition1    0
Street                 
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_Condition1    0
Alley                  
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_Condition1    0
LotShape               
IR1                 1.0
IR2                 1.0
IR3                 1.0
Reg                 1.0
----------------------------------------
if_null_Condition1    0
LandContour            
Bnk                 1.0
HLS                 1.0
Low                 1.0
Lvl                 1.0
----------------------------------------
if_null_Condition1    0
Utilities              
AllPub              1.0
NoSeWa              1.0
----------------------------------------
if_null_Condition1    0
LotConfig              
Corner              1.0
CulDSac             1.0
FR2                 1.0
FR3                 1.0
Inside              1.0
----------------------------------------
if_null_Condition1    0
LandSlope              
Gtl                 1.0
Mod                 1.0
Sev                 1.0
----------------------------------------
if_null_Condition1    0
Neighborhood           
Blmngtn             1.0
Blueste             1.0
BrDale              1.0
BrkSide             1.0
ClearCr             1.0
CollgCr             1.0
Crawfor             1.0
Edwards             1.0
Gilbert             1.0
IDOTRR              1.0
MeadowV             1.0
Mitchel             1.0
NAmes               1.0
NPkVill             1.0
NWAmes              1.0
NoRidge             1.0
NridgHt             1.0
OldTown             1.0
SWISU               1.0
Sawyer              1.0
SawyerW             1.0
Somerst             1.0
StoneBr             1.0
Timber              1.0
Veenker             1.0
----------------------------------------
if_null_Condition1    0
Condition1             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNe                1.0
RRNn                1.0
----------------------------------------
if_null_Condition1    0
Condition2             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNn                1.0
----------------------------------------
if_null_Condition1    0
BldgType               
1Fam                1.0
2fmCon              1.0
Duplex              1.0
Twnhs               1.0
TwnhsE              1.0
----------------------------------------
if_null_Condition1    0
HouseStyle             
1.5Fin              1.0
1.5Unf              1.0
1Story              1.0
2.5Fin              1.0
2.5Unf              1.0
2Story              1.0
SFoyer              1.0
SLvl                1.0
----------------------------------------
if_null_Condition1    0
RoofStyle              
Flat                1.0
Gable               1.0
Gambrel             1.0
Hip                 1.0
Mansard             1.0
Shed                1.0
----------------------------------------
if_null_Condition1    0
RoofMatl               
ClyTile             1.0
CompShg             1.0
Membran             1.0
Metal               1.0
Roll                1.0
Tar&Grv             1.0
WdShake             1.0
WdShngl             1.0
----------------------------------------
if_null_Condition1    0
Exterior1st            
AsbShng             1.0
AsphShn             1.0
BrkComm             1.0
BrkFace             1.0
CBlock              1.0
CemntBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
WdShing             1.0
----------------------------------------
if_null_Condition1    0
Exterior2nd            
AsbShng             1.0
AsphShn             1.0
Brk Cmn             1.0
BrkFace             1.0
CBlock              1.0
CmentBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Other               1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
Wd Shng             1.0
----------------------------------------
if_null_Condition1    0
MasVnrType             
BrkCmn              1.0
BrkFace             1.0
Stone               1.0
----------------------------------------
if_null_Condition1    0
ExterQual              
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Condition1    0
ExterCond              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition1    0
Foundation             
BrkTil              1.0
CBlock              1.0
PConc               1.0
Slab                1.0
Stone               1.0
Wood                1.0
----------------------------------------
if_null_Condition1    0
BsmtQual               
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Condition1    0
BsmtCond               
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition1    0
BsmtExposure           
Av                  1.0
Gd                  1.0
Mn                  1.0
No                  1.0
----------------------------------------
if_null_Condition1    0
BsmtFinType1           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_Condition1    0
BsmtFinType2           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_Condition1    0
Heating                
Floor               1.0
GasA                1.0
GasW                1.0
Grav                1.0
OthW                1.0
Wall                1.0
----------------------------------------
if_null_Condition1    0
HeatingQC              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition1    0
CentralAir             
N                   1.0
Y                   1.0
----------------------------------------
if_null_Condition1    0
Electrical             
FuseA               1.0
FuseF               1.0
FuseP               1.0
Mix                 1.0
SBrkr               1.0
----------------------------------------
if_null_Condition1    0
KitchenQual            
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Condition1    0
Functional             
Maj1                1.0
Maj2                1.0
Min1                1.0
Min2                1.0
Mod                 1.0
Sev                 1.0
Typ                 1.0
----------------------------------------
if_null_Condition1    0
FireplaceQu            
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition1    0
GarageType             
2Types              1.0
Attchd              1.0
Basment             1.0
BuiltIn             1.0
CarPort             1.0
Detchd              1.0
----------------------------------------
if_null_Condition1    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_Condition1    0
GarageQual             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition1    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition1    0
PavedDrive             
N                   1.0
P                   1.0
Y                   1.0
----------------------------------------
if_null_Condition1    0
PoolQC                 
Ex                  1.0
Fa                  1.0
Gd                  1.0
----------------------------------------
if_null_Condition1    0
Fence                  
GdPrv               1.0
GdWo                1.0
MnPrv               1.0
MnWw                1.0
----------------------------------------
if_null_Condition1    0
MiscFeature            
Gar2                1.0
Othr                1.0
Shed                1.0
TenC                1.0
----------------------------------------
if_null_Condition1    0
SaleType               
COD                 1.0
CWD                 1.0
Con                 1.0
ConLD               1.0
ConLI               1.0
ConLw               1.0
New                 1.0
Oth                 1.0
WD                  1.0
----------------------------------------
if_null_Condition1    0
SaleCondition          
Abnorml             1.0
AdjLand             1.0
Alloca              1.0
Family              1.0
Normal              1.0
Partial             1.0
----------------------------------------
if_null_Condition2    0
MSSubClass             
20                  1.0
30                  1.0
40                  1.0
45                  1.0
50                  1.0
60                  1.0
70                  1.0
75                  1.0
80                  1.0
85                  1.0
90                  1.0
120                 1.0
160                 1.0
180                 1.0
190                 1.0
----------------------------------------
if_null_Condition2    0
MSZoning               
C (all)             1.0
FV                  1.0
RH                  1.0
RL                  1.0
RM                  1.0
----------------------------------------
if_null_Condition2    0
Street                 
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_Condition2    0
Alley                  
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_Condition2    0
LotShape               
IR1                 1.0
IR2                 1.0
IR3                 1.0
Reg                 1.0
----------------------------------------
if_null_Condition2    0
LandContour            
Bnk                 1.0
HLS                 1.0
Low                 1.0
Lvl                 1.0
----------------------------------------
if_null_Condition2    0
Utilities              
AllPub              1.0
NoSeWa              1.0
----------------------------------------
if_null_Condition2    0
LotConfig              
Corner              1.0
CulDSac             1.0
FR2                 1.0
FR3                 1.0
Inside              1.0
----------------------------------------
if_null_Condition2    0
LandSlope              
Gtl                 1.0
Mod                 1.0
Sev                 1.0
----------------------------------------
if_null_Condition2    0
Neighborhood           
Blmngtn             1.0
Blueste             1.0
BrDale              1.0
BrkSide             1.0
ClearCr             1.0
CollgCr             1.0
Crawfor             1.0
Edwards             1.0
Gilbert             1.0
IDOTRR              1.0
MeadowV             1.0
Mitchel             1.0
NAmes               1.0
NPkVill             1.0
NWAmes              1.0
NoRidge             1.0
NridgHt             1.0
OldTown             1.0
SWISU               1.0
Sawyer              1.0
SawyerW             1.0
Somerst             1.0
StoneBr             1.0
Timber              1.0
Veenker             1.0
----------------------------------------
if_null_Condition2    0
Condition1             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNe                1.0
RRNn                1.0
----------------------------------------
if_null_Condition2    0
Condition2             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNn                1.0
----------------------------------------
if_null_Condition2    0
BldgType               
1Fam                1.0
2fmCon              1.0
Duplex              1.0
Twnhs               1.0
TwnhsE              1.0
----------------------------------------
if_null_Condition2    0
HouseStyle             
1.5Fin              1.0
1.5Unf              1.0
1Story              1.0
2.5Fin              1.0
2.5Unf              1.0
2Story              1.0
SFoyer              1.0
SLvl                1.0
----------------------------------------
if_null_Condition2    0
RoofStyle              
Flat                1.0
Gable               1.0
Gambrel             1.0
Hip                 1.0
Mansard             1.0
Shed                1.0
----------------------------------------
if_null_Condition2    0
RoofMatl               
ClyTile             1.0
CompShg             1.0
Membran             1.0
Metal               1.0
Roll                1.0
Tar&Grv             1.0
WdShake             1.0
WdShngl             1.0
----------------------------------------
if_null_Condition2    0
Exterior1st            
AsbShng             1.0
AsphShn             1.0
BrkComm             1.0
BrkFace             1.0
CBlock              1.0
CemntBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
WdShing             1.0
----------------------------------------
if_null_Condition2    0
Exterior2nd            
AsbShng             1.0
AsphShn             1.0
Brk Cmn             1.0
BrkFace             1.0
CBlock              1.0
CmentBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Other               1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
Wd Shng             1.0
----------------------------------------
if_null_Condition2    0
MasVnrType             
BrkCmn              1.0
BrkFace             1.0
Stone               1.0
----------------------------------------
if_null_Condition2    0
ExterQual              
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Condition2    0
ExterCond              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition2    0
Foundation             
BrkTil              1.0
CBlock              1.0
PConc               1.0
Slab                1.0
Stone               1.0
Wood                1.0
----------------------------------------
if_null_Condition2    0
BsmtQual               
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Condition2    0
BsmtCond               
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition2    0
BsmtExposure           
Av                  1.0
Gd                  1.0
Mn                  1.0
No                  1.0
----------------------------------------
if_null_Condition2    0
BsmtFinType1           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_Condition2    0
BsmtFinType2           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_Condition2    0
Heating                
Floor               1.0
GasA                1.0
GasW                1.0
Grav                1.0
OthW                1.0
Wall                1.0
----------------------------------------
if_null_Condition2    0
HeatingQC              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition2    0
CentralAir             
N                   1.0
Y                   1.0
----------------------------------------
if_null_Condition2    0
Electrical             
FuseA               1.0
FuseF               1.0
FuseP               1.0
Mix                 1.0
SBrkr               1.0
----------------------------------------
if_null_Condition2    0
KitchenQual            
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Condition2    0
Functional             
Maj1                1.0
Maj2                1.0
Min1                1.0
Min2                1.0
Mod                 1.0
Sev                 1.0
Typ                 1.0
----------------------------------------
if_null_Condition2    0
FireplaceQu            
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition2    0
GarageType             
2Types              1.0
Attchd              1.0
Basment             1.0
BuiltIn             1.0
CarPort             1.0
Detchd              1.0
----------------------------------------
if_null_Condition2    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_Condition2    0
GarageQual             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition2    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition2    0
PavedDrive             
N                   1.0
P                   1.0
Y                   1.0
----------------------------------------
if_null_Condition2    0
PoolQC                 
Ex                  1.0
Fa                  1.0
Gd                  1.0
----------------------------------------
if_null_Condition2    0
Fence                  
GdPrv               1.0
GdWo                1.0
MnPrv               1.0
MnWw                1.0
----------------------------------------
if_null_Condition2    0
MiscFeature            
Gar2                1.0
Othr                1.0
Shed                1.0
TenC                1.0
----------------------------------------
if_null_Condition2    0
SaleType               
COD                 1.0
CWD                 1.0
Con                 1.0
ConLD               1.0
ConLI               1.0
ConLw               1.0
New                 1.0
Oth                 1.0
WD                  1.0
----------------------------------------
if_null_Condition2    0
SaleCondition          
Abnorml             1.0
AdjLand             1.0
Alloca              1.0
Family              1.0
Normal              1.0
Partial             1.0
----------------------------------------
if_null_BldgType    0
MSSubClass           
20                1.0
30                1.0
40                1.0
45                1.0
50                1.0
60                1.0
70                1.0
75                1.0
80                1.0
85                1.0
90                1.0
120               1.0
160               1.0
180               1.0
190               1.0
----------------------------------------
if_null_BldgType    0
MSZoning             
C (all)           1.0
FV                1.0
RH                1.0
RL                1.0
RM                1.0
----------------------------------------
if_null_BldgType    0
Street               
Grvl              1.0
Pave              1.0
----------------------------------------
if_null_BldgType    0
Alley                
Grvl              1.0
Pave              1.0
----------------------------------------
if_null_BldgType    0
LotShape             
IR1               1.0
IR2               1.0
IR3               1.0
Reg               1.0
----------------------------------------
if_null_BldgType    0
LandContour          
Bnk               1.0
HLS               1.0
Low               1.0
Lvl               1.0
----------------------------------------
if_null_BldgType    0
Utilities            
AllPub            1.0
NoSeWa            1.0
----------------------------------------
if_null_BldgType    0
LotConfig            
Corner            1.0
CulDSac           1.0
FR2               1.0
FR3               1.0
Inside            1.0
----------------------------------------
if_null_BldgType    0
LandSlope            
Gtl               1.0
Mod               1.0
Sev               1.0
----------------------------------------
if_null_BldgType    0
Neighborhood         
Blmngtn           1.0
Blueste           1.0
BrDale            1.0
BrkSide           1.0
ClearCr           1.0
CollgCr           1.0
Crawfor           1.0
Edwards           1.0
Gilbert           1.0
IDOTRR            1.0
MeadowV           1.0
Mitchel           1.0
NAmes             1.0
NPkVill           1.0
NWAmes            1.0
NoRidge           1.0
NridgHt           1.0
OldTown           1.0
SWISU             1.0
Sawyer            1.0
SawyerW           1.0
Somerst           1.0
StoneBr           1.0
Timber            1.0
Veenker           1.0
----------------------------------------
if_null_BldgType    0
Condition1           
Artery            1.0
Feedr             1.0
Norm              1.0
PosA              1.0
PosN              1.0
RRAe              1.0
RRAn              1.0
RRNe              1.0
RRNn              1.0
----------------------------------------
if_null_BldgType    0
Condition2           
Artery            1.0
Feedr             1.0
Norm              1.0
PosA              1.0
PosN              1.0
RRAe              1.0
RRAn              1.0
RRNn              1.0
----------------------------------------
if_null_BldgType    0
BldgType             
1Fam              1.0
2fmCon            1.0
Duplex            1.0
Twnhs             1.0
TwnhsE            1.0
----------------------------------------
if_null_BldgType    0
HouseStyle           
1.5Fin            1.0
1.5Unf            1.0
1Story            1.0
2.5Fin            1.0
2.5Unf            1.0
2Story            1.0
SFoyer            1.0
SLvl              1.0
----------------------------------------
if_null_BldgType    0
RoofStyle            
Flat              1.0
Gable             1.0
Gambrel           1.0
Hip               1.0
Mansard           1.0
Shed              1.0
----------------------------------------
if_null_BldgType    0
RoofMatl             
ClyTile           1.0
CompShg           1.0
Membran           1.0
Metal             1.0
Roll              1.0
Tar&Grv           1.0
WdShake           1.0
WdShngl           1.0
----------------------------------------
if_null_BldgType    0
Exterior1st          
AsbShng           1.0
AsphShn           1.0
BrkComm           1.0
BrkFace           1.0
CBlock            1.0
CemntBd           1.0
HdBoard           1.0
ImStucc           1.0
MetalSd           1.0
Plywood           1.0
Stone             1.0
Stucco            1.0
VinylSd           1.0
Wd Sdng           1.0
WdShing           1.0
----------------------------------------
if_null_BldgType    0
Exterior2nd          
AsbShng           1.0
AsphShn           1.0
Brk Cmn           1.0
BrkFace           1.0
CBlock            1.0
CmentBd           1.0
HdBoard           1.0
ImStucc           1.0
MetalSd           1.0
Other             1.0
Plywood           1.0
Stone             1.0
Stucco            1.0
VinylSd           1.0
Wd Sdng           1.0
Wd Shng           1.0
----------------------------------------
if_null_BldgType    0
MasVnrType           
BrkCmn            1.0
BrkFace           1.0
Stone             1.0
----------------------------------------
if_null_BldgType    0
ExterQual            
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_BldgType    0
ExterCond            
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_BldgType    0
Foundation           
BrkTil            1.0
CBlock            1.0
PConc             1.0
Slab              1.0
Stone             1.0
Wood              1.0
----------------------------------------
if_null_BldgType    0
BsmtQual             
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_BldgType    0
BsmtCond             
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_BldgType    0
BsmtExposure         
Av                1.0
Gd                1.0
Mn                1.0
No                1.0
----------------------------------------
if_null_BldgType    0
BsmtFinType1         
ALQ               1.0
BLQ               1.0
GLQ               1.0
LwQ               1.0
Rec               1.0
Unf               1.0
----------------------------------------
if_null_BldgType    0
BsmtFinType2         
ALQ               1.0
BLQ               1.0
GLQ               1.0
LwQ               1.0
Rec               1.0
Unf               1.0
----------------------------------------
if_null_BldgType    0
Heating              
Floor             1.0
GasA              1.0
GasW              1.0
Grav              1.0
OthW              1.0
Wall              1.0
----------------------------------------
if_null_BldgType    0
HeatingQC            
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_BldgType    0
CentralAir           
N                 1.0
Y                 1.0
----------------------------------------
if_null_BldgType    0
Electrical           
FuseA             1.0
FuseF             1.0
FuseP             1.0
Mix               1.0
SBrkr             1.0
----------------------------------------
if_null_BldgType    0
KitchenQual          
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_BldgType    0
Functional           
Maj1              1.0
Maj2              1.0
Min1              1.0
Min2              1.0
Mod               1.0
Sev               1.0
Typ               1.0
----------------------------------------
if_null_BldgType    0
FireplaceQu          
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_BldgType    0
GarageType           
2Types            1.0
Attchd            1.0
Basment           1.0
BuiltIn           1.0
CarPort           1.0
Detchd            1.0
----------------------------------------
if_null_BldgType    0
GarageFinish         
Fin               1.0
RFn               1.0
Unf               1.0
----------------------------------------
if_null_BldgType    0
GarageQual           
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_BldgType    0
GarageCond           
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_BldgType    0
PavedDrive           
N                 1.0
P                 1.0
Y                 1.0
----------------------------------------
if_null_BldgType    0
PoolQC               
Ex                1.0
Fa                1.0
Gd                1.0
----------------------------------------
if_null_BldgType    0
Fence                
GdPrv             1.0
GdWo              1.0
MnPrv             1.0
MnWw              1.0
----------------------------------------
if_null_BldgType    0
MiscFeature          
Gar2              1.0
Othr              1.0
Shed              1.0
TenC              1.0
----------------------------------------
if_null_BldgType    0
SaleType             
COD               1.0
CWD               1.0
Con               1.0
ConLD             1.0
ConLI             1.0
ConLw             1.0
New               1.0
Oth               1.0
WD                1.0
----------------------------------------
if_null_BldgType    0
SaleCondition        
Abnorml           1.0
AdjLand           1.0
Alloca            1.0
Family            1.0
Normal            1.0
Partial           1.0
----------------------------------------
if_null_HouseStyle    0
MSSubClass             
20                  1.0
30                  1.0
40                  1.0
45                  1.0
50                  1.0
60                  1.0
70                  1.0
75                  1.0
80                  1.0
85                  1.0
90                  1.0
120                 1.0
160                 1.0
180                 1.0
190                 1.0
----------------------------------------
if_null_HouseStyle    0
MSZoning               
C (all)             1.0
FV                  1.0
RH                  1.0
RL                  1.0
RM                  1.0
----------------------------------------
if_null_HouseStyle    0
Street                 
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_HouseStyle    0
Alley                  
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_HouseStyle    0
LotShape               
IR1                 1.0
IR2                 1.0
IR3                 1.0
Reg                 1.0
----------------------------------------
if_null_HouseStyle    0
LandContour            
Bnk                 1.0
HLS                 1.0
Low                 1.0
Lvl                 1.0
----------------------------------------
if_null_HouseStyle    0
Utilities              
AllPub              1.0
NoSeWa              1.0
----------------------------------------
if_null_HouseStyle    0
LotConfig              
Corner              1.0
CulDSac             1.0
FR2                 1.0
FR3                 1.0
Inside              1.0
----------------------------------------
if_null_HouseStyle    0
LandSlope              
Gtl                 1.0
Mod                 1.0
Sev                 1.0
----------------------------------------
if_null_HouseStyle    0
Neighborhood           
Blmngtn             1.0
Blueste             1.0
BrDale              1.0
BrkSide             1.0
ClearCr             1.0
CollgCr             1.0
Crawfor             1.0
Edwards             1.0
Gilbert             1.0
IDOTRR              1.0
MeadowV             1.0
Mitchel             1.0
NAmes               1.0
NPkVill             1.0
NWAmes              1.0
NoRidge             1.0
NridgHt             1.0
OldTown             1.0
SWISU               1.0
Sawyer              1.0
SawyerW             1.0
Somerst             1.0
StoneBr             1.0
Timber              1.0
Veenker             1.0
----------------------------------------
if_null_HouseStyle    0
Condition1             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNe                1.0
RRNn                1.0
----------------------------------------
if_null_HouseStyle    0
Condition2             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNn                1.0
----------------------------------------
if_null_HouseStyle    0
BldgType               
1Fam                1.0
2fmCon              1.0
Duplex              1.0
Twnhs               1.0
TwnhsE              1.0
----------------------------------------
if_null_HouseStyle    0
HouseStyle             
1.5Fin              1.0
1.5Unf              1.0
1Story              1.0
2.5Fin              1.0
2.5Unf              1.0
2Story              1.0
SFoyer              1.0
SLvl                1.0
----------------------------------------
if_null_HouseStyle    0
RoofStyle              
Flat                1.0
Gable               1.0
Gambrel             1.0
Hip                 1.0
Mansard             1.0
Shed                1.0
----------------------------------------
if_null_HouseStyle    0
RoofMatl               
ClyTile             1.0
CompShg             1.0
Membran             1.0
Metal               1.0
Roll                1.0
Tar&Grv             1.0
WdShake             1.0
WdShngl             1.0
----------------------------------------
if_null_HouseStyle    0
Exterior1st            
AsbShng             1.0
AsphShn             1.0
BrkComm             1.0
BrkFace             1.0
CBlock              1.0
CemntBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
WdShing             1.0
----------------------------------------
if_null_HouseStyle    0
Exterior2nd            
AsbShng             1.0
AsphShn             1.0
Brk Cmn             1.0
BrkFace             1.0
CBlock              1.0
CmentBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Other               1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
Wd Shng             1.0
----------------------------------------
if_null_HouseStyle    0
MasVnrType             
BrkCmn              1.0
BrkFace             1.0
Stone               1.0
----------------------------------------
if_null_HouseStyle    0
ExterQual              
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_HouseStyle    0
ExterCond              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_HouseStyle    0
Foundation             
BrkTil              1.0
CBlock              1.0
PConc               1.0
Slab                1.0
Stone               1.0
Wood                1.0
----------------------------------------
if_null_HouseStyle    0
BsmtQual               
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_HouseStyle    0
BsmtCond               
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_HouseStyle    0
BsmtExposure           
Av                  1.0
Gd                  1.0
Mn                  1.0
No                  1.0
----------------------------------------
if_null_HouseStyle    0
BsmtFinType1           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_HouseStyle    0
BsmtFinType2           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_HouseStyle    0
Heating                
Floor               1.0
GasA                1.0
GasW                1.0
Grav                1.0
OthW                1.0
Wall                1.0
----------------------------------------
if_null_HouseStyle    0
HeatingQC              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_HouseStyle    0
CentralAir             
N                   1.0
Y                   1.0
----------------------------------------
if_null_HouseStyle    0
Electrical             
FuseA               1.0
FuseF               1.0
FuseP               1.0
Mix                 1.0
SBrkr               1.0
----------------------------------------
if_null_HouseStyle    0
KitchenQual            
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_HouseStyle    0
Functional             
Maj1                1.0
Maj2                1.0
Min1                1.0
Min2                1.0
Mod                 1.0
Sev                 1.0
Typ                 1.0
----------------------------------------
if_null_HouseStyle    0
FireplaceQu            
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_HouseStyle    0
GarageType             
2Types              1.0
Attchd              1.0
Basment             1.0
BuiltIn             1.0
CarPort             1.0
Detchd              1.0
----------------------------------------
if_null_HouseStyle    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_HouseStyle    0
GarageQual             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_HouseStyle    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_HouseStyle    0
PavedDrive             
N                   1.0
P                   1.0
Y                   1.0
----------------------------------------
if_null_HouseStyle    0
PoolQC                 
Ex                  1.0
Fa                  1.0
Gd                  1.0
----------------------------------------
if_null_HouseStyle    0
Fence                  
GdPrv               1.0
GdWo                1.0
MnPrv               1.0
MnWw                1.0
----------------------------------------
if_null_HouseStyle    0
MiscFeature            
Gar2                1.0
Othr                1.0
Shed                1.0
TenC                1.0
----------------------------------------
if_null_HouseStyle    0
SaleType               
COD                 1.0
CWD                 1.0
Con                 1.0
ConLD               1.0
ConLI               1.0
ConLw               1.0
New                 1.0
Oth                 1.0
WD                  1.0
----------------------------------------
if_null_HouseStyle    0
SaleCondition          
Abnorml             1.0
AdjLand             1.0
Alloca              1.0
Family              1.0
Normal              1.0
Partial             1.0
----------------------------------------
if_null_RoofStyle    0
MSSubClass            
20                 1.0
30                 1.0
40                 1.0
45                 1.0
50                 1.0
60                 1.0
70                 1.0
75                 1.0
80                 1.0
85                 1.0
90                 1.0
120                1.0
160                1.0
180                1.0
190                1.0
----------------------------------------
if_null_RoofStyle    0
MSZoning              
C (all)            1.0
FV                 1.0
RH                 1.0
RL                 1.0
RM                 1.0
----------------------------------------
if_null_RoofStyle    0
Street                
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_RoofStyle    0
Alley                 
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_RoofStyle    0
LotShape              
IR1                1.0
IR2                1.0
IR3                1.0
Reg                1.0
----------------------------------------
if_null_RoofStyle    0
LandContour           
Bnk                1.0
HLS                1.0
Low                1.0
Lvl                1.0
----------------------------------------
if_null_RoofStyle    0
Utilities             
AllPub             1.0
NoSeWa             1.0
----------------------------------------
if_null_RoofStyle    0
LotConfig             
Corner             1.0
CulDSac            1.0
FR2                1.0
FR3                1.0
Inside             1.0
----------------------------------------
if_null_RoofStyle    0
LandSlope             
Gtl                1.0
Mod                1.0
Sev                1.0
----------------------------------------
if_null_RoofStyle    0
Neighborhood          
Blmngtn            1.0
Blueste            1.0
BrDale             1.0
BrkSide            1.0
ClearCr            1.0
CollgCr            1.0
Crawfor            1.0
Edwards            1.0
Gilbert            1.0
IDOTRR             1.0
MeadowV            1.0
Mitchel            1.0
NAmes              1.0
NPkVill            1.0
NWAmes             1.0
NoRidge            1.0
NridgHt            1.0
OldTown            1.0
SWISU              1.0
Sawyer             1.0
SawyerW            1.0
Somerst            1.0
StoneBr            1.0
Timber             1.0
Veenker            1.0
----------------------------------------
if_null_RoofStyle    0
Condition1            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
RRAe               1.0
RRAn               1.0
RRNe               1.0
RRNn               1.0
----------------------------------------
if_null_RoofStyle    0
Condition2            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
RRAe               1.0
RRAn               1.0
RRNn               1.0
----------------------------------------
if_null_RoofStyle    0
BldgType              
1Fam               1.0
2fmCon             1.0
Duplex             1.0
Twnhs              1.0
TwnhsE             1.0
----------------------------------------
if_null_RoofStyle    0
HouseStyle            
1.5Fin             1.0
1.5Unf             1.0
1Story             1.0
2.5Fin             1.0
2.5Unf             1.0
2Story             1.0
SFoyer             1.0
SLvl               1.0
----------------------------------------
if_null_RoofStyle    0
RoofStyle             
Flat               1.0
Gable              1.0
Gambrel            1.0
Hip                1.0
Mansard            1.0
Shed               1.0
----------------------------------------
if_null_RoofStyle    0
RoofMatl              
ClyTile            1.0
CompShg            1.0
Membran            1.0
Metal              1.0
Roll               1.0
Tar&Grv            1.0
WdShake            1.0
WdShngl            1.0
----------------------------------------
if_null_RoofStyle    0
Exterior1st           
AsbShng            1.0
AsphShn            1.0
BrkComm            1.0
BrkFace            1.0
CBlock             1.0
CemntBd            1.0
HdBoard            1.0
ImStucc            1.0
MetalSd            1.0
Plywood            1.0
Stone              1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
WdShing            1.0
----------------------------------------
if_null_RoofStyle    0
Exterior2nd           
AsbShng            1.0
AsphShn            1.0
Brk Cmn            1.0
BrkFace            1.0
CBlock             1.0
CmentBd            1.0
HdBoard            1.0
ImStucc            1.0
MetalSd            1.0
Other              1.0
Plywood            1.0
Stone              1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
Wd Shng            1.0
----------------------------------------
if_null_RoofStyle    0
MasVnrType            
BrkCmn             1.0
BrkFace            1.0
Stone              1.0
----------------------------------------
if_null_RoofStyle    0
ExterQual             
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_RoofStyle    0
ExterCond             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_RoofStyle    0
Foundation            
BrkTil             1.0
CBlock             1.0
PConc              1.0
Slab               1.0
Stone              1.0
Wood               1.0
----------------------------------------
if_null_RoofStyle    0
BsmtQual              
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_RoofStyle    0
BsmtCond              
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_RoofStyle    0
BsmtExposure          
Av                 1.0
Gd                 1.0
Mn                 1.0
No                 1.0
----------------------------------------
if_null_RoofStyle    0
BsmtFinType1          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_RoofStyle    0
BsmtFinType2          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_RoofStyle    0
Heating               
Floor              1.0
GasA               1.0
GasW               1.0
Grav               1.0
OthW               1.0
Wall               1.0
----------------------------------------
if_null_RoofStyle    0
HeatingQC             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_RoofStyle    0
CentralAir            
N                  1.0
Y                  1.0
----------------------------------------
if_null_RoofStyle    0
Electrical            
FuseA              1.0
FuseF              1.0
FuseP              1.0
Mix                1.0
SBrkr              1.0
----------------------------------------
if_null_RoofStyle    0
KitchenQual           
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_RoofStyle    0
Functional            
Maj1               1.0
Maj2               1.0
Min1               1.0
Min2               1.0
Mod                1.0
Sev                1.0
Typ                1.0
----------------------------------------
if_null_RoofStyle    0
FireplaceQu           
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_RoofStyle    0
GarageType            
2Types             1.0
Attchd             1.0
Basment            1.0
BuiltIn            1.0
CarPort            1.0
Detchd             1.0
----------------------------------------
if_null_RoofStyle    0
GarageFinish          
Fin                1.0
RFn                1.0
Unf                1.0
----------------------------------------
if_null_RoofStyle    0
GarageQual            
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_RoofStyle    0
GarageCond            
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_RoofStyle    0
PavedDrive            
N                  1.0
P                  1.0
Y                  1.0
----------------------------------------
if_null_RoofStyle    0
PoolQC                
Ex                 1.0
Fa                 1.0
Gd                 1.0
----------------------------------------
if_null_RoofStyle    0
Fence                 
GdPrv              1.0
GdWo               1.0
MnPrv              1.0
MnWw               1.0
----------------------------------------
if_null_RoofStyle    0
MiscFeature           
Gar2               1.0
Othr               1.0
Shed               1.0
TenC               1.0
----------------------------------------
if_null_RoofStyle    0
SaleType              
COD                1.0
CWD                1.0
Con                1.0
ConLD              1.0
ConLI              1.0
ConLw              1.0
New                1.0
Oth                1.0
WD                 1.0
----------------------------------------
if_null_RoofStyle    0
SaleCondition         
Abnorml            1.0
AdjLand            1.0
Alloca             1.0
Family             1.0
Normal             1.0
Partial            1.0
----------------------------------------
if_null_RoofMatl    0
MSSubClass           
20                1.0
30                1.0
40                1.0
45                1.0
50                1.0
60                1.0
70                1.0
75                1.0
80                1.0
85                1.0
90                1.0
120               1.0
160               1.0
180               1.0
190               1.0
----------------------------------------
if_null_RoofMatl    0
MSZoning             
C (all)           1.0
FV                1.0
RH                1.0
RL                1.0
RM                1.0
----------------------------------------
if_null_RoofMatl    0
Street               
Grvl              1.0
Pave              1.0
----------------------------------------
if_null_RoofMatl    0
Alley                
Grvl              1.0
Pave              1.0
----------------------------------------
if_null_RoofMatl    0
LotShape             
IR1               1.0
IR2               1.0
IR3               1.0
Reg               1.0
----------------------------------------
if_null_RoofMatl    0
LandContour          
Bnk               1.0
HLS               1.0
Low               1.0
Lvl               1.0
----------------------------------------
if_null_RoofMatl    0
Utilities            
AllPub            1.0
NoSeWa            1.0
----------------------------------------
if_null_RoofMatl    0
LotConfig            
Corner            1.0
CulDSac           1.0
FR2               1.0
FR3               1.0
Inside            1.0
----------------------------------------
if_null_RoofMatl    0
LandSlope            
Gtl               1.0
Mod               1.0
Sev               1.0
----------------------------------------
if_null_RoofMatl    0
Neighborhood         
Blmngtn           1.0
Blueste           1.0
BrDale            1.0
BrkSide           1.0
ClearCr           1.0
CollgCr           1.0
Crawfor           1.0
Edwards           1.0
Gilbert           1.0
IDOTRR            1.0
MeadowV           1.0
Mitchel           1.0
NAmes             1.0
NPkVill           1.0
NWAmes            1.0
NoRidge           1.0
NridgHt           1.0
OldTown           1.0
SWISU             1.0
Sawyer            1.0
SawyerW           1.0
Somerst           1.0
StoneBr           1.0
Timber            1.0
Veenker           1.0
----------------------------------------
if_null_RoofMatl    0
Condition1           
Artery            1.0
Feedr             1.0
Norm              1.0
PosA              1.0
PosN              1.0
RRAe              1.0
RRAn              1.0
RRNe              1.0
RRNn              1.0
----------------------------------------
if_null_RoofMatl    0
Condition2           
Artery            1.0
Feedr             1.0
Norm              1.0
PosA              1.0
PosN              1.0
RRAe              1.0
RRAn              1.0
RRNn              1.0
----------------------------------------
if_null_RoofMatl    0
BldgType             
1Fam              1.0
2fmCon            1.0
Duplex            1.0
Twnhs             1.0
TwnhsE            1.0
----------------------------------------
if_null_RoofMatl    0
HouseStyle           
1.5Fin            1.0
1.5Unf            1.0
1Story            1.0
2.5Fin            1.0
2.5Unf            1.0
2Story            1.0
SFoyer            1.0
SLvl              1.0
----------------------------------------
if_null_RoofMatl    0
RoofStyle            
Flat              1.0
Gable             1.0
Gambrel           1.0
Hip               1.0
Mansard           1.0
Shed              1.0
----------------------------------------
if_null_RoofMatl    0
RoofMatl             
ClyTile           1.0
CompShg           1.0
Membran           1.0
Metal             1.0
Roll              1.0
Tar&Grv           1.0
WdShake           1.0
WdShngl           1.0
----------------------------------------
if_null_RoofMatl    0
Exterior1st          
AsbShng           1.0
AsphShn           1.0
BrkComm           1.0
BrkFace           1.0
CBlock            1.0
CemntBd           1.0
HdBoard           1.0
ImStucc           1.0
MetalSd           1.0
Plywood           1.0
Stone             1.0
Stucco            1.0
VinylSd           1.0
Wd Sdng           1.0
WdShing           1.0
----------------------------------------
if_null_RoofMatl    0
Exterior2nd          
AsbShng           1.0
AsphShn           1.0
Brk Cmn           1.0
BrkFace           1.0
CBlock            1.0
CmentBd           1.0
HdBoard           1.0
ImStucc           1.0
MetalSd           1.0
Other             1.0
Plywood           1.0
Stone             1.0
Stucco            1.0
VinylSd           1.0
Wd Sdng           1.0
Wd Shng           1.0
----------------------------------------
if_null_RoofMatl    0
MasVnrType           
BrkCmn            1.0
BrkFace           1.0
Stone             1.0
----------------------------------------
if_null_RoofMatl    0
ExterQual            
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_RoofMatl    0
ExterCond            
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_RoofMatl    0
Foundation           
BrkTil            1.0
CBlock            1.0
PConc             1.0
Slab              1.0
Stone             1.0
Wood              1.0
----------------------------------------
if_null_RoofMatl    0
BsmtQual             
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_RoofMatl    0
BsmtCond             
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_RoofMatl    0
BsmtExposure         
Av                1.0
Gd                1.0
Mn                1.0
No                1.0
----------------------------------------
if_null_RoofMatl    0
BsmtFinType1         
ALQ               1.0
BLQ               1.0
GLQ               1.0
LwQ               1.0
Rec               1.0
Unf               1.0
----------------------------------------
if_null_RoofMatl    0
BsmtFinType2         
ALQ               1.0
BLQ               1.0
GLQ               1.0
LwQ               1.0
Rec               1.0
Unf               1.0
----------------------------------------
if_null_RoofMatl    0
Heating              
Floor             1.0
GasA              1.0
GasW              1.0
Grav              1.0
OthW              1.0
Wall              1.0
----------------------------------------
if_null_RoofMatl    0
HeatingQC            
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_RoofMatl    0
CentralAir           
N                 1.0
Y                 1.0
----------------------------------------
if_null_RoofMatl    0
Electrical           
FuseA             1.0
FuseF             1.0
FuseP             1.0
Mix               1.0
SBrkr             1.0
----------------------------------------
if_null_RoofMatl    0
KitchenQual          
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_RoofMatl    0
Functional           
Maj1              1.0
Maj2              1.0
Min1              1.0
Min2              1.0
Mod               1.0
Sev               1.0
Typ               1.0
----------------------------------------
if_null_RoofMatl    0
FireplaceQu          
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_RoofMatl    0
GarageType           
2Types            1.0
Attchd            1.0
Basment           1.0
BuiltIn           1.0
CarPort           1.0
Detchd            1.0
----------------------------------------
if_null_RoofMatl    0
GarageFinish         
Fin               1.0
RFn               1.0
Unf               1.0
----------------------------------------
if_null_RoofMatl    0
GarageQual           
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_RoofMatl    0
GarageCond           
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_RoofMatl    0
PavedDrive           
N                 1.0
P                 1.0
Y                 1.0
----------------------------------------
if_null_RoofMatl    0
PoolQC               
Ex                1.0
Fa                1.0
Gd                1.0
----------------------------------------
if_null_RoofMatl    0
Fence                
GdPrv             1.0
GdWo              1.0
MnPrv             1.0
MnWw              1.0
----------------------------------------
if_null_RoofMatl    0
MiscFeature          
Gar2              1.0
Othr              1.0
Shed              1.0
TenC              1.0
----------------------------------------
if_null_RoofMatl    0
SaleType             
COD               1.0
CWD               1.0
Con               1.0
ConLD             1.0
ConLI             1.0
ConLw             1.0
New               1.0
Oth               1.0
WD                1.0
----------------------------------------
if_null_RoofMatl    0
SaleCondition        
Abnorml           1.0
AdjLand           1.0
Alloca            1.0
Family            1.0
Normal            1.0
Partial           1.0
----------------------------------------
if_null_Exterior1st    0
MSSubClass              
20                   1.0
30                   1.0
40                   1.0
45                   1.0
50                   1.0
60                   1.0
70                   1.0
75                   1.0
80                   1.0
85                   1.0
90                   1.0
120                  1.0
160                  1.0
180                  1.0
190                  1.0
----------------------------------------
if_null_Exterior1st    0
MSZoning                
C (all)              1.0
FV                   1.0
RH                   1.0
RL                   1.0
RM                   1.0
----------------------------------------
if_null_Exterior1st    0
Street                  
Grvl                 1.0
Pave                 1.0
----------------------------------------
if_null_Exterior1st    0
Alley                   
Grvl                 1.0
Pave                 1.0
----------------------------------------
if_null_Exterior1st    0
LotShape                
IR1                  1.0
IR2                  1.0
IR3                  1.0
Reg                  1.0
----------------------------------------
if_null_Exterior1st    0
LandContour             
Bnk                  1.0
HLS                  1.0
Low                  1.0
Lvl                  1.0
----------------------------------------
if_null_Exterior1st    0
Utilities               
AllPub               1.0
NoSeWa               1.0
----------------------------------------
if_null_Exterior1st    0
LotConfig               
Corner               1.0
CulDSac              1.0
FR2                  1.0
FR3                  1.0
Inside               1.0
----------------------------------------
if_null_Exterior1st    0
LandSlope               
Gtl                  1.0
Mod                  1.0
Sev                  1.0
----------------------------------------
if_null_Exterior1st    0
Neighborhood            
Blmngtn              1.0
Blueste              1.0
BrDale               1.0
BrkSide              1.0
ClearCr              1.0
CollgCr              1.0
Crawfor              1.0
Edwards              1.0
Gilbert              1.0
IDOTRR               1.0
MeadowV              1.0
Mitchel              1.0
NAmes                1.0
NPkVill              1.0
NWAmes               1.0
NoRidge              1.0
NridgHt              1.0
OldTown              1.0
SWISU                1.0
Sawyer               1.0
SawyerW              1.0
Somerst              1.0
StoneBr              1.0
Timber               1.0
Veenker              1.0
----------------------------------------
if_null_Exterior1st    0
Condition1              
Artery               1.0
Feedr                1.0
Norm                 1.0
PosA                 1.0
PosN                 1.0
RRAe                 1.0
RRAn                 1.0
RRNe                 1.0
RRNn                 1.0
----------------------------------------
if_null_Exterior1st    0
Condition2              
Artery               1.0
Feedr                1.0
Norm                 1.0
PosA                 1.0
PosN                 1.0
RRAe                 1.0
RRAn                 1.0
RRNn                 1.0
----------------------------------------
if_null_Exterior1st    0
BldgType                
1Fam                 1.0
2fmCon               1.0
Duplex               1.0
Twnhs                1.0
TwnhsE               1.0
----------------------------------------
if_null_Exterior1st    0
HouseStyle              
1.5Fin               1.0
1.5Unf               1.0
1Story               1.0
2.5Fin               1.0
2.5Unf               1.0
2Story               1.0
SFoyer               1.0
SLvl                 1.0
----------------------------------------
if_null_Exterior1st    0
RoofStyle               
Flat                 1.0
Gable                1.0
Gambrel              1.0
Hip                  1.0
Mansard              1.0
Shed                 1.0
----------------------------------------
if_null_Exterior1st    0
RoofMatl                
ClyTile              1.0
CompShg              1.0
Membran              1.0
Metal                1.0
Roll                 1.0
Tar&Grv              1.0
WdShake              1.0
WdShngl              1.0
----------------------------------------
if_null_Exterior1st    0
Exterior1st             
AsbShng              1.0
AsphShn              1.0
BrkComm              1.0
BrkFace              1.0
CBlock               1.0
CemntBd              1.0
HdBoard              1.0
ImStucc              1.0
MetalSd              1.0
Plywood              1.0
Stone                1.0
Stucco               1.0
VinylSd              1.0
Wd Sdng              1.0
WdShing              1.0
----------------------------------------
if_null_Exterior1st    0
Exterior2nd             
AsbShng              1.0
AsphShn              1.0
Brk Cmn              1.0
BrkFace              1.0
CBlock               1.0
CmentBd              1.0
HdBoard              1.0
ImStucc              1.0
MetalSd              1.0
Other                1.0
Plywood              1.0
Stone                1.0
Stucco               1.0
VinylSd              1.0
Wd Sdng              1.0
Wd Shng              1.0
----------------------------------------
if_null_Exterior1st    0
MasVnrType              
BrkCmn               1.0
BrkFace              1.0
Stone                1.0
----------------------------------------
if_null_Exterior1st    0
ExterQual               
Ex                   1.0
Fa                   1.0
Gd                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior1st    0
ExterCond               
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior1st    0
Foundation              
BrkTil               1.0
CBlock               1.0
PConc                1.0
Slab                 1.0
Stone                1.0
Wood                 1.0
----------------------------------------
if_null_Exterior1st    0
BsmtQual                
Ex                   1.0
Fa                   1.0
Gd                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior1st    0
BsmtCond                
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior1st    0
BsmtExposure            
Av                   1.0
Gd                   1.0
Mn                   1.0
No                   1.0
----------------------------------------
if_null_Exterior1st    0
BsmtFinType1            
ALQ                  1.0
BLQ                  1.0
GLQ                  1.0
LwQ                  1.0
Rec                  1.0
Unf                  1.0
----------------------------------------
if_null_Exterior1st    0
BsmtFinType2            
ALQ                  1.0
BLQ                  1.0
GLQ                  1.0
LwQ                  1.0
Rec                  1.0
Unf                  1.0
----------------------------------------
if_null_Exterior1st    0
Heating                 
Floor                1.0
GasA                 1.0
GasW                 1.0
Grav                 1.0
OthW                 1.0
Wall                 1.0
----------------------------------------
if_null_Exterior1st    0
HeatingQC               
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior1st    0
CentralAir              
N                    1.0
Y                    1.0
----------------------------------------
if_null_Exterior1st    0
Electrical              
FuseA                1.0
FuseF                1.0
FuseP                1.0
Mix                  1.0
SBrkr                1.0
----------------------------------------
if_null_Exterior1st    0
KitchenQual             
Ex                   1.0
Fa                   1.0
Gd                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior1st    0
Functional              
Maj1                 1.0
Maj2                 1.0
Min1                 1.0
Min2                 1.0
Mod                  1.0
Sev                  1.0
Typ                  1.0
----------------------------------------
if_null_Exterior1st    0
FireplaceQu             
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior1st    0
GarageType              
2Types               1.0
Attchd               1.0
Basment              1.0
BuiltIn              1.0
CarPort              1.0
Detchd               1.0
----------------------------------------
if_null_Exterior1st    0
GarageFinish            
Fin                  1.0
RFn                  1.0
Unf                  1.0
----------------------------------------
if_null_Exterior1st    0
GarageQual              
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior1st    0
GarageCond              
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior1st    0
PavedDrive              
N                    1.0
P                    1.0
Y                    1.0
----------------------------------------
if_null_Exterior1st    0
PoolQC                  
Ex                   1.0
Fa                   1.0
Gd                   1.0
----------------------------------------
if_null_Exterior1st    0
Fence                   
GdPrv                1.0
GdWo                 1.0
MnPrv                1.0
MnWw                 1.0
----------------------------------------
if_null_Exterior1st    0
MiscFeature             
Gar2                 1.0
Othr                 1.0
Shed                 1.0
TenC                 1.0
----------------------------------------
if_null_Exterior1st    0
SaleType                
COD                  1.0
CWD                  1.0
Con                  1.0
ConLD                1.0
ConLI                1.0
ConLw                1.0
New                  1.0
Oth                  1.0
WD                   1.0
----------------------------------------
if_null_Exterior1st    0
SaleCondition           
Abnorml              1.0
AdjLand              1.0
Alloca               1.0
Family               1.0
Normal               1.0
Partial              1.0
----------------------------------------
if_null_Exterior2nd    0
MSSubClass              
20                   1.0
30                   1.0
40                   1.0
45                   1.0
50                   1.0
60                   1.0
70                   1.0
75                   1.0
80                   1.0
85                   1.0
90                   1.0
120                  1.0
160                  1.0
180                  1.0
190                  1.0
----------------------------------------
if_null_Exterior2nd    0
MSZoning                
C (all)              1.0
FV                   1.0
RH                   1.0
RL                   1.0
RM                   1.0
----------------------------------------
if_null_Exterior2nd    0
Street                  
Grvl                 1.0
Pave                 1.0
----------------------------------------
if_null_Exterior2nd    0
Alley                   
Grvl                 1.0
Pave                 1.0
----------------------------------------
if_null_Exterior2nd    0
LotShape                
IR1                  1.0
IR2                  1.0
IR3                  1.0
Reg                  1.0
----------------------------------------
if_null_Exterior2nd    0
LandContour             
Bnk                  1.0
HLS                  1.0
Low                  1.0
Lvl                  1.0
----------------------------------------
if_null_Exterior2nd    0
Utilities               
AllPub               1.0
NoSeWa               1.0
----------------------------------------
if_null_Exterior2nd    0
LotConfig               
Corner               1.0
CulDSac              1.0
FR2                  1.0
FR3                  1.0
Inside               1.0
----------------------------------------
if_null_Exterior2nd    0
LandSlope               
Gtl                  1.0
Mod                  1.0
Sev                  1.0
----------------------------------------
if_null_Exterior2nd    0
Neighborhood            
Blmngtn              1.0
Blueste              1.0
BrDale               1.0
BrkSide              1.0
ClearCr              1.0
CollgCr              1.0
Crawfor              1.0
Edwards              1.0
Gilbert              1.0
IDOTRR               1.0
MeadowV              1.0
Mitchel              1.0
NAmes                1.0
NPkVill              1.0
NWAmes               1.0
NoRidge              1.0
NridgHt              1.0
OldTown              1.0
SWISU                1.0
Sawyer               1.0
SawyerW              1.0
Somerst              1.0
StoneBr              1.0
Timber               1.0
Veenker              1.0
----------------------------------------
if_null_Exterior2nd    0
Condition1              
Artery               1.0
Feedr                1.0
Norm                 1.0
PosA                 1.0
PosN                 1.0
RRAe                 1.0
RRAn                 1.0
RRNe                 1.0
RRNn                 1.0
----------------------------------------
if_null_Exterior2nd    0
Condition2              
Artery               1.0
Feedr                1.0
Norm                 1.0
PosA                 1.0
PosN                 1.0
RRAe                 1.0
RRAn                 1.0
RRNn                 1.0
----------------------------------------
if_null_Exterior2nd    0
BldgType                
1Fam                 1.0
2fmCon               1.0
Duplex               1.0
Twnhs                1.0
TwnhsE               1.0
----------------------------------------
if_null_Exterior2nd    0
HouseStyle              
1.5Fin               1.0
1.5Unf               1.0
1Story               1.0
2.5Fin               1.0
2.5Unf               1.0
2Story               1.0
SFoyer               1.0
SLvl                 1.0
----------------------------------------
if_null_Exterior2nd    0
RoofStyle               
Flat                 1.0
Gable                1.0
Gambrel              1.0
Hip                  1.0
Mansard              1.0
Shed                 1.0
----------------------------------------
if_null_Exterior2nd    0
RoofMatl                
ClyTile              1.0
CompShg              1.0
Membran              1.0
Metal                1.0
Roll                 1.0
Tar&Grv              1.0
WdShake              1.0
WdShngl              1.0
----------------------------------------
if_null_Exterior2nd    0
Exterior1st             
AsbShng              1.0
AsphShn              1.0
BrkComm              1.0
BrkFace              1.0
CBlock               1.0
CemntBd              1.0
HdBoard              1.0
ImStucc              1.0
MetalSd              1.0
Plywood              1.0
Stone                1.0
Stucco               1.0
VinylSd              1.0
Wd Sdng              1.0
WdShing              1.0
----------------------------------------
if_null_Exterior2nd    0
Exterior2nd             
AsbShng              1.0
AsphShn              1.0
Brk Cmn              1.0
BrkFace              1.0
CBlock               1.0
CmentBd              1.0
HdBoard              1.0
ImStucc              1.0
MetalSd              1.0
Other                1.0
Plywood              1.0
Stone                1.0
Stucco               1.0
VinylSd              1.0
Wd Sdng              1.0
Wd Shng              1.0
----------------------------------------
if_null_Exterior2nd    0
MasVnrType              
BrkCmn               1.0
BrkFace              1.0
Stone                1.0
----------------------------------------
if_null_Exterior2nd    0
ExterQual               
Ex                   1.0
Fa                   1.0
Gd                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior2nd    0
ExterCond               
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior2nd    0
Foundation              
BrkTil               1.0
CBlock               1.0
PConc                1.0
Slab                 1.0
Stone                1.0
Wood                 1.0
----------------------------------------
if_null_Exterior2nd    0
BsmtQual                
Ex                   1.0
Fa                   1.0
Gd                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior2nd    0
BsmtCond                
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior2nd    0
BsmtExposure            
Av                   1.0
Gd                   1.0
Mn                   1.0
No                   1.0
----------------------------------------
if_null_Exterior2nd    0
BsmtFinType1            
ALQ                  1.0
BLQ                  1.0
GLQ                  1.0
LwQ                  1.0
Rec                  1.0
Unf                  1.0
----------------------------------------
if_null_Exterior2nd    0
BsmtFinType2            
ALQ                  1.0
BLQ                  1.0
GLQ                  1.0
LwQ                  1.0
Rec                  1.0
Unf                  1.0
----------------------------------------
if_null_Exterior2nd    0
Heating                 
Floor                1.0
GasA                 1.0
GasW                 1.0
Grav                 1.0
OthW                 1.0
Wall                 1.0
----------------------------------------
if_null_Exterior2nd    0
HeatingQC               
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior2nd    0
CentralAir              
N                    1.0
Y                    1.0
----------------------------------------
if_null_Exterior2nd    0
Electrical              
FuseA                1.0
FuseF                1.0
FuseP                1.0
Mix                  1.0
SBrkr                1.0
----------------------------------------
if_null_Exterior2nd    0
KitchenQual             
Ex                   1.0
Fa                   1.0
Gd                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior2nd    0
Functional              
Maj1                 1.0
Maj2                 1.0
Min1                 1.0
Min2                 1.0
Mod                  1.0
Sev                  1.0
Typ                  1.0
----------------------------------------
if_null_Exterior2nd    0
FireplaceQu             
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior2nd    0
GarageType              
2Types               1.0
Attchd               1.0
Basment              1.0
BuiltIn              1.0
CarPort              1.0
Detchd               1.0
----------------------------------------
if_null_Exterior2nd    0
GarageFinish            
Fin                  1.0
RFn                  1.0
Unf                  1.0
----------------------------------------
if_null_Exterior2nd    0
GarageQual              
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior2nd    0
GarageCond              
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior2nd    0
PavedDrive              
N                    1.0
P                    1.0
Y                    1.0
----------------------------------------
if_null_Exterior2nd    0
PoolQC                  
Ex                   1.0
Fa                   1.0
Gd                   1.0
----------------------------------------
if_null_Exterior2nd    0
Fence                   
GdPrv                1.0
GdWo                 1.0
MnPrv                1.0
MnWw                 1.0
----------------------------------------
if_null_Exterior2nd    0
MiscFeature             
Gar2                 1.0
Othr                 1.0
Shed                 1.0
TenC                 1.0
----------------------------------------
if_null_Exterior2nd    0
SaleType                
COD                  1.0
CWD                  1.0
Con                  1.0
ConLD                1.0
ConLI                1.0
ConLw                1.0
New                  1.0
Oth                  1.0
WD                   1.0
----------------------------------------
if_null_Exterior2nd    0
SaleCondition           
Abnorml              1.0
AdjLand              1.0
Alloca               1.0
Family               1.0
Normal               1.0
Partial              1.0
----------------------------------------
if_null_MasVnrType     0     1
MSSubClass                    
20                  0.46  0.54
30                  0.04  0.96
40                  0.00  1.00
45                  0.00  1.00
50                  0.10  0.90
60                  0.55  0.45
70                  0.02  0.98
75                  0.00  1.00
80                  0.60  0.40
85                  0.25  0.75
90                  0.44  0.56
120                 0.61  0.39
160                 0.56  0.44
180                 0.30  0.70
190                 0.13  0.87
----------------------------------------
if_null_MasVnrType     0     1
MSZoning                      
C (all)             0.00  1.00
FV                  0.37  0.63
RH                  0.19  0.81
RL                  0.44  0.56
RM                  0.23  0.77
----------------------------------------
if_null_MasVnrType     0     1
Street                        
Grvl                0.33  0.67
Pave                0.40  0.60
----------------------------------------
if_null_MasVnrType     0     1
Alley                         
Grvl                0.06  0.94
Pave                0.24  0.76
----------------------------------------
if_null_MasVnrType     0     1
LotShape                      
IR1                 0.48  0.52
IR2                 0.29  0.71
IR3                 0.10  0.90
Reg                 0.37  0.63
----------------------------------------
if_null_MasVnrType     0     1
LandContour                   
Bnk                 0.14  0.86
HLS                 0.44  0.56
Low                 0.28  0.72
Lvl                 0.42  0.58
----------------------------------------
if_null_MasVnrType    0    1
Utilities                   
AllPub              0.4  0.6
NoSeWa              1.0  0.0
----------------------------------------
if_null_MasVnrType     0     1
LotConfig                     
Corner              0.37  0.63
CulDSac             0.47  0.53
FR2                 0.49  0.51
FR3                 0.75  0.25
Inside              0.40  0.60
----------------------------------------
if_null_MasVnrType     0     1
LandSlope                     
Gtl                 0.41  0.59
Mod                 0.31  0.69
Sev                 0.23  0.77
----------------------------------------
if_null_MasVnrType     0     1
Neighborhood                  
Blmngtn             0.94  0.06
Blueste             0.00  1.00
BrDale              0.94  0.06
BrkSide             0.05  0.95
ClearCr             0.29  0.71
CollgCr             0.50  0.50
Crawfor             0.27  0.73
Edwards             0.25  0.75
Gilbert             0.25  0.75
IDOTRR              0.03  0.97
MeadowV             0.06  0.94
Mitchel             0.31  0.69
NAmes               0.45  0.55
NPkVill             0.00  1.00
NWAmes              0.73  0.27
NoRidge             0.80  0.20
NridgHt             0.97  0.03
OldTown             0.04  0.96
SWISU               0.04  0.96
Sawyer              0.30  0.70
SawyerW             0.37  0.63
Somerst             0.50  0.50
StoneBr             0.48  0.52
Timber              0.68  0.32
Veenker             0.09  0.91
----------------------------------------
if_null_MasVnrType     0     1
Condition1                    
Artery              0.17  0.83
Feedr               0.32  0.68
Norm                0.42  0.58
PosA                0.50  0.50
PosN                0.58  0.42
RRAe                0.18  0.82
RRAn                0.31  0.69
RRNe                0.50  0.50
RRNn                0.60  0.40
----------------------------------------
if_null_MasVnrType    0    1
Condition2                  
Artery              0.0  1.0
Feedr               0.0  1.0
Norm                0.4  0.6
PosA                0.0  1.0
PosN                1.0  0.0
RRAe                0.0  1.0
RRAn                1.0  0.0
RRNn                0.0  1.0
----------------------------------------
if_null_MasVnrType     0     1
BldgType                      
1Fam                0.39  0.61
2fmCon              0.13  0.87
Duplex              0.44  0.56
Twnhs               0.70  0.30
TwnhsE              0.54  0.46
----------------------------------------
if_null_MasVnrType     0     1
HouseStyle                    
1.5Fin              0.09  0.91
1.5Unf              0.00  1.00
1Story              0.43  0.57
2.5Fin              0.00  1.00
2.5Unf              0.00  1.00
2Story              0.46  0.54
SFoyer              0.35  0.65
SLvl                0.63  0.37
----------------------------------------
if_null_MasVnrType     0     1
RoofStyle                     
Flat                0.15  0.85
Gable               0.35  0.65
Gambrel             0.09  0.91
Hip                 0.63  0.37
Mansard             0.43  0.57
Shed                0.00  1.00
----------------------------------------
if_null_MasVnrType     0     1
RoofMatl                      
ClyTile             1.00  0.00
CompShg             0.40  0.60
Membran             0.00  1.00
Metal               0.00  1.00
Roll                1.00  0.00
Tar&Grv             0.27  0.73
WdShake             0.40  0.60
WdShngl             0.33  0.67
----------------------------------------
if_null_MasVnrType     0     1
Exterior1st                   
AsbShng             0.10  0.90
AsphShn             0.00  1.00
BrkComm             0.00  1.00
BrkFace             0.02  0.98
CBlock              0.00  1.00
CemntBd             0.48  0.52
HdBoard             0.54  0.46
ImStucc             0.00  1.00
MetalSd             0.30  0.70
Plywood             0.44  0.56
Stone               0.00  1.00
Stucco              0.20  0.80
VinylSd             0.52  0.48
Wd Sdng             0.21  0.79
WdShing             0.23  0.77
----------------------------------------
if_null_MasVnrType     0     1
Exterior2nd                   
AsbShng             0.10  0.90
AsphShn             0.67  0.33
Brk Cmn             0.00  1.00
BrkFace             0.00  1.00
CBlock              0.00  1.00
CmentBd             0.47  0.53
HdBoard             0.55  0.45
ImStucc             0.50  0.50
MetalSd             0.29  0.71
Other               1.00  0.00
Plywood             0.40  0.60
Stone               0.00  1.00
Stucco              0.19  0.81
VinylSd             0.52  0.48
Wd Sdng             0.20  0.80
Wd Shng             0.26  0.74
----------------------------------------
if_null_MasVnrType    0
MasVnrType             
BrkCmn              1.0
BrkFace             1.0
Stone               1.0
----------------------------------------
if_null_MasVnrType     0     1
ExterQual                     
Ex                  0.90  0.10
Fa                  0.00  1.00
Gd                  0.57  0.43
TA                  0.29  0.71
----------------------------------------
if_null_MasVnrType     0     1
ExterCond                     
Ex                  0.00  1.00
Fa                  0.14  0.86
Gd                  0.29  0.71
Po                  0.00  1.00
TA                  0.42  0.58
----------------------------------------
if_null_MasVnrType     0     1
Foundation                    
BrkTil              0.02  0.98
CBlock              0.39  0.61
PConc               0.52  0.48
Slab                0.17  0.83
Stone               0.00  1.00
Wood                0.00  1.00
----------------------------------------
if_null_MasVnrType     0     1
BsmtQual                      
Ex                  0.81  0.19
Fa                  0.09  0.91
Gd                  0.48  0.52
TA                  0.29  0.71
----------------------------------------
if_null_MasVnrType     0     1
BsmtCond                      
Fa                  0.16  0.84
Gd                  0.40  0.60
Po                  0.00  1.00
TA                  0.42  0.58
----------------------------------------
if_null_MasVnrType     0     1
BsmtExposure                  
Av                  0.53  0.47
Gd                  0.60  0.40
Mn                  0.37  0.63
No                  0.36  0.64
----------------------------------------
if_null_MasVnrType     0     1
BsmtFinType1                  
ALQ                 0.35  0.65
BLQ                 0.36  0.64
GLQ                 0.60  0.40
LwQ                 0.26  0.74
Rec                 0.38  0.62
Unf                 0.31  0.69
----------------------------------------
if_null_MasVnrType     0     1
BsmtFinType2                  
ALQ                 0.42  0.58
BLQ                 0.30  0.70
GLQ                 0.07  0.93
LwQ                 0.37  0.63
Rec                 0.33  0.67
Unf                 0.42  0.58
----------------------------------------
if_null_MasVnrType     0     1
Heating                       
Floor               0.00  1.00
GasA                0.41  0.59
GasW                0.11  0.89
Grav                0.00  1.00
OthW                0.00  1.00
Wall                0.25  0.75
----------------------------------------
if_null_MasVnrType     0     1
HeatingQC                     
Ex                  0.49  0.51
Fa                  0.20  0.80
Gd                  0.30  0.70
Po                  0.00  1.00
TA                  0.32  0.68
----------------------------------------
if_null_MasVnrType     0     1
CentralAir                    
N                   0.06  0.94
Y                   0.43  0.57
----------------------------------------
if_null_MasVnrType     0     1
Electrical                    
FuseA               0.13  0.87
FuseF               0.22  0.78
FuseP               0.00  1.00
Mix                 0.00  1.00
SBrkr               0.43  0.57
----------------------------------------
if_null_MasVnrType     0     1
KitchenQual                   
Ex                  0.71  0.29
Fa                  0.08  0.92
Gd                  0.51  0.49
TA                  0.30  0.70
----------------------------------------
if_null_MasVnrType     0     1
Functional                    
Maj1                0.36  0.64
Maj2                0.20  0.80
Min1                0.29  0.71
Min2                0.12  0.88
Mod                 0.20  0.80
Sev                 1.00  0.00
Typ                 0.42  0.58
----------------------------------------
if_null_MasVnrType     0     1
FireplaceQu                   
Ex                  0.67  0.33
Fa                  0.45  0.55
Gd                  0.50  0.50
Po                  0.30  0.70
TA                  0.52  0.48
----------------------------------------
if_null_MasVnrType     0     1
GarageType                    
2Types              0.67  0.33
Attchd              0.52  0.48
Basment             0.47  0.53
BuiltIn             0.59  0.41
CarPort             0.22  0.78
Detchd              0.16  0.84
----------------------------------------
if_null_MasVnrType     0     1
GarageFinish                  
Fin                 0.58  0.42
RFn                 0.55  0.45
Unf                 0.24  0.76
----------------------------------------
if_null_MasVnrType     0     1
GarageQual                    
Ex                  0.00  1.00
Fa                  0.02  0.98
Gd                  0.29  0.71
Po                  0.00  1.00
TA                  0.44  0.56
----------------------------------------
if_null_MasVnrType     0     1
GarageCond                    
Ex                  0.00  1.00
Fa                  0.06  0.94
Gd                  0.56  0.44
Po                  0.00  1.00
TA                  0.43  0.57
----------------------------------------
if_null_MasVnrType     0     1
PavedDrive                    
N                   0.03  0.97
P                   0.10  0.90
Y                   0.43  0.57
----------------------------------------
if_null_MasVnrType     0     1
PoolQC                        
Ex                  0.00  1.00
Fa                  1.00  0.00
Gd                  0.33  0.67
----------------------------------------
if_null_MasVnrType     0     1
Fence                         
GdPrv               0.37  0.63
GdWo                0.39  0.61
MnPrv               0.29  0.71
MnWw                0.36  0.64
----------------------------------------
if_null_MasVnrType     0     1
MiscFeature                   
Gar2                0.00  1.00
Othr                0.00  1.00
Shed                0.27  0.73
TenC                1.00  0.00
----------------------------------------
if_null_MasVnrType     0     1
SaleType                      
COD                 0.42  0.58
CWD                 0.50  0.50
Con                 0.00  1.00
ConLD               0.44  0.56
ConLI               0.40  0.60
ConLw               0.20  0.80
New                 0.66  0.34
Oth                 0.00  1.00
WD                  0.38  0.62
----------------------------------------
if_null_MasVnrType     0     1
SaleCondition                 
Abnorml             0.34  0.66
AdjLand             0.25  0.75
Alloca              0.25  0.75
Family              0.45  0.55
Normal              0.38  0.62
Partial             0.66  0.34
----------------------------------------
if_null_ExterQual    0
MSSubClass            
20                 1.0
30                 1.0
40                 1.0
45                 1.0
50                 1.0
60                 1.0
70                 1.0
75                 1.0
80                 1.0
85                 1.0
90                 1.0
120                1.0
160                1.0
180                1.0
190                1.0
----------------------------------------
if_null_ExterQual    0
MSZoning              
C (all)            1.0
FV                 1.0
RH                 1.0
RL                 1.0
RM                 1.0
----------------------------------------
if_null_ExterQual    0
Street                
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_ExterQual    0
Alley                 
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_ExterQual    0
LotShape              
IR1                1.0
IR2                1.0
IR3                1.0
Reg                1.0
----------------------------------------
if_null_ExterQual    0
LandContour           
Bnk                1.0
HLS                1.0
Low                1.0
Lvl                1.0
----------------------------------------
if_null_ExterQual    0
Utilities             
AllPub             1.0
NoSeWa             1.0
----------------------------------------
if_null_ExterQual    0
LotConfig             
Corner             1.0
CulDSac            1.0
FR2                1.0
FR3                1.0
Inside             1.0
----------------------------------------
if_null_ExterQual    0
LandSlope             
Gtl                1.0
Mod                1.0
Sev                1.0
----------------------------------------
if_null_ExterQual    0
Neighborhood          
Blmngtn            1.0
Blueste            1.0
BrDale             1.0
BrkSide            1.0
ClearCr            1.0
CollgCr            1.0
Crawfor            1.0
Edwards            1.0
Gilbert            1.0
IDOTRR             1.0
MeadowV            1.0
Mitchel            1.0
NAmes              1.0
NPkVill            1.0
NWAmes             1.0
NoRidge            1.0
NridgHt            1.0
OldTown            1.0
SWISU              1.0
Sawyer             1.0
SawyerW            1.0
Somerst            1.0
StoneBr            1.0
Timber             1.0
Veenker            1.0
----------------------------------------
if_null_ExterQual    0
Condition1            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
RRAe               1.0
RRAn               1.0
RRNe               1.0
RRNn               1.0
----------------------------------------
if_null_ExterQual    0
Condition2            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
RRAe               1.0
RRAn               1.0
RRNn               1.0
----------------------------------------
if_null_ExterQual    0
BldgType              
1Fam               1.0
2fmCon             1.0
Duplex             1.0
Twnhs              1.0
TwnhsE             1.0
----------------------------------------
if_null_ExterQual    0
HouseStyle            
1.5Fin             1.0
1.5Unf             1.0
1Story             1.0
2.5Fin             1.0
2.5Unf             1.0
2Story             1.0
SFoyer             1.0
SLvl               1.0
----------------------------------------
if_null_ExterQual    0
RoofStyle             
Flat               1.0
Gable              1.0
Gambrel            1.0
Hip                1.0
Mansard            1.0
Shed               1.0
----------------------------------------
if_null_ExterQual    0
RoofMatl              
ClyTile            1.0
CompShg            1.0
Membran            1.0
Metal              1.0
Roll               1.0
Tar&Grv            1.0
WdShake            1.0
WdShngl            1.0
----------------------------------------
if_null_ExterQual    0
Exterior1st           
AsbShng            1.0
AsphShn            1.0
BrkComm            1.0
BrkFace            1.0
CBlock             1.0
CemntBd            1.0
HdBoard            1.0
ImStucc            1.0
MetalSd            1.0
Plywood            1.0
Stone              1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
WdShing            1.0
----------------------------------------
if_null_ExterQual    0
Exterior2nd           
AsbShng            1.0
AsphShn            1.0
Brk Cmn            1.0
BrkFace            1.0
CBlock             1.0
CmentBd            1.0
HdBoard            1.0
ImStucc            1.0
MetalSd            1.0
Other              1.0
Plywood            1.0
Stone              1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
Wd Shng            1.0
----------------------------------------
if_null_ExterQual    0
MasVnrType            
BrkCmn             1.0
BrkFace            1.0
Stone              1.0
----------------------------------------
if_null_ExterQual    0
ExterQual             
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_ExterQual    0
ExterCond             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterQual    0
Foundation            
BrkTil             1.0
CBlock             1.0
PConc              1.0
Slab               1.0
Stone              1.0
Wood               1.0
----------------------------------------
if_null_ExterQual    0
BsmtQual              
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_ExterQual    0
BsmtCond              
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterQual    0
BsmtExposure          
Av                 1.0
Gd                 1.0
Mn                 1.0
No                 1.0
----------------------------------------
if_null_ExterQual    0
BsmtFinType1          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_ExterQual    0
BsmtFinType2          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_ExterQual    0
Heating               
Floor              1.0
GasA               1.0
GasW               1.0
Grav               1.0
OthW               1.0
Wall               1.0
----------------------------------------
if_null_ExterQual    0
HeatingQC             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterQual    0
CentralAir            
N                  1.0
Y                  1.0
----------------------------------------
if_null_ExterQual    0
Electrical            
FuseA              1.0
FuseF              1.0
FuseP              1.0
Mix                1.0
SBrkr              1.0
----------------------------------------
if_null_ExterQual    0
KitchenQual           
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_ExterQual    0
Functional            
Maj1               1.0
Maj2               1.0
Min1               1.0
Min2               1.0
Mod                1.0
Sev                1.0
Typ                1.0
----------------------------------------
if_null_ExterQual    0
FireplaceQu           
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterQual    0
GarageType            
2Types             1.0
Attchd             1.0
Basment            1.0
BuiltIn            1.0
CarPort            1.0
Detchd             1.0
----------------------------------------
if_null_ExterQual    0
GarageFinish          
Fin                1.0
RFn                1.0
Unf                1.0
----------------------------------------
if_null_ExterQual    0
GarageQual            
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterQual    0
GarageCond            
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterQual    0
PavedDrive            
N                  1.0
P                  1.0
Y                  1.0
----------------------------------------
if_null_ExterQual    0
PoolQC                
Ex                 1.0
Fa                 1.0
Gd                 1.0
----------------------------------------
if_null_ExterQual    0
Fence                 
GdPrv              1.0
GdWo               1.0
MnPrv              1.0
MnWw               1.0
----------------------------------------
if_null_ExterQual    0
MiscFeature           
Gar2               1.0
Othr               1.0
Shed               1.0
TenC               1.0
----------------------------------------
if_null_ExterQual    0
SaleType              
COD                1.0
CWD                1.0
Con                1.0
ConLD              1.0
ConLI              1.0
ConLw              1.0
New                1.0
Oth                1.0
WD                 1.0
----------------------------------------
if_null_ExterQual    0
SaleCondition         
Abnorml            1.0
AdjLand            1.0
Alloca             1.0
Family             1.0
Normal             1.0
Partial            1.0
----------------------------------------
if_null_ExterCond    0
MSSubClass            
20                 1.0
30                 1.0
40                 1.0
45                 1.0
50                 1.0
60                 1.0
70                 1.0
75                 1.0
80                 1.0
85                 1.0
90                 1.0
120                1.0
160                1.0
180                1.0
190                1.0
----------------------------------------
if_null_ExterCond    0
MSZoning              
C (all)            1.0
FV                 1.0
RH                 1.0
RL                 1.0
RM                 1.0
----------------------------------------
if_null_ExterCond    0
Street                
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_ExterCond    0
Alley                 
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_ExterCond    0
LotShape              
IR1                1.0
IR2                1.0
IR3                1.0
Reg                1.0
----------------------------------------
if_null_ExterCond    0
LandContour           
Bnk                1.0
HLS                1.0
Low                1.0
Lvl                1.0
----------------------------------------
if_null_ExterCond    0
Utilities             
AllPub             1.0
NoSeWa             1.0
----------------------------------------
if_null_ExterCond    0
LotConfig             
Corner             1.0
CulDSac            1.0
FR2                1.0
FR3                1.0
Inside             1.0
----------------------------------------
if_null_ExterCond    0
LandSlope             
Gtl                1.0
Mod                1.0
Sev                1.0
----------------------------------------
if_null_ExterCond    0
Neighborhood          
Blmngtn            1.0
Blueste            1.0
BrDale             1.0
BrkSide            1.0
ClearCr            1.0
CollgCr            1.0
Crawfor            1.0
Edwards            1.0
Gilbert            1.0
IDOTRR             1.0
MeadowV            1.0
Mitchel            1.0
NAmes              1.0
NPkVill            1.0
NWAmes             1.0
NoRidge            1.0
NridgHt            1.0
OldTown            1.0
SWISU              1.0
Sawyer             1.0
SawyerW            1.0
Somerst            1.0
StoneBr            1.0
Timber             1.0
Veenker            1.0
----------------------------------------
if_null_ExterCond    0
Condition1            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
RRAe               1.0
RRAn               1.0
RRNe               1.0
RRNn               1.0
----------------------------------------
if_null_ExterCond    0
Condition2            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
RRAe               1.0
RRAn               1.0
RRNn               1.0
----------------------------------------
if_null_ExterCond    0
BldgType              
1Fam               1.0
2fmCon             1.0
Duplex             1.0
Twnhs              1.0
TwnhsE             1.0
----------------------------------------
if_null_ExterCond    0
HouseStyle            
1.5Fin             1.0
1.5Unf             1.0
1Story             1.0
2.5Fin             1.0
2.5Unf             1.0
2Story             1.0
SFoyer             1.0
SLvl               1.0
----------------------------------------
if_null_ExterCond    0
RoofStyle             
Flat               1.0
Gable              1.0
Gambrel            1.0
Hip                1.0
Mansard            1.0
Shed               1.0
----------------------------------------
if_null_ExterCond    0
RoofMatl              
ClyTile            1.0
CompShg            1.0
Membran            1.0
Metal              1.0
Roll               1.0
Tar&Grv            1.0
WdShake            1.0
WdShngl            1.0
----------------------------------------
if_null_ExterCond    0
Exterior1st           
AsbShng            1.0
AsphShn            1.0
BrkComm            1.0
BrkFace            1.0
CBlock             1.0
CemntBd            1.0
HdBoard            1.0
ImStucc            1.0
MetalSd            1.0
Plywood            1.0
Stone              1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
WdShing            1.0
----------------------------------------
if_null_ExterCond    0
Exterior2nd           
AsbShng            1.0
AsphShn            1.0
Brk Cmn            1.0
BrkFace            1.0
CBlock             1.0
CmentBd            1.0
HdBoard            1.0
ImStucc            1.0
MetalSd            1.0
Other              1.0
Plywood            1.0
Stone              1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
Wd Shng            1.0
----------------------------------------
if_null_ExterCond    0
MasVnrType            
BrkCmn             1.0
BrkFace            1.0
Stone              1.0
----------------------------------------
if_null_ExterCond    0
ExterQual             
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_ExterCond    0
ExterCond             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterCond    0
Foundation            
BrkTil             1.0
CBlock             1.0
PConc              1.0
Slab               1.0
Stone              1.0
Wood               1.0
----------------------------------------
if_null_ExterCond    0
BsmtQual              
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_ExterCond    0
BsmtCond              
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterCond    0
BsmtExposure          
Av                 1.0
Gd                 1.0
Mn                 1.0
No                 1.0
----------------------------------------
if_null_ExterCond    0
BsmtFinType1          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_ExterCond    0
BsmtFinType2          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_ExterCond    0
Heating               
Floor              1.0
GasA               1.0
GasW               1.0
Grav               1.0
OthW               1.0
Wall               1.0
----------------------------------------
if_null_ExterCond    0
HeatingQC             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterCond    0
CentralAir            
N                  1.0
Y                  1.0
----------------------------------------
if_null_ExterCond    0
Electrical            
FuseA              1.0
FuseF              1.0
FuseP              1.0
Mix                1.0
SBrkr              1.0
----------------------------------------
if_null_ExterCond    0
KitchenQual           
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_ExterCond    0
Functional            
Maj1               1.0
Maj2               1.0
Min1               1.0
Min2               1.0
Mod                1.0
Sev                1.0
Typ                1.0
----------------------------------------
if_null_ExterCond    0
FireplaceQu           
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterCond    0
GarageType            
2Types             1.0
Attchd             1.0
Basment            1.0
BuiltIn            1.0
CarPort            1.0
Detchd             1.0
----------------------------------------
if_null_ExterCond    0
GarageFinish          
Fin                1.0
RFn                1.0
Unf                1.0
----------------------------------------
if_null_ExterCond    0
GarageQual            
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterCond    0
GarageCond            
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterCond    0
PavedDrive            
N                  1.0
P                  1.0
Y                  1.0
----------------------------------------
if_null_ExterCond    0
PoolQC                
Ex                 1.0
Fa                 1.0
Gd                 1.0
----------------------------------------
if_null_ExterCond    0
Fence                 
GdPrv              1.0
GdWo               1.0
MnPrv              1.0
MnWw               1.0
----------------------------------------
if_null_ExterCond    0
MiscFeature           
Gar2               1.0
Othr               1.0
Shed               1.0
TenC               1.0
----------------------------------------
if_null_ExterCond    0
SaleType              
COD                1.0
CWD                1.0
Con                1.0
ConLD              1.0
ConLI              1.0
ConLw              1.0
New                1.0
Oth                1.0
WD                 1.0
----------------------------------------
if_null_ExterCond    0
SaleCondition         
Abnorml            1.0
AdjLand            1.0
Alloca             1.0
Family             1.0
Normal             1.0
Partial            1.0
----------------------------------------
if_null_Foundation    0
MSSubClass             
20                  1.0
30                  1.0
40                  1.0
45                  1.0
50                  1.0
60                  1.0
70                  1.0
75                  1.0
80                  1.0
85                  1.0
90                  1.0
120                 1.0
160                 1.0
180                 1.0
190                 1.0
----------------------------------------
if_null_Foundation    0
MSZoning               
C (all)             1.0
FV                  1.0
RH                  1.0
RL                  1.0
RM                  1.0
----------------------------------------
if_null_Foundation    0
Street                 
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_Foundation    0
Alley                  
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_Foundation    0
LotShape               
IR1                 1.0
IR2                 1.0
IR3                 1.0
Reg                 1.0
----------------------------------------
if_null_Foundation    0
LandContour            
Bnk                 1.0
HLS                 1.0
Low                 1.0
Lvl                 1.0
----------------------------------------
if_null_Foundation    0
Utilities              
AllPub              1.0
NoSeWa              1.0
----------------------------------------
if_null_Foundation    0
LotConfig              
Corner              1.0
CulDSac             1.0
FR2                 1.0
FR3                 1.0
Inside              1.0
----------------------------------------
if_null_Foundation    0
LandSlope              
Gtl                 1.0
Mod                 1.0
Sev                 1.0
----------------------------------------
if_null_Foundation    0
Neighborhood           
Blmngtn             1.0
Blueste             1.0
BrDale              1.0
BrkSide             1.0
ClearCr             1.0
CollgCr             1.0
Crawfor             1.0
Edwards             1.0
Gilbert             1.0
IDOTRR              1.0
MeadowV             1.0
Mitchel             1.0
NAmes               1.0
NPkVill             1.0
NWAmes              1.0
NoRidge             1.0
NridgHt             1.0
OldTown             1.0
SWISU               1.0
Sawyer              1.0
SawyerW             1.0
Somerst             1.0
StoneBr             1.0
Timber              1.0
Veenker             1.0
----------------------------------------
if_null_Foundation    0
Condition1             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNe                1.0
RRNn                1.0
----------------------------------------
if_null_Foundation    0
Condition2             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNn                1.0
----------------------------------------
if_null_Foundation    0
BldgType               
1Fam                1.0
2fmCon              1.0
Duplex              1.0
Twnhs               1.0
TwnhsE              1.0
----------------------------------------
if_null_Foundation    0
HouseStyle             
1.5Fin              1.0
1.5Unf              1.0
1Story              1.0
2.5Fin              1.0
2.5Unf              1.0
2Story              1.0
SFoyer              1.0
SLvl                1.0
----------------------------------------
if_null_Foundation    0
RoofStyle              
Flat                1.0
Gable               1.0
Gambrel             1.0
Hip                 1.0
Mansard             1.0
Shed                1.0
----------------------------------------
if_null_Foundation    0
RoofMatl               
ClyTile             1.0
CompShg             1.0
Membran             1.0
Metal               1.0
Roll                1.0
Tar&Grv             1.0
WdShake             1.0
WdShngl             1.0
----------------------------------------
if_null_Foundation    0
Exterior1st            
AsbShng             1.0
AsphShn             1.0
BrkComm             1.0
BrkFace             1.0
CBlock              1.0
CemntBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
WdShing             1.0
----------------------------------------
if_null_Foundation    0
Exterior2nd            
AsbShng             1.0
AsphShn             1.0
Brk Cmn             1.0
BrkFace             1.0
CBlock              1.0
CmentBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Other               1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
Wd Shng             1.0
----------------------------------------
if_null_Foundation    0
MasVnrType             
BrkCmn              1.0
BrkFace             1.0
Stone               1.0
----------------------------------------
if_null_Foundation    0
ExterQual              
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Foundation    0
ExterCond              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Foundation    0
Foundation             
BrkTil              1.0
CBlock              1.0
PConc               1.0
Slab                1.0
Stone               1.0
Wood                1.0
----------------------------------------
if_null_Foundation    0
BsmtQual               
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Foundation    0
BsmtCond               
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Foundation    0
BsmtExposure           
Av                  1.0
Gd                  1.0
Mn                  1.0
No                  1.0
----------------------------------------
if_null_Foundation    0
BsmtFinType1           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_Foundation    0
BsmtFinType2           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_Foundation    0
Heating                
Floor               1.0
GasA                1.0
GasW                1.0
Grav                1.0
OthW                1.0
Wall                1.0
----------------------------------------
if_null_Foundation    0
HeatingQC              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Foundation    0
CentralAir             
N                   1.0
Y                   1.0
----------------------------------------
if_null_Foundation    0
Electrical             
FuseA               1.0
FuseF               1.0
FuseP               1.0
Mix                 1.0
SBrkr               1.0
----------------------------------------
if_null_Foundation    0
KitchenQual            
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Foundation    0
Functional             
Maj1                1.0
Maj2                1.0
Min1                1.0
Min2                1.0
Mod                 1.0
Sev                 1.0
Typ                 1.0
----------------------------------------
if_null_Foundation    0
FireplaceQu            
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Foundation    0
GarageType             
2Types              1.0
Attchd              1.0
Basment             1.0
BuiltIn             1.0
CarPort             1.0
Detchd              1.0
----------------------------------------
if_null_Foundation    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_Foundation    0
GarageQual             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Foundation    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Foundation    0
PavedDrive             
N                   1.0
P                   1.0
Y                   1.0
----------------------------------------
if_null_Foundation    0
PoolQC                 
Ex                  1.0
Fa                  1.0
Gd                  1.0
----------------------------------------
if_null_Foundation    0
Fence                  
GdPrv               1.0
GdWo                1.0
MnPrv               1.0
MnWw                1.0
----------------------------------------
if_null_Foundation    0
MiscFeature            
Gar2                1.0
Othr                1.0
Shed                1.0
TenC                1.0
----------------------------------------
if_null_Foundation    0
SaleType               
COD                 1.0
CWD                 1.0
Con                 1.0
ConLD               1.0
ConLI               1.0
ConLw               1.0
New                 1.0
Oth                 1.0
WD                  1.0
----------------------------------------
if_null_Foundation    0
SaleCondition          
Abnorml             1.0
AdjLand             1.0
Alloca              1.0
Family              1.0
Normal              1.0
Partial             1.0
----------------------------------------
if_null_BsmtQual     0     1
MSSubClass                  
20                0.97  0.03
30                1.00  0.00
40                1.00  0.00
45                1.00  0.00
50                0.98  0.02
60                1.00  0.00
70                1.00  0.00
75                1.00  0.00
80                1.00  0.00
85                0.95  0.05
90                0.73  0.27
120               1.00  0.00
160               1.00  0.00
180               1.00  0.00
190               0.93  0.07
----------------------------------------
if_null_BsmtQual     0     1
MSZoning                    
C (all)           1.00  0.00
FV                1.00  0.00
RH                0.94  0.06
RL                0.97  0.03
RM                0.98  0.02
----------------------------------------
if_null_BsmtQual     0     1
Street                      
Grvl              1.00  0.00
Pave              0.97  0.03
----------------------------------------
if_null_BsmtQual     0     1
Alley                       
Grvl              0.98  0.02
Pave              1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
LotShape                    
IR1               0.99  0.01
IR2               0.98  0.02
IR3               1.00  0.00
Reg               0.97  0.03
----------------------------------------
if_null_BsmtQual     0     1
LandContour                 
Bnk               0.97  0.03
HLS               1.00  0.00
Low               0.94  0.06
Lvl               0.97  0.03
----------------------------------------
if_null_BsmtQual     0     1
Utilities                   
AllPub            0.97  0.03
NoSeWa            1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
LotConfig                   
Corner            0.98  0.02
CulDSac           0.98  0.02
FR2               0.98  0.02
FR3               1.00  0.00
Inside            0.97  0.03
----------------------------------------
if_null_BsmtQual     0     1
LandSlope                   
Gtl               0.97  0.03
Mod               0.98  0.02
Sev               1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
Neighborhood                
Blmngtn           1.00  0.00
Blueste           1.00  0.00
BrDale            1.00  0.00
BrkSide           0.95  0.05
ClearCr           0.96  0.04
CollgCr           1.00  0.00
Crawfor           1.00  0.00
Edwards           0.89  0.11
Gilbert           0.99  0.01
IDOTRR            0.97  0.03
MeadowV           1.00  0.00
Mitchel           0.96  0.04
NAmes             0.96  0.04
NPkVill           1.00  0.00
NWAmes            1.00  0.00
NoRidge           1.00  0.00
NridgHt           1.00  0.00
OldTown           0.98  0.02
SWISU             1.00  0.00
Sawyer            0.97  0.03
SawyerW           0.93  0.07
Somerst           1.00  0.00
StoneBr           1.00  0.00
Timber            1.00  0.00
Veenker           1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
Condition1                  
Artery            0.98  0.02
Feedr             0.93  0.07
Norm              0.98  0.02
PosA              1.00  0.00
PosN              1.00  0.00
RRAe              0.91  0.09
RRAn              1.00  0.00
RRNe              1.00  0.00
RRNn              1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
Condition2                  
Artery            1.00  0.00
Feedr             1.00  0.00
Norm              0.97  0.03
PosA              1.00  0.00
PosN              1.00  0.00
RRAe              1.00  0.00
RRAn              1.00  0.00
RRNn              1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
BldgType                    
1Fam              0.98  0.02
2fmCon            0.94  0.06
Duplex            0.73  0.27
Twnhs             1.00  0.00
TwnhsE            1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
HouseStyle                  
1.5Fin            0.97  0.03
1.5Unf            1.00  0.00
1Story            0.96  0.04
2.5Fin            1.00  0.00
2.5Unf            1.00  0.00
2Story            0.99  0.01
SFoyer            0.97  0.03
SLvl              1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
RoofStyle                   
Flat              0.92  0.08
Gable             0.98  0.02
Gambrel           1.00  0.00
Hip               0.97  0.03
Mansard           1.00  0.00
Shed              1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
RoofMatl                    
ClyTile           1.00  0.00
CompShg           0.97  0.03
Membran           1.00  0.00
Metal             1.00  0.00
Roll              1.00  0.00
Tar&Grv           0.91  0.09
WdShake           1.00  0.00
WdShngl           1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
Exterior1st                 
AsbShng           0.90  0.10
AsphShn           0.00  1.00
BrkComm           0.50  0.50
BrkFace           0.90  0.10
CBlock            1.00  0.00
CemntBd           1.00  0.00
HdBoard           0.98  0.02
ImStucc           1.00  0.00
MetalSd           0.98  0.02
Plywood           0.95  0.05
Stone             1.00  0.00
Stucco            0.92  0.08
VinylSd           0.99  0.01
Wd Sdng           0.98  0.02
WdShing           0.92  0.08
----------------------------------------
if_null_BsmtQual     0     1
Exterior2nd                 
AsbShng           0.95  0.05
AsphShn           0.67  0.33
Brk Cmn           0.86  0.14
BrkFace           0.92  0.08
CBlock            1.00  0.00
CmentBd           1.00  0.00
HdBoard           0.98  0.02
ImStucc           1.00  0.00
MetalSd           0.98  0.02
Other             1.00  0.00
Plywood           0.95  0.05
Stone             0.60  0.40
Stucco            0.96  0.04
VinylSd           0.99  0.01
Wd Sdng           0.97  0.03
Wd Shng           0.95  0.05
----------------------------------------
if_null_BsmtQual     0     1
MasVnrType                  
BrkCmn            1.00  0.00
BrkFace           0.99  0.01
Stone             1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
ExterQual                   
Ex                1.00  0.00
Fa                0.86  0.14
Gd                1.00  0.00
TA                0.96  0.04
----------------------------------------
if_null_BsmtQual     0     1
ExterCond                   
Ex                1.00  0.00
Fa                0.86  0.14
Gd                0.99  0.01
Po                1.00  0.00
TA                0.98  0.02
----------------------------------------
if_null_BsmtQual     0     1
Foundation                  
BrkTil            0.99  0.01
CBlock            0.99  0.01
PConc             1.00  0.00
Slab              0.00  1.00
Stone             1.00  0.00
Wood              1.00  0.00
----------------------------------------
if_null_BsmtQual    0
BsmtQual             
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_BsmtQual    0
BsmtCond             
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_BsmtQual    0
BsmtExposure         
Av                1.0
Gd                1.0
Mn                1.0
No                1.0
----------------------------------------
if_null_BsmtQual    0
BsmtFinType1         
ALQ               1.0
BLQ               1.0
GLQ               1.0
LwQ               1.0
Rec               1.0
Unf               1.0
----------------------------------------
if_null_BsmtQual    0
BsmtFinType2         
ALQ               1.0
BLQ               1.0
GLQ               1.0
LwQ               1.0
Rec               1.0
Unf               1.0
----------------------------------------
if_null_BsmtQual     0     1
Heating                     
Floor             0.00  1.00
GasA              0.98  0.02
GasW              0.94  0.06
Grav              1.00  0.00
OthW              1.00  0.00
Wall              0.00  1.00
----------------------------------------
if_null_BsmtQual     0     1
HeatingQC                   
Ex                0.99  0.01
Fa                0.88  0.12
Gd                0.98  0.02
Po                1.00  0.00
TA                0.96  0.04
----------------------------------------
if_null_BsmtQual     0     1
CentralAir                  
N                 0.85  0.15
Y                 0.98  0.02
----------------------------------------
if_null_BsmtQual     0     1
Electrical                  
FuseA             0.94  0.06
FuseF             0.78  0.22
FuseP             0.67  0.33
Mix               1.00  0.00
SBrkr             0.98  0.02
----------------------------------------
if_null_BsmtQual     0     1
KitchenQual                 
Ex                1.00  0.00
Fa                0.90  0.10
Gd                0.99  0.01
TA                0.96  0.04
----------------------------------------
if_null_BsmtQual     0     1
Functional                  
Maj1              1.00  0.00
Maj2              1.00  0.00
Min1              0.90  0.10
Min2              0.91  0.09
Mod               0.80  0.20
Sev               1.00  0.00
Typ               0.98  0.02
----------------------------------------
if_null_BsmtQual     0     1
FireplaceQu                 
Ex                0.96  0.04
Fa                1.00  0.00
Gd                0.99  0.01
Po                0.95  0.05
TA                0.99  0.01
----------------------------------------
if_null_BsmtQual     0     1
GarageType                  
2Types            1.00  0.00
Attchd            0.99  0.01
Basment           1.00  0.00
BuiltIn           0.99  0.01
CarPort           0.78  0.22
Detchd            0.95  0.05
----------------------------------------
if_null_BsmtQual     0     1
GarageFinish                
Fin               0.99  0.01
RFn               0.99  0.01
Unf               0.96  0.04
----------------------------------------
if_null_BsmtQual     0     1
GarageQual                  
Ex                1.00  0.00
Fa                1.00  0.00
Gd                1.00  0.00
Po                1.00  0.00
TA                0.98  0.02
----------------------------------------
if_null_BsmtQual     0     1
GarageCond                  
Ex                1.00  0.00
Fa                0.94  0.06
Gd                1.00  0.00
Po                1.00  0.00
TA                0.98  0.02
----------------------------------------
if_null_BsmtQual     0     1
PavedDrive                  
N                 0.89  0.11
P                 0.97  0.03
Y                 0.98  0.02
----------------------------------------
if_null_BsmtQual    0
PoolQC               
Ex                1.0
Fa                1.0
Gd                1.0
----------------------------------------
if_null_BsmtQual     0     1
Fence                       
GdPrv             0.98  0.02
GdWo              1.00  0.00
MnPrv             0.98  0.02
MnWw              1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
MiscFeature                 
Gar2              1.00  0.00
Othr              0.50  0.50
Shed              0.96  0.04
TenC              1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
SaleType                    
COD               0.98  0.02
CWD               1.00  0.00
Con               1.00  0.00
ConLD             0.89  0.11
ConLI             1.00  0.00
ConLw             1.00  0.00
New               1.00  0.00
Oth               1.00  0.00
WD                0.97  0.03
----------------------------------------
if_null_BsmtQual     0     1
SaleCondition               
Abnorml           0.99  0.01
AdjLand           0.75  0.25
Alloca            0.75  0.25
Family            1.00  0.00
Normal            0.97  0.03
Partial           1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
MSSubClass                  
20                0.97  0.03
30                1.00  0.00
40                1.00  0.00
45                1.00  0.00
50                0.98  0.02
60                1.00  0.00
70                1.00  0.00
75                1.00  0.00
80                1.00  0.00
85                0.95  0.05
90                0.73  0.27
120               1.00  0.00
160               1.00  0.00
180               1.00  0.00
190               0.93  0.07
----------------------------------------
if_null_BsmtCond     0     1
MSZoning                    
C (all)           1.00  0.00
FV                1.00  0.00
RH                0.94  0.06
RL                0.97  0.03
RM                0.98  0.02
----------------------------------------
if_null_BsmtCond     0     1
Street                      
Grvl              1.00  0.00
Pave              0.97  0.03
----------------------------------------
if_null_BsmtCond     0     1
Alley                       
Grvl              0.98  0.02
Pave              1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
LotShape                    
IR1               0.99  0.01
IR2               0.98  0.02
IR3               1.00  0.00
Reg               0.97  0.03
----------------------------------------
if_null_BsmtCond     0     1
LandContour                 
Bnk               0.97  0.03
HLS               1.00  0.00
Low               0.94  0.06
Lvl               0.97  0.03
----------------------------------------
if_null_BsmtCond     0     1
Utilities                   
AllPub            0.97  0.03
NoSeWa            1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
LotConfig                   
Corner            0.98  0.02
CulDSac           0.98  0.02
FR2               0.98  0.02
FR3               1.00  0.00
Inside            0.97  0.03
----------------------------------------
if_null_BsmtCond     0     1
LandSlope                   
Gtl               0.97  0.03
Mod               0.98  0.02
Sev               1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
Neighborhood                
Blmngtn           1.00  0.00
Blueste           1.00  0.00
BrDale            1.00  0.00
BrkSide           0.95  0.05
ClearCr           0.96  0.04
CollgCr           1.00  0.00
Crawfor           1.00  0.00
Edwards           0.89  0.11
Gilbert           0.99  0.01
IDOTRR            0.97  0.03
MeadowV           1.00  0.00
Mitchel           0.96  0.04
NAmes             0.96  0.04
NPkVill           1.00  0.00
NWAmes            1.00  0.00
NoRidge           1.00  0.00
NridgHt           1.00  0.00
OldTown           0.98  0.02
SWISU             1.00  0.00
Sawyer            0.97  0.03
SawyerW           0.93  0.07
Somerst           1.00  0.00
StoneBr           1.00  0.00
Timber            1.00  0.00
Veenker           1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
Condition1                  
Artery            0.98  0.02
Feedr             0.93  0.07
Norm              0.98  0.02
PosA              1.00  0.00
PosN              1.00  0.00
RRAe              0.91  0.09
RRAn              1.00  0.00
RRNe              1.00  0.00
RRNn              1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
Condition2                  
Artery            1.00  0.00
Feedr             1.00  0.00
Norm              0.97  0.03
PosA              1.00  0.00
PosN              1.00  0.00
RRAe              1.00  0.00
RRAn              1.00  0.00
RRNn              1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
BldgType                    
1Fam              0.98  0.02
2fmCon            0.94  0.06
Duplex            0.73  0.27
Twnhs             1.00  0.00
TwnhsE            1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
HouseStyle                  
1.5Fin            0.97  0.03
1.5Unf            1.00  0.00
1Story            0.96  0.04
2.5Fin            1.00  0.00
2.5Unf            1.00  0.00
2Story            0.99  0.01
SFoyer            0.97  0.03
SLvl              1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
RoofStyle                   
Flat              0.92  0.08
Gable             0.98  0.02
Gambrel           1.00  0.00
Hip               0.97  0.03
Mansard           1.00  0.00
Shed              1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
RoofMatl                    
ClyTile           1.00  0.00
CompShg           0.97  0.03
Membran           1.00  0.00
Metal             1.00  0.00
Roll              1.00  0.00
Tar&Grv           0.91  0.09
WdShake           1.00  0.00
WdShngl           1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
Exterior1st                 
AsbShng           0.90  0.10
AsphShn           0.00  1.00
BrkComm           0.50  0.50
BrkFace           0.90  0.10
CBlock            1.00  0.00
CemntBd           1.00  0.00
HdBoard           0.98  0.02
ImStucc           1.00  0.00
MetalSd           0.98  0.02
Plywood           0.95  0.05
Stone             1.00  0.00
Stucco            0.92  0.08
VinylSd           0.99  0.01
Wd Sdng           0.98  0.02
WdShing           0.92  0.08
----------------------------------------
if_null_BsmtCond     0     1
Exterior2nd                 
AsbShng           0.95  0.05
AsphShn           0.67  0.33
Brk Cmn           0.86  0.14
BrkFace           0.92  0.08
CBlock            1.00  0.00
CmentBd           1.00  0.00
HdBoard           0.98  0.02
ImStucc           1.00  0.00
MetalSd           0.98  0.02
Other             1.00  0.00
Plywood           0.95  0.05
Stone             0.60  0.40
Stucco            0.96  0.04
VinylSd           0.99  0.01
Wd Sdng           0.97  0.03
Wd Shng           0.95  0.05
----------------------------------------
if_null_BsmtCond     0     1
MasVnrType                  
BrkCmn            1.00  0.00
BrkFace           0.99  0.01
Stone             1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
ExterQual                   
Ex                1.00  0.00
Fa                0.86  0.14
Gd                1.00  0.00
TA                0.96  0.04
----------------------------------------
if_null_BsmtCond     0     1
ExterCond                   
Ex                1.00  0.00
Fa                0.86  0.14
Gd                0.99  0.01
Po                1.00  0.00
TA                0.98  0.02
----------------------------------------
if_null_BsmtCond     0     1
Foundation                  
BrkTil            0.99  0.01
CBlock            0.99  0.01
PConc             1.00  0.00
Slab              0.00  1.00
Stone             1.00  0.00
Wood              1.00  0.00
----------------------------------------
if_null_BsmtCond    0
BsmtQual             
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_BsmtCond    0
BsmtCond             
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_BsmtCond    0
BsmtExposure         
Av                1.0
Gd                1.0
Mn                1.0
No                1.0
----------------------------------------
if_null_BsmtCond    0
BsmtFinType1         
ALQ               1.0
BLQ               1.0
GLQ               1.0
LwQ               1.0
Rec               1.0
Unf               1.0
----------------------------------------
if_null_BsmtCond    0
BsmtFinType2         
ALQ               1.0
BLQ               1.0
GLQ               1.0
LwQ               1.0
Rec               1.0
Unf               1.0
----------------------------------------
if_null_BsmtCond     0     1
Heating                     
Floor             0.00  1.00
GasA              0.98  0.02
GasW              0.94  0.06
Grav              1.00  0.00
OthW              1.00  0.00
Wall              0.00  1.00
----------------------------------------
if_null_BsmtCond     0     1
HeatingQC                   
Ex                0.99  0.01
Fa                0.88  0.12
Gd                0.98  0.02
Po                1.00  0.00
TA                0.96  0.04
----------------------------------------
if_null_BsmtCond     0     1
CentralAir                  
N                 0.85  0.15
Y                 0.98  0.02
----------------------------------------
if_null_BsmtCond     0     1
Electrical                  
FuseA             0.94  0.06
FuseF             0.78  0.22
FuseP             0.67  0.33
Mix               1.00  0.00
SBrkr             0.98  0.02
----------------------------------------
if_null_BsmtCond     0     1
KitchenQual                 
Ex                1.00  0.00
Fa                0.90  0.10
Gd                0.99  0.01
TA                0.96  0.04
----------------------------------------
if_null_BsmtCond     0     1
Functional                  
Maj1              1.00  0.00
Maj2              1.00  0.00
Min1              0.90  0.10
Min2              0.91  0.09
Mod               0.80  0.20
Sev               1.00  0.00
Typ               0.98  0.02
----------------------------------------
if_null_BsmtCond     0     1
FireplaceQu                 
Ex                0.96  0.04
Fa                1.00  0.00
Gd                0.99  0.01
Po                0.95  0.05
TA                0.99  0.01
----------------------------------------
if_null_BsmtCond     0     1
GarageType                  
2Types            1.00  0.00
Attchd            0.99  0.01
Basment           1.00  0.00
BuiltIn           0.99  0.01
CarPort           0.78  0.22
Detchd            0.95  0.05
----------------------------------------
if_null_BsmtCond     0     1
GarageFinish                
Fin               0.99  0.01
RFn               0.99  0.01
Unf               0.96  0.04
----------------------------------------
if_null_BsmtCond     0     1
GarageQual                  
Ex                1.00  0.00
Fa                1.00  0.00
Gd                1.00  0.00
Po                1.00  0.00
TA                0.98  0.02
----------------------------------------
if_null_BsmtCond     0     1
GarageCond                  
Ex                1.00  0.00
Fa                0.94  0.06
Gd                1.00  0.00
Po                1.00  0.00
TA                0.98  0.02
----------------------------------------
if_null_BsmtCond     0     1
PavedDrive                  
N                 0.89  0.11
P                 0.97  0.03
Y                 0.98  0.02
----------------------------------------
if_null_BsmtCond    0
PoolQC               
Ex                1.0
Fa                1.0
Gd                1.0
----------------------------------------
if_null_BsmtCond     0     1
Fence                       
GdPrv             0.98  0.02
GdWo              1.00  0.00
MnPrv             0.98  0.02
MnWw              1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
MiscFeature                 
Gar2              1.00  0.00
Othr              0.50  0.50
Shed              0.96  0.04
TenC              1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
SaleType                    
COD               0.98  0.02
CWD               1.00  0.00
Con               1.00  0.00
ConLD             0.89  0.11
ConLI             1.00  0.00
ConLw             1.00  0.00
New               1.00  0.00
Oth               1.00  0.00
WD                0.97  0.03
----------------------------------------
if_null_BsmtCond     0     1
SaleCondition               
Abnorml           0.99  0.01
AdjLand           0.75  0.25
Alloca            0.75  0.25
Family            1.00  0.00
Normal            0.97  0.03
Partial           1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
MSSubClass                      
20                    0.97  0.03
30                    1.00  0.00
40                    1.00  0.00
45                    1.00  0.00
50                    0.98  0.02
60                    0.99  0.01
70                    1.00  0.00
75                    1.00  0.00
80                    1.00  0.00
85                    0.95  0.05
90                    0.73  0.27
120                   1.00  0.00
160                   1.00  0.00
180                   1.00  0.00
190                   0.93  0.07
----------------------------------------
if_null_BsmtExposure     0     1
MSZoning                        
C (all)               1.00  0.00
FV                    1.00  0.00
RH                    0.94  0.06
RL                    0.97  0.03
RM                    0.98  0.02
----------------------------------------
if_null_BsmtExposure     0     1
Street                          
Grvl                  1.00  0.00
Pave                  0.97  0.03
----------------------------------------
if_null_BsmtExposure     0     1
Alley                           
Grvl                  0.98  0.02
Pave                  1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
LotShape                        
IR1                   0.99  0.01
IR2                   0.98  0.02
IR3                   1.00  0.00
Reg                   0.97  0.03
----------------------------------------
if_null_BsmtExposure     0     1
LandContour                     
Bnk                   0.97  0.03
HLS                   1.00  0.00
Low                   0.94  0.06
Lvl                   0.97  0.03
----------------------------------------
if_null_BsmtExposure     0     1
Utilities                       
AllPub                0.97  0.03
NoSeWa                1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
LotConfig                       
Corner                0.98  0.02
CulDSac               0.98  0.02
FR2                   0.98  0.02
FR3                   1.00  0.00
Inside                0.97  0.03
----------------------------------------
if_null_BsmtExposure     0     1
LandSlope                       
Gtl                   0.97  0.03
Mod                   0.98  0.02
Sev                   1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
Neighborhood                    
Blmngtn               1.00  0.00
Blueste               1.00  0.00
BrDale                1.00  0.00
BrkSide               0.95  0.05
ClearCr               0.96  0.04
CollgCr               0.99  0.01
Crawfor               1.00  0.00
Edwards               0.89  0.11
Gilbert               0.99  0.01
IDOTRR                0.97  0.03
MeadowV               1.00  0.00
Mitchel               0.96  0.04
NAmes                 0.96  0.04
NPkVill               1.00  0.00
NWAmes                1.00  0.00
NoRidge               1.00  0.00
NridgHt               1.00  0.00
OldTown               0.98  0.02
SWISU                 1.00  0.00
Sawyer                0.97  0.03
SawyerW               0.93  0.07
Somerst               1.00  0.00
StoneBr               1.00  0.00
Timber                1.00  0.00
Veenker               1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
Condition1                      
Artery                0.98  0.02
Feedr                 0.93  0.07
Norm                  0.98  0.02
PosA                  1.00  0.00
PosN                  1.00  0.00
RRAe                  0.91  0.09
RRAn                  1.00  0.00
RRNe                  1.00  0.00
RRNn                  1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
Condition2                      
Artery                1.00  0.00
Feedr                 1.00  0.00
Norm                  0.97  0.03
PosA                  1.00  0.00
PosN                  1.00  0.00
RRAe                  1.00  0.00
RRAn                  1.00  0.00
RRNn                  1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
BldgType                        
1Fam                  0.98  0.02
2fmCon                0.94  0.06
Duplex                0.73  0.27
Twnhs                 1.00  0.00
TwnhsE                1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
HouseStyle                      
1.5Fin                0.97  0.03
1.5Unf                1.00  0.00
1Story                0.96  0.04
2.5Fin                1.00  0.00
2.5Unf                1.00  0.00
2Story                0.99  0.01
SFoyer                0.97  0.03
SLvl                  1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
RoofStyle                       
Flat                  0.92  0.08
Gable                 0.97  0.03
Gambrel               1.00  0.00
Hip                   0.97  0.03
Mansard               1.00  0.00
Shed                  1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
RoofMatl                        
ClyTile               1.00  0.00
CompShg               0.97  0.03
Membran               1.00  0.00
Metal                 1.00  0.00
Roll                  1.00  0.00
Tar&Grv               0.91  0.09
WdShake               1.00  0.00
WdShngl               1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
Exterior1st                     
AsbShng               0.90  0.10
AsphShn               0.00  1.00
BrkComm               0.50  0.50
BrkFace               0.90  0.10
CBlock                1.00  0.00
CemntBd               1.00  0.00
HdBoard               0.98  0.02
ImStucc               1.00  0.00
MetalSd               0.98  0.02
Plywood               0.95  0.05
Stone                 1.00  0.00
Stucco                0.92  0.08
VinylSd               0.99  0.01
Wd Sdng               0.98  0.02
WdShing               0.92  0.08
----------------------------------------
if_null_BsmtExposure     0     1
Exterior2nd                     
AsbShng               0.95  0.05
AsphShn               0.67  0.33
Brk Cmn               0.86  0.14
BrkFace               0.92  0.08
CBlock                1.00  0.00
CmentBd               1.00  0.00
HdBoard               0.98  0.02
ImStucc               1.00  0.00
MetalSd               0.98  0.02
Other                 1.00  0.00
Plywood               0.95  0.05
Stone                 0.60  0.40
Stucco                0.96  0.04
VinylSd               0.99  0.01
Wd Sdng               0.97  0.03
Wd Shng               0.95  0.05
----------------------------------------
if_null_BsmtExposure     0     1
MasVnrType                      
BrkCmn                1.00  0.00
BrkFace               0.99  0.01
Stone                 1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
ExterQual                       
Ex                    1.00  0.00
Fa                    0.86  0.14
Gd                    1.00  0.00
TA                    0.96  0.04
----------------------------------------
if_null_BsmtExposure     0     1
ExterCond                       
Ex                    1.00  0.00
Fa                    0.86  0.14
Gd                    0.99  0.01
Po                    1.00  0.00
TA                    0.97  0.03
----------------------------------------
if_null_BsmtExposure     0     1
Foundation                      
BrkTil                0.99  0.01
CBlock                0.99  0.01
PConc                 0.99  0.01
Slab                  0.00  1.00
Stone                 1.00  0.00
Wood                  1.00  0.00
----------------------------------------
if_null_BsmtExposure    0    1
BsmtQual                      
Ex                    1.0  0.0
Fa                    1.0  0.0
Gd                    1.0  0.0
TA                    1.0  0.0
----------------------------------------
if_null_BsmtExposure    0    1
BsmtCond                      
Fa                    1.0  0.0
Gd                    1.0  0.0
Po                    1.0  0.0
TA                    1.0  0.0
----------------------------------------
if_null_BsmtExposure    0
BsmtExposure             
Av                    1.0
Gd                    1.0
Mn                    1.0
No                    1.0
----------------------------------------
if_null_BsmtExposure    0    1
BsmtFinType1                  
ALQ                   1.0  0.0
BLQ                   1.0  0.0
GLQ                   1.0  0.0
LwQ                   1.0  0.0
Rec                   1.0  0.0
Unf                   1.0  0.0
----------------------------------------
if_null_BsmtExposure    0    1
BsmtFinType2                  
ALQ                   1.0  0.0
BLQ                   1.0  0.0
GLQ                   1.0  0.0
LwQ                   1.0  0.0
Rec                   1.0  0.0
Unf                   1.0  0.0
----------------------------------------
if_null_BsmtExposure     0     1
Heating                         
Floor                 0.00  1.00
GasA                  0.98  0.02
GasW                  0.94  0.06
Grav                  1.00  0.00
OthW                  1.00  0.00
Wall                  0.00  1.00
----------------------------------------
if_null_BsmtExposure     0     1
HeatingQC                       
Ex                    0.99  0.01
Fa                    0.88  0.12
Gd                    0.98  0.02
Po                    1.00  0.00
TA                    0.96  0.04
----------------------------------------
if_null_BsmtExposure     0     1
CentralAir                      
N                     0.85  0.15
Y                     0.98  0.02
----------------------------------------
if_null_BsmtExposure     0     1
Electrical                      
FuseA                 0.94  0.06
FuseF                 0.78  0.22
FuseP                 0.67  0.33
Mix                   1.00  0.00
SBrkr                 0.98  0.02
----------------------------------------
if_null_BsmtExposure     0     1
KitchenQual                     
Ex                    1.00  0.00
Fa                    0.90  0.10
Gd                    0.99  0.01
TA                    0.96  0.04
----------------------------------------
if_null_BsmtExposure     0     1
Functional                      
Maj1                  1.00  0.00
Maj2                  1.00  0.00
Min1                  0.90  0.10
Min2                  0.91  0.09
Mod                   0.80  0.20
Sev                   1.00  0.00
Typ                   0.98  0.02
----------------------------------------
if_null_BsmtExposure     0     1
FireplaceQu                     
Ex                    0.96  0.04
Fa                    1.00  0.00
Gd                    0.99  0.01
Po                    0.95  0.05
TA                    0.99  0.01
----------------------------------------
if_null_BsmtExposure     0     1
GarageType                      
2Types                1.00  0.00
Attchd                0.99  0.01
Basment               1.00  0.00
BuiltIn               0.99  0.01
CarPort               0.78  0.22
Detchd                0.95  0.05
----------------------------------------
if_null_BsmtExposure     0     1
GarageFinish                    
Fin                   0.99  0.01
RFn                   0.99  0.01
Unf                   0.96  0.04
----------------------------------------
if_null_BsmtExposure     0     1
GarageQual                      
Ex                    1.00  0.00
Fa                    1.00  0.00
Gd                    1.00  0.00
Po                    1.00  0.00
TA                    0.98  0.02
----------------------------------------
if_null_BsmtExposure     0     1
GarageCond                      
Ex                    1.00  0.00
Fa                    0.94  0.06
Gd                    1.00  0.00
Po                    1.00  0.00
TA                    0.98  0.02
----------------------------------------
if_null_BsmtExposure     0     1
PavedDrive                      
N                     0.89  0.11
P                     0.97  0.03
Y                     0.98  0.02
----------------------------------------
if_null_BsmtExposure    0
PoolQC                   
Ex                    1.0
Fa                    1.0
Gd                    1.0
----------------------------------------
if_null_BsmtExposure     0     1
Fence                           
GdPrv                 0.98  0.02
GdWo                  1.00  0.00
MnPrv                 0.98  0.02
MnWw                  1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
MiscFeature                     
Gar2                  1.00  0.00
Othr                  0.50  0.50
Shed                  0.96  0.04
TenC                  1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
SaleType                        
COD                   0.98  0.02
CWD                   1.00  0.00
Con                   1.00  0.00
ConLD                 0.89  0.11
ConLI                 1.00  0.00
ConLw                 1.00  0.00
New                   1.00  0.00
Oth                   1.00  0.00
WD                    0.97  0.03
----------------------------------------
if_null_BsmtExposure     0     1
SaleCondition                   
Abnorml               0.99  0.01
AdjLand               0.75  0.25
Alloca                0.75  0.25
Family                1.00  0.00
Normal                0.97  0.03
Partial               1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
MSSubClass                      
20                    0.97  0.03
30                    1.00  0.00
40                    1.00  0.00
45                    1.00  0.00
50                    0.98  0.02
60                    1.00  0.00
70                    1.00  0.00
75                    1.00  0.00
80                    1.00  0.00
85                    0.95  0.05
90                    0.73  0.27
120                   1.00  0.00
160                   1.00  0.00
180                   1.00  0.00
190                   0.93  0.07
----------------------------------------
if_null_BsmtFinType1     0     1
MSZoning                        
C (all)               1.00  0.00
FV                    1.00  0.00
RH                    0.94  0.06
RL                    0.97  0.03
RM                    0.98  0.02
----------------------------------------
if_null_BsmtFinType1     0     1
Street                          
Grvl                  1.00  0.00
Pave                  0.97  0.03
----------------------------------------
if_null_BsmtFinType1     0     1
Alley                           
Grvl                  0.98  0.02
Pave                  1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
LotShape                        
IR1                   0.99  0.01
IR2                   0.98  0.02
IR3                   1.00  0.00
Reg                   0.97  0.03
----------------------------------------
if_null_BsmtFinType1     0     1
LandContour                     
Bnk                   0.97  0.03
HLS                   1.00  0.00
Low                   0.94  0.06
Lvl                   0.97  0.03
----------------------------------------
if_null_BsmtFinType1     0     1
Utilities                       
AllPub                0.97  0.03
NoSeWa                1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
LotConfig                       
Corner                0.98  0.02
CulDSac               0.98  0.02
FR2                   0.98  0.02
FR3                   1.00  0.00
Inside                0.97  0.03
----------------------------------------
if_null_BsmtFinType1     0     1
LandSlope                       
Gtl                   0.97  0.03
Mod                   0.98  0.02
Sev                   1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
Neighborhood                    
Blmngtn               1.00  0.00
Blueste               1.00  0.00
BrDale                1.00  0.00
BrkSide               0.95  0.05
ClearCr               0.96  0.04
CollgCr               1.00  0.00
Crawfor               1.00  0.00
Edwards               0.89  0.11
Gilbert               0.99  0.01
IDOTRR                0.97  0.03
MeadowV               1.00  0.00
Mitchel               0.96  0.04
NAmes                 0.96  0.04
NPkVill               1.00  0.00
NWAmes                1.00  0.00
NoRidge               1.00  0.00
NridgHt               1.00  0.00
OldTown               0.98  0.02
SWISU                 1.00  0.00
Sawyer                0.97  0.03
SawyerW               0.93  0.07
Somerst               1.00  0.00
StoneBr               1.00  0.00
Timber                1.00  0.00
Veenker               1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
Condition1                      
Artery                0.98  0.02
Feedr                 0.93  0.07
Norm                  0.98  0.02
PosA                  1.00  0.00
PosN                  1.00  0.00
RRAe                  0.91  0.09
RRAn                  1.00  0.00
RRNe                  1.00  0.00
RRNn                  1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
Condition2                      
Artery                1.00  0.00
Feedr                 1.00  0.00
Norm                  0.97  0.03
PosA                  1.00  0.00
PosN                  1.00  0.00
RRAe                  1.00  0.00
RRAn                  1.00  0.00
RRNn                  1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
BldgType                        
1Fam                  0.98  0.02
2fmCon                0.94  0.06
Duplex                0.73  0.27
Twnhs                 1.00  0.00
TwnhsE                1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
HouseStyle                      
1.5Fin                0.97  0.03
1.5Unf                1.00  0.00
1Story                0.96  0.04
2.5Fin                1.00  0.00
2.5Unf                1.00  0.00
2Story                0.99  0.01
SFoyer                0.97  0.03
SLvl                  1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
RoofStyle                       
Flat                  0.92  0.08
Gable                 0.98  0.02
Gambrel               1.00  0.00
Hip                   0.97  0.03
Mansard               1.00  0.00
Shed                  1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
RoofMatl                        
ClyTile               1.00  0.00
CompShg               0.97  0.03
Membran               1.00  0.00
Metal                 1.00  0.00
Roll                  1.00  0.00
Tar&Grv               0.91  0.09
WdShake               1.00  0.00
WdShngl               1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
Exterior1st                     
AsbShng               0.90  0.10
AsphShn               0.00  1.00
BrkComm               0.50  0.50
BrkFace               0.90  0.10
CBlock                1.00  0.00
CemntBd               1.00  0.00
HdBoard               0.98  0.02
ImStucc               1.00  0.00
MetalSd               0.98  0.02
Plywood               0.95  0.05
Stone                 1.00  0.00
Stucco                0.92  0.08
VinylSd               0.99  0.01
Wd Sdng               0.98  0.02
WdShing               0.92  0.08
----------------------------------------
if_null_BsmtFinType1     0     1
Exterior2nd                     
AsbShng               0.95  0.05
AsphShn               0.67  0.33
Brk Cmn               0.86  0.14
BrkFace               0.92  0.08
CBlock                1.00  0.00
CmentBd               1.00  0.00
HdBoard               0.98  0.02
ImStucc               1.00  0.00
MetalSd               0.98  0.02
Other                 1.00  0.00
Plywood               0.95  0.05
Stone                 0.60  0.40
Stucco                0.96  0.04
VinylSd               0.99  0.01
Wd Sdng               0.97  0.03
Wd Shng               0.95  0.05
----------------------------------------
if_null_BsmtFinType1     0     1
MasVnrType                      
BrkCmn                1.00  0.00
BrkFace               0.99  0.01
Stone                 1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
ExterQual                       
Ex                    1.00  0.00
Fa                    0.86  0.14
Gd                    1.00  0.00
TA                    0.96  0.04
----------------------------------------
if_null_BsmtFinType1     0     1
ExterCond                       
Ex                    1.00  0.00
Fa                    0.86  0.14
Gd                    0.99  0.01
Po                    1.00  0.00
TA                    0.98  0.02
----------------------------------------
if_null_BsmtFinType1     0     1
Foundation                      
BrkTil                0.99  0.01
CBlock                0.99  0.01
PConc                 1.00  0.00
Slab                  0.00  1.00
Stone                 1.00  0.00
Wood                  1.00  0.00
----------------------------------------
if_null_BsmtFinType1    0
BsmtQual                 
Ex                    1.0
Fa                    1.0
Gd                    1.0
TA                    1.0
----------------------------------------
if_null_BsmtFinType1    0
BsmtCond                 
Fa                    1.0
Gd                    1.0
Po                    1.0
TA                    1.0
----------------------------------------
if_null_BsmtFinType1    0
BsmtExposure             
Av                    1.0
Gd                    1.0
Mn                    1.0
No                    1.0
----------------------------------------
if_null_BsmtFinType1    0
BsmtFinType1             
ALQ                   1.0
BLQ                   1.0
GLQ                   1.0
LwQ                   1.0
Rec                   1.0
Unf                   1.0
----------------------------------------
if_null_BsmtFinType1    0
BsmtFinType2             
ALQ                   1.0
BLQ                   1.0
GLQ                   1.0
LwQ                   1.0
Rec                   1.0
Unf                   1.0
----------------------------------------
if_null_BsmtFinType1     0     1
Heating                         
Floor                 0.00  1.00
GasA                  0.98  0.02
GasW                  0.94  0.06
Grav                  1.00  0.00
OthW                  1.00  0.00
Wall                  0.00  1.00
----------------------------------------
if_null_BsmtFinType1     0     1
HeatingQC                       
Ex                    0.99  0.01
Fa                    0.88  0.12
Gd                    0.98  0.02
Po                    1.00  0.00
TA                    0.96  0.04
----------------------------------------
if_null_BsmtFinType1     0     1
CentralAir                      
N                     0.85  0.15
Y                     0.98  0.02
----------------------------------------
if_null_BsmtFinType1     0     1
Electrical                      
FuseA                 0.94  0.06
FuseF                 0.78  0.22
FuseP                 0.67  0.33
Mix                   1.00  0.00
SBrkr                 0.98  0.02
----------------------------------------
if_null_BsmtFinType1     0     1
KitchenQual                     
Ex                    1.00  0.00
Fa                    0.90  0.10
Gd                    0.99  0.01
TA                    0.96  0.04
----------------------------------------
if_null_BsmtFinType1     0     1
Functional                      
Maj1                  1.00  0.00
Maj2                  1.00  0.00
Min1                  0.90  0.10
Min2                  0.91  0.09
Mod                   0.80  0.20
Sev                   1.00  0.00
Typ                   0.98  0.02
----------------------------------------
if_null_BsmtFinType1     0     1
FireplaceQu                     
Ex                    0.96  0.04
Fa                    1.00  0.00
Gd                    0.99  0.01
Po                    0.95  0.05
TA                    0.99  0.01
----------------------------------------
if_null_BsmtFinType1     0     1
GarageType                      
2Types                1.00  0.00
Attchd                0.99  0.01
Basment               1.00  0.00
BuiltIn               0.99  0.01
CarPort               0.78  0.22
Detchd                0.95  0.05
----------------------------------------
if_null_BsmtFinType1     0     1
GarageFinish                    
Fin                   0.99  0.01
RFn                   0.99  0.01
Unf                   0.96  0.04
----------------------------------------
if_null_BsmtFinType1     0     1
GarageQual                      
Ex                    1.00  0.00
Fa                    1.00  0.00
Gd                    1.00  0.00
Po                    1.00  0.00
TA                    0.98  0.02
----------------------------------------
if_null_BsmtFinType1     0     1
GarageCond                      
Ex                    1.00  0.00
Fa                    0.94  0.06
Gd                    1.00  0.00
Po                    1.00  0.00
TA                    0.98  0.02
----------------------------------------
if_null_BsmtFinType1     0     1
PavedDrive                      
N                     0.89  0.11
P                     0.97  0.03
Y                     0.98  0.02
----------------------------------------
if_null_BsmtFinType1    0
PoolQC                   
Ex                    1.0
Fa                    1.0
Gd                    1.0
----------------------------------------
if_null_BsmtFinType1     0     1
Fence                           
GdPrv                 0.98  0.02
GdWo                  1.00  0.00
MnPrv                 0.98  0.02
MnWw                  1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
MiscFeature                     
Gar2                  1.00  0.00
Othr                  0.50  0.50
Shed                  0.96  0.04
TenC                  1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
SaleType                        
COD                   0.98  0.02
CWD                   1.00  0.00
Con                   1.00  0.00
ConLD                 0.89  0.11
ConLI                 1.00  0.00
ConLw                 1.00  0.00
New                   1.00  0.00
Oth                   1.00  0.00
WD                    0.97  0.03
----------------------------------------
if_null_BsmtFinType1     0     1
SaleCondition                   
Abnorml               0.99  0.01
AdjLand               0.75  0.25
Alloca                0.75  0.25
Family                1.00  0.00
Normal                0.97  0.03
Partial               1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
MSSubClass                      
20                    0.97  0.03
30                    1.00  0.00
40                    1.00  0.00
45                    1.00  0.00
50                    0.98  0.02
60                    1.00  0.00
70                    1.00  0.00
75                    1.00  0.00
80                    1.00  0.00
85                    0.95  0.05
90                    0.73  0.27
120                   1.00  0.00
160                   1.00  0.00
180                   1.00  0.00
190                   0.93  0.07
----------------------------------------
if_null_BsmtFinType2     0     1
MSZoning                        
C (all)               1.00  0.00
FV                    1.00  0.00
RH                    0.94  0.06
RL                    0.97  0.03
RM                    0.98  0.02
----------------------------------------
if_null_BsmtFinType2     0     1
Street                          
Grvl                  1.00  0.00
Pave                  0.97  0.03
----------------------------------------
if_null_BsmtFinType2     0     1
Alley                           
Grvl                  0.98  0.02
Pave                  1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
LotShape                        
IR1                   0.99  0.01
IR2                   0.98  0.02
IR3                   1.00  0.00
Reg                   0.97  0.03
----------------------------------------
if_null_BsmtFinType2     0     1
LandContour                     
Bnk                   0.97  0.03
HLS                   1.00  0.00
Low                   0.94  0.06
Lvl                   0.97  0.03
----------------------------------------
if_null_BsmtFinType2     0     1
Utilities                       
AllPub                0.97  0.03
NoSeWa                1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
LotConfig                       
Corner                0.98  0.02
CulDSac               0.98  0.02
FR2                   0.98  0.02
FR3                   1.00  0.00
Inside                0.97  0.03
----------------------------------------
if_null_BsmtFinType2     0     1
LandSlope                       
Gtl                   0.97  0.03
Mod                   0.98  0.02
Sev                   1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
Neighborhood                    
Blmngtn               1.00  0.00
Blueste               1.00  0.00
BrDale                1.00  0.00
BrkSide               0.95  0.05
ClearCr               0.96  0.04
CollgCr               1.00  0.00
Crawfor               1.00  0.00
Edwards               0.89  0.11
Gilbert               0.99  0.01
IDOTRR                0.97  0.03
MeadowV               1.00  0.00
Mitchel               0.96  0.04
NAmes                 0.96  0.04
NPkVill               1.00  0.00
NWAmes                1.00  0.00
NoRidge               1.00  0.00
NridgHt               0.99  0.01
OldTown               0.98  0.02
SWISU                 1.00  0.00
Sawyer                0.97  0.03
SawyerW               0.93  0.07
Somerst               1.00  0.00
StoneBr               1.00  0.00
Timber                1.00  0.00
Veenker               1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
Condition1                      
Artery                0.98  0.02
Feedr                 0.93  0.07
Norm                  0.98  0.02
PosA                  1.00  0.00
PosN                  1.00  0.00
RRAe                  0.91  0.09
RRAn                  1.00  0.00
RRNe                  1.00  0.00
RRNn                  1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
Condition2                      
Artery                1.00  0.00
Feedr                 1.00  0.00
Norm                  0.97  0.03
PosA                  1.00  0.00
PosN                  1.00  0.00
RRAe                  1.00  0.00
RRAn                  1.00  0.00
RRNn                  1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
BldgType                        
1Fam                  0.98  0.02
2fmCon                0.94  0.06
Duplex                0.73  0.27
Twnhs                 1.00  0.00
TwnhsE                1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
HouseStyle                      
1.5Fin                0.97  0.03
1.5Unf                1.00  0.00
1Story                0.96  0.04
2.5Fin                1.00  0.00
2.5Unf                1.00  0.00
2Story                0.99  0.01
SFoyer                0.97  0.03
SLvl                  1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
RoofStyle                       
Flat                  0.92  0.08
Gable                 0.97  0.03
Gambrel               1.00  0.00
Hip                   0.97  0.03
Mansard               1.00  0.00
Shed                  1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
RoofMatl                        
ClyTile               1.00  0.00
CompShg               0.97  0.03
Membran               1.00  0.00
Metal                 1.00  0.00
Roll                  1.00  0.00
Tar&Grv               0.91  0.09
WdShake               1.00  0.00
WdShngl               1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
Exterior1st                     
AsbShng               0.90  0.10
AsphShn               0.00  1.00
BrkComm               0.50  0.50
BrkFace               0.90  0.10
CBlock                1.00  0.00
CemntBd               1.00  0.00
HdBoard               0.98  0.02
ImStucc               1.00  0.00
MetalSd               0.98  0.02
Plywood               0.95  0.05
Stone                 1.00  0.00
Stucco                0.92  0.08
VinylSd               0.99  0.01
Wd Sdng               0.98  0.02
WdShing               0.92  0.08
----------------------------------------
if_null_BsmtFinType2     0     1
Exterior2nd                     
AsbShng               0.95  0.05
AsphShn               0.67  0.33
Brk Cmn               0.86  0.14
BrkFace               0.92  0.08
CBlock                1.00  0.00
CmentBd               1.00  0.00
HdBoard               0.98  0.02
ImStucc               1.00  0.00
MetalSd               0.98  0.02
Other                 1.00  0.00
Plywood               0.95  0.05
Stone                 0.60  0.40
Stucco                0.96  0.04
VinylSd               0.99  0.01
Wd Sdng               0.97  0.03
Wd Shng               0.95  0.05
----------------------------------------
if_null_BsmtFinType2     0     1
MasVnrType                      
BrkCmn                1.00  0.00
BrkFace               0.99  0.01
Stone                 1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
ExterQual                       
Ex                    1.00  0.00
Fa                    0.86  0.14
Gd                    1.00  0.00
TA                    0.96  0.04
----------------------------------------
if_null_BsmtFinType2     0     1
ExterCond                       
Ex                    1.00  0.00
Fa                    0.86  0.14
Gd                    0.99  0.01
Po                    1.00  0.00
TA                    0.97  0.03
----------------------------------------
if_null_BsmtFinType2     0     1
Foundation                      
BrkTil                0.99  0.01
CBlock                0.99  0.01
PConc                 0.99  0.01
Slab                  0.00  1.00
Stone                 1.00  0.00
Wood                  1.00  0.00
----------------------------------------
if_null_BsmtFinType2    0    1
BsmtQual                      
Ex                    1.0  0.0
Fa                    1.0  0.0
Gd                    1.0  0.0
TA                    1.0  0.0
----------------------------------------
if_null_BsmtFinType2    0    1
BsmtCond                      
Fa                    1.0  0.0
Gd                    1.0  0.0
Po                    1.0  0.0
TA                    1.0  0.0
----------------------------------------
if_null_BsmtFinType2    0    1
BsmtExposure                  
Av                    1.0  0.0
Gd                    1.0  0.0
Mn                    1.0  0.0
No                    1.0  0.0
----------------------------------------
if_null_BsmtFinType2    0    1
BsmtFinType1                  
ALQ                   1.0  0.0
BLQ                   1.0  0.0
GLQ                   1.0  0.0
LwQ                   1.0  0.0
Rec                   1.0  0.0
Unf                   1.0  0.0
----------------------------------------
if_null_BsmtFinType2    0
BsmtFinType2             
ALQ                   1.0
BLQ                   1.0
GLQ                   1.0
LwQ                   1.0
Rec                   1.0
Unf                   1.0
----------------------------------------
if_null_BsmtFinType2     0     1
Heating                         
Floor                 0.00  1.00
GasA                  0.98  0.02
GasW                  0.94  0.06
Grav                  1.00  0.00
OthW                  1.00  0.00
Wall                  0.00  1.00
----------------------------------------
if_null_BsmtFinType2     0     1
HeatingQC                       
Ex                    0.99  0.01
Fa                    0.88  0.12
Gd                    0.98  0.02
Po                    1.00  0.00
TA                    0.96  0.04
----------------------------------------
if_null_BsmtFinType2     0     1
CentralAir                      
N                     0.85  0.15
Y                     0.98  0.02
----------------------------------------
if_null_BsmtFinType2     0     1
Electrical                      
FuseA                 0.94  0.06
FuseF                 0.78  0.22
FuseP                 0.67  0.33
Mix                   1.00  0.00
SBrkr                 0.98  0.02
----------------------------------------
if_null_BsmtFinType2     0     1
KitchenQual                     
Ex                    1.00  0.00
Fa                    0.90  0.10
Gd                    0.99  0.01
TA                    0.96  0.04
----------------------------------------
if_null_BsmtFinType2     0     1
Functional                      
Maj1                  1.00  0.00
Maj2                  1.00  0.00
Min1                  0.90  0.10
Min2                  0.91  0.09
Mod                   0.80  0.20
Sev                   1.00  0.00
Typ                   0.98  0.02
----------------------------------------
if_null_BsmtFinType2     0     1
FireplaceQu                     
Ex                    0.96  0.04
Fa                    1.00  0.00
Gd                    0.99  0.01
Po                    0.95  0.05
TA                    0.99  0.01
----------------------------------------
if_null_BsmtFinType2     0     1
GarageType                      
2Types                1.00  0.00
Attchd                0.99  0.01
Basment               1.00  0.00
BuiltIn               0.99  0.01
CarPort               0.78  0.22
Detchd                0.95  0.05
----------------------------------------
if_null_BsmtFinType2     0     1
GarageFinish                    
Fin                   0.99  0.01
RFn                   0.99  0.01
Unf                   0.96  0.04
----------------------------------------
if_null_BsmtFinType2     0     1
GarageQual                      
Ex                    1.00  0.00
Fa                    1.00  0.00
Gd                    1.00  0.00
Po                    1.00  0.00
TA                    0.98  0.02
----------------------------------------
if_null_BsmtFinType2     0     1
GarageCond                      
Ex                    1.00  0.00
Fa                    0.94  0.06
Gd                    1.00  0.00
Po                    1.00  0.00
TA                    0.98  0.02
----------------------------------------
if_null_BsmtFinType2     0     1
PavedDrive                      
N                     0.89  0.11
P                     0.97  0.03
Y                     0.98  0.02
----------------------------------------
if_null_BsmtFinType2    0
PoolQC                   
Ex                    1.0
Fa                    1.0
Gd                    1.0
----------------------------------------
if_null_BsmtFinType2     0     1
Fence                           
GdPrv                 0.98  0.02
GdWo                  1.00  0.00
MnPrv                 0.98  0.02
MnWw                  1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
MiscFeature                     
Gar2                  1.00  0.00
Othr                  0.50  0.50
Shed                  0.96  0.04
TenC                  1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
SaleType                        
COD                   0.98  0.02
CWD                   1.00  0.00
Con                   1.00  0.00
ConLD                 0.89  0.11
ConLI                 1.00  0.00
ConLw                 1.00  0.00
New                   1.00  0.00
Oth                   1.00  0.00
WD                    0.97  0.03
----------------------------------------
if_null_BsmtFinType2     0     1
SaleCondition                   
Abnorml               0.99  0.01
AdjLand               0.75  0.25
Alloca                0.75  0.25
Family                1.00  0.00
Normal                0.97  0.03
Partial               1.00  0.00
----------------------------------------
if_null_Heating    0
MSSubClass          
20               1.0
30               1.0
40               1.0
45               1.0
50               1.0
60               1.0
70               1.0
75               1.0
80               1.0
85               1.0
90               1.0
120              1.0
160              1.0
180              1.0
190              1.0
----------------------------------------
if_null_Heating    0
MSZoning            
C (all)          1.0
FV               1.0
RH               1.0
RL               1.0
RM               1.0
----------------------------------------
if_null_Heating    0
Street              
Grvl             1.0
Pave             1.0
----------------------------------------
if_null_Heating    0
Alley               
Grvl             1.0
Pave             1.0
----------------------------------------
if_null_Heating    0
LotShape            
IR1              1.0
IR2              1.0
IR3              1.0
Reg              1.0
----------------------------------------
if_null_Heating    0
LandContour         
Bnk              1.0
HLS              1.0
Low              1.0
Lvl              1.0
----------------------------------------
if_null_Heating    0
Utilities           
AllPub           1.0
NoSeWa           1.0
----------------------------------------
if_null_Heating    0
LotConfig           
Corner           1.0
CulDSac          1.0
FR2              1.0
FR3              1.0
Inside           1.0
----------------------------------------
if_null_Heating    0
LandSlope           
Gtl              1.0
Mod              1.0
Sev              1.0
----------------------------------------
if_null_Heating    0
Neighborhood        
Blmngtn          1.0
Blueste          1.0
BrDale           1.0
BrkSide          1.0
ClearCr          1.0
CollgCr          1.0
Crawfor          1.0
Edwards          1.0
Gilbert          1.0
IDOTRR           1.0
MeadowV          1.0
Mitchel          1.0
NAmes            1.0
NPkVill          1.0
NWAmes           1.0
NoRidge          1.0
NridgHt          1.0
OldTown          1.0
SWISU            1.0
Sawyer           1.0
SawyerW          1.0
Somerst          1.0
StoneBr          1.0
Timber           1.0
Veenker          1.0
----------------------------------------
if_null_Heating    0
Condition1          
Artery           1.0
Feedr            1.0
Norm             1.0
PosA             1.0
PosN             1.0
RRAe             1.0
RRAn             1.0
RRNe             1.0
RRNn             1.0
----------------------------------------
if_null_Heating    0
Condition2          
Artery           1.0
Feedr            1.0
Norm             1.0
PosA             1.0
PosN             1.0
RRAe             1.0
RRAn             1.0
RRNn             1.0
----------------------------------------
if_null_Heating    0
BldgType            
1Fam             1.0
2fmCon           1.0
Duplex           1.0
Twnhs            1.0
TwnhsE           1.0
----------------------------------------
if_null_Heating    0
HouseStyle          
1.5Fin           1.0
1.5Unf           1.0
1Story           1.0
2.5Fin           1.0
2.5Unf           1.0
2Story           1.0
SFoyer           1.0
SLvl             1.0
----------------------------------------
if_null_Heating    0
RoofStyle           
Flat             1.0
Gable            1.0
Gambrel          1.0
Hip              1.0
Mansard          1.0
Shed             1.0
----------------------------------------
if_null_Heating    0
RoofMatl            
ClyTile          1.0
CompShg          1.0
Membran          1.0
Metal            1.0
Roll             1.0
Tar&Grv          1.0
WdShake          1.0
WdShngl          1.0
----------------------------------------
if_null_Heating    0
Exterior1st         
AsbShng          1.0
AsphShn          1.0
BrkComm          1.0
BrkFace          1.0
CBlock           1.0
CemntBd          1.0
HdBoard          1.0
ImStucc          1.0
MetalSd          1.0
Plywood          1.0
Stone            1.0
Stucco           1.0
VinylSd          1.0
Wd Sdng          1.0
WdShing          1.0
----------------------------------------
if_null_Heating    0
Exterior2nd         
AsbShng          1.0
AsphShn          1.0
Brk Cmn          1.0
BrkFace          1.0
CBlock           1.0
CmentBd          1.0
HdBoard          1.0
ImStucc          1.0
MetalSd          1.0
Other            1.0
Plywood          1.0
Stone            1.0
Stucco           1.0
VinylSd          1.0
Wd Sdng          1.0
Wd Shng          1.0
----------------------------------------
if_null_Heating    0
MasVnrType          
BrkCmn           1.0
BrkFace          1.0
Stone            1.0
----------------------------------------
if_null_Heating    0
ExterQual           
Ex               1.0
Fa               1.0
Gd               1.0
TA               1.0
----------------------------------------
if_null_Heating    0
ExterCond           
Ex               1.0
Fa               1.0
Gd               1.0
Po               1.0
TA               1.0
----------------------------------------
if_null_Heating    0
Foundation          
BrkTil           1.0
CBlock           1.0
PConc            1.0
Slab             1.0
Stone            1.0
Wood             1.0
----------------------------------------
if_null_Heating    0
BsmtQual            
Ex               1.0
Fa               1.0
Gd               1.0
TA               1.0
----------------------------------------
if_null_Heating    0
BsmtCond            
Fa               1.0
Gd               1.0
Po               1.0
TA               1.0
----------------------------------------
if_null_Heating    0
BsmtExposure        
Av               1.0
Gd               1.0
Mn               1.0
No               1.0
----------------------------------------
if_null_Heating    0
BsmtFinType1        
ALQ              1.0
BLQ              1.0
GLQ              1.0
LwQ              1.0
Rec              1.0
Unf              1.0
----------------------------------------
if_null_Heating    0
BsmtFinType2        
ALQ              1.0
BLQ              1.0
GLQ              1.0
LwQ              1.0
Rec              1.0
Unf              1.0
----------------------------------------
if_null_Heating    0
Heating             
Floor            1.0
GasA             1.0
GasW             1.0
Grav             1.0
OthW             1.0
Wall             1.0
----------------------------------------
if_null_Heating    0
HeatingQC           
Ex               1.0
Fa               1.0
Gd               1.0
Po               1.0
TA               1.0
----------------------------------------
if_null_Heating    0
CentralAir          
N                1.0
Y                1.0
----------------------------------------
if_null_Heating    0
Electrical          
FuseA            1.0
FuseF            1.0
FuseP            1.0
Mix              1.0
SBrkr            1.0
----------------------------------------
if_null_Heating    0
KitchenQual         
Ex               1.0
Fa               1.0
Gd               1.0
TA               1.0
----------------------------------------
if_null_Heating    0
Functional          
Maj1             1.0
Maj2             1.0
Min1             1.0
Min2             1.0
Mod              1.0
Sev              1.0
Typ              1.0
----------------------------------------
if_null_Heating    0
FireplaceQu         
Ex               1.0
Fa               1.0
Gd               1.0
Po               1.0
TA               1.0
----------------------------------------
if_null_Heating    0
GarageType          
2Types           1.0
Attchd           1.0
Basment          1.0
BuiltIn          1.0
CarPort          1.0
Detchd           1.0
----------------------------------------
if_null_Heating    0
GarageFinish        
Fin              1.0
RFn              1.0
Unf              1.0
----------------------------------------
if_null_Heating    0
GarageQual          
Ex               1.0
Fa               1.0
Gd               1.0
Po               1.0
TA               1.0
----------------------------------------
if_null_Heating    0
GarageCond          
Ex               1.0
Fa               1.0
Gd               1.0
Po               1.0
TA               1.0
----------------------------------------
if_null_Heating    0
PavedDrive          
N                1.0
P                1.0
Y                1.0
----------------------------------------
if_null_Heating    0
PoolQC              
Ex               1.0
Fa               1.0
Gd               1.0
----------------------------------------
if_null_Heating    0
Fence               
GdPrv            1.0
GdWo             1.0
MnPrv            1.0
MnWw             1.0
----------------------------------------
if_null_Heating    0
MiscFeature         
Gar2             1.0
Othr             1.0
Shed             1.0
TenC             1.0
----------------------------------------
if_null_Heating    0
SaleType            
COD              1.0
CWD              1.0
Con              1.0
ConLD            1.0
ConLI            1.0
ConLw            1.0
New              1.0
Oth              1.0
WD               1.0
----------------------------------------
if_null_Heating    0
SaleCondition       
Abnorml          1.0
AdjLand          1.0
Alloca           1.0
Family           1.0
Normal           1.0
Partial          1.0
----------------------------------------
if_null_HeatingQC    0
MSSubClass            
20                 1.0
30                 1.0
40                 1.0
45                 1.0
50                 1.0
60                 1.0
70                 1.0
75                 1.0
80                 1.0
85                 1.0
90                 1.0
120                1.0
160                1.0
180                1.0
190                1.0
----------------------------------------
if_null_HeatingQC    0
MSZoning              
C (all)            1.0
FV                 1.0
RH                 1.0
RL                 1.0
RM                 1.0
----------------------------------------
if_null_HeatingQC    0
Street                
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_HeatingQC    0
Alley                 
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_HeatingQC    0
LotShape              
IR1                1.0
IR2                1.0
IR3                1.0
Reg                1.0
----------------------------------------
if_null_HeatingQC    0
LandContour           
Bnk                1.0
HLS                1.0
Low                1.0
Lvl                1.0
----------------------------------------
if_null_HeatingQC    0
Utilities             
AllPub             1.0
NoSeWa             1.0
----------------------------------------
if_null_HeatingQC    0
LotConfig             
Corner             1.0
CulDSac            1.0
FR2                1.0
FR3                1.0
Inside             1.0
----------------------------------------
if_null_HeatingQC    0
LandSlope             
Gtl                1.0
Mod                1.0
Sev                1.0
----------------------------------------
if_null_HeatingQC    0
Neighborhood          
Blmngtn            1.0
Blueste            1.0
BrDale             1.0
BrkSide            1.0
ClearCr            1.0
CollgCr            1.0
Crawfor            1.0
Edwards            1.0
Gilbert            1.0
IDOTRR             1.0
MeadowV            1.0
Mitchel            1.0
NAmes              1.0
NPkVill            1.0
NWAmes             1.0
NoRidge            1.0
NridgHt            1.0
OldTown            1.0
SWISU              1.0
Sawyer             1.0
SawyerW            1.0
Somerst            1.0
StoneBr            1.0
Timber             1.0
Veenker            1.0
----------------------------------------
if_null_HeatingQC    0
Condition1            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
RRAe               1.0
RRAn               1.0
RRNe               1.0
RRNn               1.0
----------------------------------------
if_null_HeatingQC    0
Condition2            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
RRAe               1.0
RRAn               1.0
RRNn               1.0
----------------------------------------
if_null_HeatingQC    0
BldgType              
1Fam               1.0
2fmCon             1.0
Duplex             1.0
Twnhs              1.0
TwnhsE             1.0
----------------------------------------
if_null_HeatingQC    0
HouseStyle            
1.5Fin             1.0
1.5Unf             1.0
1Story             1.0
2.5Fin             1.0
2.5Unf             1.0
2Story             1.0
SFoyer             1.0
SLvl               1.0
----------------------------------------
if_null_HeatingQC    0
RoofStyle             
Flat               1.0
Gable              1.0
Gambrel            1.0
Hip                1.0
Mansard            1.0
Shed               1.0
----------------------------------------
if_null_HeatingQC    0
RoofMatl              
ClyTile            1.0
CompShg            1.0
Membran            1.0
Metal              1.0
Roll               1.0
Tar&Grv            1.0
WdShake            1.0
WdShngl            1.0
----------------------------------------
if_null_HeatingQC    0
Exterior1st           
AsbShng            1.0
AsphShn            1.0
BrkComm            1.0
BrkFace            1.0
CBlock             1.0
CemntBd            1.0
HdBoard            1.0
ImStucc            1.0
MetalSd            1.0
Plywood            1.0
Stone              1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
WdShing            1.0
----------------------------------------
if_null_HeatingQC    0
Exterior2nd           
AsbShng            1.0
AsphShn            1.0
Brk Cmn            1.0
BrkFace            1.0
CBlock             1.0
CmentBd            1.0
HdBoard            1.0
ImStucc            1.0
MetalSd            1.0
Other              1.0
Plywood            1.0
Stone              1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
Wd Shng            1.0
----------------------------------------
if_null_HeatingQC    0
MasVnrType            
BrkCmn             1.0
BrkFace            1.0
Stone              1.0
----------------------------------------
if_null_HeatingQC    0
ExterQual             
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_HeatingQC    0
ExterCond             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_HeatingQC    0
Foundation            
BrkTil             1.0
CBlock             1.0
PConc              1.0
Slab               1.0
Stone              1.0
Wood               1.0
----------------------------------------
if_null_HeatingQC    0
BsmtQual              
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_HeatingQC    0
BsmtCond              
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_HeatingQC    0
BsmtExposure          
Av                 1.0
Gd                 1.0
Mn                 1.0
No                 1.0
----------------------------------------
if_null_HeatingQC    0
BsmtFinType1          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_HeatingQC    0
BsmtFinType2          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_HeatingQC    0
Heating               
Floor              1.0
GasA               1.0
GasW               1.0
Grav               1.0
OthW               1.0
Wall               1.0
----------------------------------------
if_null_HeatingQC    0
HeatingQC             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_HeatingQC    0
CentralAir            
N                  1.0
Y                  1.0
----------------------------------------
if_null_HeatingQC    0
Electrical            
FuseA              1.0
FuseF              1.0
FuseP              1.0
Mix                1.0
SBrkr              1.0
----------------------------------------
if_null_HeatingQC    0
KitchenQual           
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_HeatingQC    0
Functional            
Maj1               1.0
Maj2               1.0
Min1               1.0
Min2               1.0
Mod                1.0
Sev                1.0
Typ                1.0
----------------------------------------
if_null_HeatingQC    0
FireplaceQu           
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_HeatingQC    0
GarageType            
2Types             1.0
Attchd             1.0
Basment            1.0
BuiltIn            1.0
CarPort            1.0
Detchd             1.0
----------------------------------------
if_null_HeatingQC    0
GarageFinish          
Fin                1.0
RFn                1.0
Unf                1.0
----------------------------------------
if_null_HeatingQC    0
GarageQual            
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_HeatingQC    0
GarageCond            
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_HeatingQC    0
PavedDrive            
N                  1.0
P                  1.0
Y                  1.0
----------------------------------------
if_null_HeatingQC    0
PoolQC                
Ex                 1.0
Fa                 1.0
Gd                 1.0
----------------------------------------
if_null_HeatingQC    0
Fence                 
GdPrv              1.0
GdWo               1.0
MnPrv              1.0
MnWw               1.0
----------------------------------------
if_null_HeatingQC    0
MiscFeature           
Gar2               1.0
Othr               1.0
Shed               1.0
TenC               1.0
----------------------------------------
if_null_HeatingQC    0
SaleType              
COD                1.0
CWD                1.0
Con                1.0
ConLD              1.0
ConLI              1.0
ConLw              1.0
New                1.0
Oth                1.0
WD                 1.0
----------------------------------------
if_null_HeatingQC    0
SaleCondition         
Abnorml            1.0
AdjLand            1.0
Alloca             1.0
Family             1.0
Normal             1.0
Partial            1.0
----------------------------------------
if_null_CentralAir    0
MSSubClass             
20                  1.0
30                  1.0
40                  1.0
45                  1.0
50                  1.0
60                  1.0
70                  1.0
75                  1.0
80                  1.0
85                  1.0
90                  1.0
120                 1.0
160                 1.0
180                 1.0
190                 1.0
----------------------------------------
if_null_CentralAir    0
MSZoning               
C (all)             1.0
FV                  1.0
RH                  1.0
RL                  1.0
RM                  1.0
----------------------------------------
if_null_CentralAir    0
Street                 
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_CentralAir    0
Alley                  
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_CentralAir    0
LotShape               
IR1                 1.0
IR2                 1.0
IR3                 1.0
Reg                 1.0
----------------------------------------
if_null_CentralAir    0
LandContour            
Bnk                 1.0
HLS                 1.0
Low                 1.0
Lvl                 1.0
----------------------------------------
if_null_CentralAir    0
Utilities              
AllPub              1.0
NoSeWa              1.0
----------------------------------------
if_null_CentralAir    0
LotConfig              
Corner              1.0
CulDSac             1.0
FR2                 1.0
FR3                 1.0
Inside              1.0
----------------------------------------
if_null_CentralAir    0
LandSlope              
Gtl                 1.0
Mod                 1.0
Sev                 1.0
----------------------------------------
if_null_CentralAir    0
Neighborhood           
Blmngtn             1.0
Blueste             1.0
BrDale              1.0
BrkSide             1.0
ClearCr             1.0
CollgCr             1.0
Crawfor             1.0
Edwards             1.0
Gilbert             1.0
IDOTRR              1.0
MeadowV             1.0
Mitchel             1.0
NAmes               1.0
NPkVill             1.0
NWAmes              1.0
NoRidge             1.0
NridgHt             1.0
OldTown             1.0
SWISU               1.0
Sawyer              1.0
SawyerW             1.0
Somerst             1.0
StoneBr             1.0
Timber              1.0
Veenker             1.0
----------------------------------------
if_null_CentralAir    0
Condition1             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNe                1.0
RRNn                1.0
----------------------------------------
if_null_CentralAir    0
Condition2             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNn                1.0
----------------------------------------
if_null_CentralAir    0
BldgType               
1Fam                1.0
2fmCon              1.0
Duplex              1.0
Twnhs               1.0
TwnhsE              1.0
----------------------------------------
if_null_CentralAir    0
HouseStyle             
1.5Fin              1.0
1.5Unf              1.0
1Story              1.0
2.5Fin              1.0
2.5Unf              1.0
2Story              1.0
SFoyer              1.0
SLvl                1.0
----------------------------------------
if_null_CentralAir    0
RoofStyle              
Flat                1.0
Gable               1.0
Gambrel             1.0
Hip                 1.0
Mansard             1.0
Shed                1.0
----------------------------------------
if_null_CentralAir    0
RoofMatl               
ClyTile             1.0
CompShg             1.0
Membran             1.0
Metal               1.0
Roll                1.0
Tar&Grv             1.0
WdShake             1.0
WdShngl             1.0
----------------------------------------
if_null_CentralAir    0
Exterior1st            
AsbShng             1.0
AsphShn             1.0
BrkComm             1.0
BrkFace             1.0
CBlock              1.0
CemntBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
WdShing             1.0
----------------------------------------
if_null_CentralAir    0
Exterior2nd            
AsbShng             1.0
AsphShn             1.0
Brk Cmn             1.0
BrkFace             1.0
CBlock              1.0
CmentBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Other               1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
Wd Shng             1.0
----------------------------------------
if_null_CentralAir    0
MasVnrType             
BrkCmn              1.0
BrkFace             1.0
Stone               1.0
----------------------------------------
if_null_CentralAir    0
ExterQual              
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_CentralAir    0
ExterCond              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_CentralAir    0
Foundation             
BrkTil              1.0
CBlock              1.0
PConc               1.0
Slab                1.0
Stone               1.0
Wood                1.0
----------------------------------------
if_null_CentralAir    0
BsmtQual               
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_CentralAir    0
BsmtCond               
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_CentralAir    0
BsmtExposure           
Av                  1.0
Gd                  1.0
Mn                  1.0
No                  1.0
----------------------------------------
if_null_CentralAir    0
BsmtFinType1           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_CentralAir    0
BsmtFinType2           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_CentralAir    0
Heating                
Floor               1.0
GasA                1.0
GasW                1.0
Grav                1.0
OthW                1.0
Wall                1.0
----------------------------------------
if_null_CentralAir    0
HeatingQC              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_CentralAir    0
CentralAir             
N                   1.0
Y                   1.0
----------------------------------------
if_null_CentralAir    0
Electrical             
FuseA               1.0
FuseF               1.0
FuseP               1.0
Mix                 1.0
SBrkr               1.0
----------------------------------------
if_null_CentralAir    0
KitchenQual            
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_CentralAir    0
Functional             
Maj1                1.0
Maj2                1.0
Min1                1.0
Min2                1.0
Mod                 1.0
Sev                 1.0
Typ                 1.0
----------------------------------------
if_null_CentralAir    0
FireplaceQu            
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_CentralAir    0
GarageType             
2Types              1.0
Attchd              1.0
Basment             1.0
BuiltIn             1.0
CarPort             1.0
Detchd              1.0
----------------------------------------
if_null_CentralAir    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_CentralAir    0
GarageQual             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_CentralAir    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_CentralAir    0
PavedDrive             
N                   1.0
P                   1.0
Y                   1.0
----------------------------------------
if_null_CentralAir    0
PoolQC                 
Ex                  1.0
Fa                  1.0
Gd                  1.0
----------------------------------------
if_null_CentralAir    0
Fence                  
GdPrv               1.0
GdWo                1.0
MnPrv               1.0
MnWw                1.0
----------------------------------------
if_null_CentralAir    0
MiscFeature            
Gar2                1.0
Othr                1.0
Shed                1.0
TenC                1.0
----------------------------------------
if_null_CentralAir    0
SaleType               
COD                 1.0
CWD                 1.0
Con                 1.0
ConLD               1.0
ConLI               1.0
ConLw               1.0
New                 1.0
Oth                 1.0
WD                  1.0
----------------------------------------
if_null_CentralAir    0
SaleCondition          
Abnorml             1.0
AdjLand             1.0
Alloca              1.0
Family              1.0
Normal              1.0
Partial             1.0
----------------------------------------
if_null_Electrical     0     1
MSSubClass                    
20                  1.00  0.00
30                  1.00  0.00
40                  1.00  0.00
45                  1.00  0.00
50                  1.00  0.00
60                  1.00  0.00
70                  1.00  0.00
75                  1.00  0.00
80                  0.98  0.02
85                  1.00  0.00
90                  1.00  0.00
120                 1.00  0.00
160                 1.00  0.00
180                 1.00  0.00
190                 1.00  0.00
----------------------------------------
if_null_Electrical    0    1
MSZoning                    
C (all)             1.0  0.0
FV                  1.0  0.0
RH                  1.0  0.0
RL                  1.0  0.0
RM                  1.0  0.0
----------------------------------------
if_null_Electrical    0    1
Street                      
Grvl                1.0  0.0
Pave                1.0  0.0
----------------------------------------
if_null_Electrical    0
Alley                  
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_Electrical    0    1
LotShape                    
IR1                 1.0  0.0
IR2                 1.0  0.0
IR3                 1.0  0.0
Reg                 1.0  0.0
----------------------------------------
if_null_Electrical    0    1
LandContour                 
Bnk                 1.0  0.0
HLS                 1.0  0.0
Low                 1.0  0.0
Lvl                 1.0  0.0
----------------------------------------
if_null_Electrical    0    1
Utilities                   
AllPub              1.0  0.0
NoSeWa              1.0  0.0
----------------------------------------
if_null_Electrical    0    1
LotConfig                   
Corner              1.0  0.0
CulDSac             1.0  0.0
FR2                 1.0  0.0
FR3                 1.0  0.0
Inside              1.0  0.0
----------------------------------------
if_null_Electrical    0    1
LandSlope                   
Gtl                 1.0  0.0
Mod                 1.0  0.0
Sev                 1.0  0.0
----------------------------------------
if_null_Electrical     0     1
Neighborhood                  
Blmngtn             1.00  0.00
Blueste             1.00  0.00
BrDale              1.00  0.00
BrkSide             1.00  0.00
ClearCr             1.00  0.00
CollgCr             1.00  0.00
Crawfor             1.00  0.00
Edwards             1.00  0.00
Gilbert             1.00  0.00
IDOTRR              1.00  0.00
MeadowV             1.00  0.00
Mitchel             1.00  0.00
NAmes               1.00  0.00
NPkVill             1.00  0.00
NWAmes              1.00  0.00
NoRidge             1.00  0.00
NridgHt             1.00  0.00
OldTown             1.00  0.00
SWISU               1.00  0.00
Sawyer              1.00  0.00
SawyerW             1.00  0.00
Somerst             1.00  0.00
StoneBr             1.00  0.00
Timber              0.97  0.03
Veenker             1.00  0.00
----------------------------------------
if_null_Electrical    0    1
Condition1                  
Artery              1.0  0.0
Feedr               1.0  0.0
Norm                1.0  0.0
PosA                1.0  0.0
PosN                1.0  0.0
RRAe                1.0  0.0
RRAn                1.0  0.0
RRNe                1.0  0.0
RRNn                1.0  0.0
----------------------------------------
if_null_Electrical    0    1
Condition2                  
Artery              1.0  0.0
Feedr               1.0  0.0
Norm                1.0  0.0
PosA                1.0  0.0
PosN                1.0  0.0
RRAe                1.0  0.0
RRAn                1.0  0.0
RRNn                1.0  0.0
----------------------------------------
if_null_Electrical    0    1
BldgType                    
1Fam                1.0  0.0
2fmCon              1.0  0.0
Duplex              1.0  0.0
Twnhs               1.0  0.0
TwnhsE              1.0  0.0
----------------------------------------
if_null_Electrical     0     1
HouseStyle                    
1.5Fin              1.00  0.00
1.5Unf              1.00  0.00
1Story              1.00  0.00
2.5Fin              1.00  0.00
2.5Unf              1.00  0.00
2Story              1.00  0.00
SFoyer              1.00  0.00
SLvl                0.98  0.02
----------------------------------------
if_null_Electrical    0    1
RoofStyle                   
Flat                1.0  0.0
Gable               1.0  0.0
Gambrel             1.0  0.0
Hip                 1.0  0.0
Mansard             1.0  0.0
Shed                1.0  0.0
----------------------------------------
if_null_Electrical    0    1
RoofMatl                    
ClyTile             1.0  0.0
CompShg             1.0  0.0
Membran             1.0  0.0
Metal               1.0  0.0
Roll                1.0  0.0
Tar&Grv             1.0  0.0
WdShake             1.0  0.0
WdShngl             1.0  0.0
----------------------------------------
if_null_Electrical    0    1
Exterior1st                 
AsbShng             1.0  0.0
AsphShn             1.0  0.0
BrkComm             1.0  0.0
BrkFace             1.0  0.0
CBlock              1.0  0.0
CemntBd             1.0  0.0
HdBoard             1.0  0.0
ImStucc             1.0  0.0
MetalSd             1.0  0.0
Plywood             1.0  0.0
Stone               1.0  0.0
Stucco              1.0  0.0
VinylSd             1.0  0.0
Wd Sdng             1.0  0.0
WdShing             1.0  0.0
----------------------------------------
if_null_Electrical    0    1
Exterior2nd                 
AsbShng             1.0  0.0
AsphShn             1.0  0.0
Brk Cmn             1.0  0.0
BrkFace             1.0  0.0
CBlock              1.0  0.0
CmentBd             1.0  0.0
HdBoard             1.0  0.0
ImStucc             1.0  0.0
MetalSd             1.0  0.0
Other               1.0  0.0
Plywood             1.0  0.0
Stone               1.0  0.0
Stucco              1.0  0.0
VinylSd             1.0  0.0
Wd Sdng             1.0  0.0
Wd Shng             1.0  0.0
----------------------------------------
if_null_Electrical    0
MasVnrType             
BrkCmn              1.0
BrkFace             1.0
Stone               1.0
----------------------------------------
if_null_Electrical    0    1
ExterQual                   
Ex                  1.0  0.0
Fa                  1.0  0.0
Gd                  1.0  0.0
TA                  1.0  0.0
----------------------------------------
if_null_Electrical    0    1
ExterCond                   
Ex                  1.0  0.0
Fa                  1.0  0.0
Gd                  1.0  0.0
Po                  1.0  0.0
TA                  1.0  0.0
----------------------------------------
if_null_Electrical    0    1
Foundation                  
BrkTil              1.0  0.0
CBlock              1.0  0.0
PConc               1.0  0.0
Slab                1.0  0.0
Stone               1.0  0.0
Wood                1.0  0.0
----------------------------------------
if_null_Electrical    0    1
BsmtQual                    
Ex                  1.0  0.0
Fa                  1.0  0.0
Gd                  1.0  0.0
TA                  1.0  0.0
----------------------------------------
if_null_Electrical    0    1
BsmtCond                    
Fa                  1.0  0.0
Gd                  1.0  0.0
Po                  1.0  0.0
TA                  1.0  0.0
----------------------------------------
if_null_Electrical    0    1
BsmtExposure                
Av                  1.0  0.0
Gd                  1.0  0.0
Mn                  1.0  0.0
No                  1.0  0.0
----------------------------------------
if_null_Electrical    0    1
BsmtFinType1                
ALQ                 1.0  0.0
BLQ                 1.0  0.0
GLQ                 1.0  0.0
LwQ                 1.0  0.0
Rec                 1.0  0.0
Unf                 1.0  0.0
----------------------------------------
if_null_Electrical    0    1
BsmtFinType2                
ALQ                 1.0  0.0
BLQ                 1.0  0.0
GLQ                 1.0  0.0
LwQ                 1.0  0.0
Rec                 1.0  0.0
Unf                 1.0  0.0
----------------------------------------
if_null_Electrical    0    1
Heating                     
Floor               1.0  0.0
GasA                1.0  0.0
GasW                1.0  0.0
Grav                1.0  0.0
OthW                1.0  0.0
Wall                1.0  0.0
----------------------------------------
if_null_Electrical    0    1
HeatingQC                   
Ex                  1.0  0.0
Fa                  1.0  0.0
Gd                  1.0  0.0
Po                  1.0  0.0
TA                  1.0  0.0
----------------------------------------
if_null_Electrical    0    1
CentralAir                  
N                   1.0  0.0
Y                   1.0  0.0
----------------------------------------
if_null_Electrical    0
Electrical             
FuseA               1.0
FuseF               1.0
FuseP               1.0
Mix                 1.0
SBrkr               1.0
----------------------------------------
if_null_Electrical    0    1
KitchenQual                 
Ex                  1.0  0.0
Fa                  1.0  0.0
Gd                  1.0  0.0
TA                  1.0  0.0
----------------------------------------
if_null_Electrical    0    1
Functional                  
Maj1                1.0  0.0
Maj2                1.0  0.0
Min1                1.0  0.0
Min2                1.0  0.0
Mod                 1.0  0.0
Sev                 1.0  0.0
Typ                 1.0  0.0
----------------------------------------
if_null_Electrical    0
FireplaceQu            
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Electrical     0     1
GarageType                    
2Types              1.00  0.00
Attchd              1.00  0.00
Basment             1.00  0.00
BuiltIn             0.99  0.01
CarPort             1.00  0.00
Detchd              1.00  0.00
----------------------------------------
if_null_Electrical    0    1
GarageFinish                
Fin                 1.0  0.0
RFn                 1.0  0.0
Unf                 1.0  0.0
----------------------------------------
if_null_Electrical    0    1
GarageQual                  
Ex                  1.0  0.0
Fa                  1.0  0.0
Gd                  1.0  0.0
Po                  1.0  0.0
TA                  1.0  0.0
----------------------------------------
if_null_Electrical    0    1
GarageCond                  
Ex                  1.0  0.0
Fa                  1.0  0.0
Gd                  1.0  0.0
Po                  1.0  0.0
TA                  1.0  0.0
----------------------------------------
if_null_Electrical    0    1
PavedDrive                  
N                   1.0  0.0
P                   1.0  0.0
Y                   1.0  0.0
----------------------------------------
if_null_Electrical    0
PoolQC                 
Ex                  1.0
Fa                  1.0
Gd                  1.0
----------------------------------------
if_null_Electrical    0
Fence                  
GdPrv               1.0
GdWo                1.0
MnPrv               1.0
MnWw                1.0
----------------------------------------
if_null_Electrical    0
MiscFeature            
Gar2                1.0
Othr                1.0
Shed                1.0
TenC                1.0
----------------------------------------
if_null_Electrical    0    1
SaleType                    
COD                 1.0  0.0
CWD                 1.0  0.0
Con                 1.0  0.0
ConLD               1.0  0.0
ConLI               1.0  0.0
ConLw               1.0  0.0
New                 1.0  0.0
Oth                 1.0  0.0
WD                  1.0  0.0
----------------------------------------
if_null_Electrical    0    1
SaleCondition               
Abnorml             1.0  0.0
AdjLand             1.0  0.0
Alloca              1.0  0.0
Family              1.0  0.0
Normal              1.0  0.0
Partial             1.0  0.0
----------------------------------------
if_null_KitchenQual    0
MSSubClass              
20                   1.0
30                   1.0
40                   1.0
45                   1.0
50                   1.0
60                   1.0
70                   1.0
75                   1.0
80                   1.0
85                   1.0
90                   1.0
120                  1.0
160                  1.0
180                  1.0
190                  1.0
----------------------------------------
if_null_KitchenQual    0
MSZoning                
C (all)              1.0
FV                   1.0
RH                   1.0
RL                   1.0
RM                   1.0
----------------------------------------
if_null_KitchenQual    0
Street                  
Grvl                 1.0
Pave                 1.0
----------------------------------------
if_null_KitchenQual    0
Alley                   
Grvl                 1.0
Pave                 1.0
----------------------------------------
if_null_KitchenQual    0
LotShape                
IR1                  1.0
IR2                  1.0
IR3                  1.0
Reg                  1.0
----------------------------------------
if_null_KitchenQual    0
LandContour             
Bnk                  1.0
HLS                  1.0
Low                  1.0
Lvl                  1.0
----------------------------------------
if_null_KitchenQual    0
Utilities               
AllPub               1.0
NoSeWa               1.0
----------------------------------------
if_null_KitchenQual    0
LotConfig               
Corner               1.0
CulDSac              1.0
FR2                  1.0
FR3                  1.0
Inside               1.0
----------------------------------------
if_null_KitchenQual    0
LandSlope               
Gtl                  1.0
Mod                  1.0
Sev                  1.0
----------------------------------------
if_null_KitchenQual    0
Neighborhood            
Blmngtn              1.0
Blueste              1.0
BrDale               1.0
BrkSide              1.0
ClearCr              1.0
CollgCr              1.0
Crawfor              1.0
Edwards              1.0
Gilbert              1.0
IDOTRR               1.0
MeadowV              1.0
Mitchel              1.0
NAmes                1.0
NPkVill              1.0
NWAmes               1.0
NoRidge              1.0
NridgHt              1.0
OldTown              1.0
SWISU                1.0
Sawyer               1.0
SawyerW              1.0
Somerst              1.0
StoneBr              1.0
Timber               1.0
Veenker              1.0
----------------------------------------
if_null_KitchenQual    0
Condition1              
Artery               1.0
Feedr                1.0
Norm                 1.0
PosA                 1.0
PosN                 1.0
RRAe                 1.0
RRAn                 1.0
RRNe                 1.0
RRNn                 1.0
----------------------------------------
if_null_KitchenQual    0
Condition2              
Artery               1.0
Feedr                1.0
Norm                 1.0
PosA                 1.0
PosN                 1.0
RRAe                 1.0
RRAn                 1.0
RRNn                 1.0
----------------------------------------
if_null_KitchenQual    0
BldgType                
1Fam                 1.0
2fmCon               1.0
Duplex               1.0
Twnhs                1.0
TwnhsE               1.0
----------------------------------------
if_null_KitchenQual    0
HouseStyle              
1.5Fin               1.0
1.5Unf               1.0
1Story               1.0
2.5Fin               1.0
2.5Unf               1.0
2Story               1.0
SFoyer               1.0
SLvl                 1.0
----------------------------------------
if_null_KitchenQual    0
RoofStyle               
Flat                 1.0
Gable                1.0
Gambrel              1.0
Hip                  1.0
Mansard              1.0
Shed                 1.0
----------------------------------------
if_null_KitchenQual    0
RoofMatl                
ClyTile              1.0
CompShg              1.0
Membran              1.0
Metal                1.0
Roll                 1.0
Tar&Grv              1.0
WdShake              1.0
WdShngl              1.0
----------------------------------------
if_null_KitchenQual    0
Exterior1st             
AsbShng              1.0
AsphShn              1.0
BrkComm              1.0
BrkFace              1.0
CBlock               1.0
CemntBd              1.0
HdBoard              1.0
ImStucc              1.0
MetalSd              1.0
Plywood              1.0
Stone                1.0
Stucco               1.0
VinylSd              1.0
Wd Sdng              1.0
WdShing              1.0
----------------------------------------
if_null_KitchenQual    0
Exterior2nd             
AsbShng              1.0
AsphShn              1.0
Brk Cmn              1.0
BrkFace              1.0
CBlock               1.0
CmentBd              1.0
HdBoard              1.0
ImStucc              1.0
MetalSd              1.0
Other                1.0
Plywood              1.0
Stone                1.0
Stucco               1.0
VinylSd              1.0
Wd Sdng              1.0
Wd Shng              1.0
----------------------------------------
if_null_KitchenQual    0
MasVnrType              
BrkCmn               1.0
BrkFace              1.0
Stone                1.0
----------------------------------------
if_null_KitchenQual    0
ExterQual               
Ex                   1.0
Fa                   1.0
Gd                   1.0
TA                   1.0
----------------------------------------
if_null_KitchenQual    0
ExterCond               
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_KitchenQual    0
Foundation              
BrkTil               1.0
CBlock               1.0
PConc                1.0
Slab                 1.0
Stone                1.0
Wood                 1.0
----------------------------------------
if_null_KitchenQual    0
BsmtQual                
Ex                   1.0
Fa                   1.0
Gd                   1.0
TA                   1.0
----------------------------------------
if_null_KitchenQual    0
BsmtCond                
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_KitchenQual    0
BsmtExposure            
Av                   1.0
Gd                   1.0
Mn                   1.0
No                   1.0
----------------------------------------
if_null_KitchenQual    0
BsmtFinType1            
ALQ                  1.0
BLQ                  1.0
GLQ                  1.0
LwQ                  1.0
Rec                  1.0
Unf                  1.0
----------------------------------------
if_null_KitchenQual    0
BsmtFinType2            
ALQ                  1.0
BLQ                  1.0
GLQ                  1.0
LwQ                  1.0
Rec                  1.0
Unf                  1.0
----------------------------------------
if_null_KitchenQual    0
Heating                 
Floor                1.0
GasA                 1.0
GasW                 1.0
Grav                 1.0
OthW                 1.0
Wall                 1.0
----------------------------------------
if_null_KitchenQual    0
HeatingQC               
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_KitchenQual    0
CentralAir              
N                    1.0
Y                    1.0
----------------------------------------
if_null_KitchenQual    0
Electrical              
FuseA                1.0
FuseF                1.0
FuseP                1.0
Mix                  1.0
SBrkr                1.0
----------------------------------------
if_null_KitchenQual    0
KitchenQual             
Ex                   1.0
Fa                   1.0
Gd                   1.0
TA                   1.0
----------------------------------------
if_null_KitchenQual    0
Functional              
Maj1                 1.0
Maj2                 1.0
Min1                 1.0
Min2                 1.0
Mod                  1.0
Sev                  1.0
Typ                  1.0
----------------------------------------
if_null_KitchenQual    0
FireplaceQu             
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_KitchenQual    0
GarageType              
2Types               1.0
Attchd               1.0
Basment              1.0
BuiltIn              1.0
CarPort              1.0
Detchd               1.0
----------------------------------------
if_null_KitchenQual    0
GarageFinish            
Fin                  1.0
RFn                  1.0
Unf                  1.0
----------------------------------------
if_null_KitchenQual    0
GarageQual              
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_KitchenQual    0
GarageCond              
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_KitchenQual    0
PavedDrive              
N                    1.0
P                    1.0
Y                    1.0
----------------------------------------
if_null_KitchenQual    0
PoolQC                  
Ex                   1.0
Fa                   1.0
Gd                   1.0
----------------------------------------
if_null_KitchenQual    0
Fence                   
GdPrv                1.0
GdWo                 1.0
MnPrv                1.0
MnWw                 1.0
----------------------------------------
if_null_KitchenQual    0
MiscFeature             
Gar2                 1.0
Othr                 1.0
Shed                 1.0
TenC                 1.0
----------------------------------------
if_null_KitchenQual    0
SaleType                
COD                  1.0
CWD                  1.0
Con                  1.0
ConLD                1.0
ConLI                1.0
ConLw                1.0
New                  1.0
Oth                  1.0
WD                   1.0
----------------------------------------
if_null_KitchenQual    0
SaleCondition           
Abnorml              1.0
AdjLand              1.0
Alloca               1.0
Family               1.0
Normal               1.0
Partial              1.0
----------------------------------------
if_null_Functional    0
MSSubClass             
20                  1.0
30                  1.0
40                  1.0
45                  1.0
50                  1.0
60                  1.0
70                  1.0
75                  1.0
80                  1.0
85                  1.0
90                  1.0
120                 1.0
160                 1.0
180                 1.0
190                 1.0
----------------------------------------
if_null_Functional    0
MSZoning               
C (all)             1.0
FV                  1.0
RH                  1.0
RL                  1.0
RM                  1.0
----------------------------------------
if_null_Functional    0
Street                 
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_Functional    0
Alley                  
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_Functional    0
LotShape               
IR1                 1.0
IR2                 1.0
IR3                 1.0
Reg                 1.0
----------------------------------------
if_null_Functional    0
LandContour            
Bnk                 1.0
HLS                 1.0
Low                 1.0
Lvl                 1.0
----------------------------------------
if_null_Functional    0
Utilities              
AllPub              1.0
NoSeWa              1.0
----------------------------------------
if_null_Functional    0
LotConfig              
Corner              1.0
CulDSac             1.0
FR2                 1.0
FR3                 1.0
Inside              1.0
----------------------------------------
if_null_Functional    0
LandSlope              
Gtl                 1.0
Mod                 1.0
Sev                 1.0
----------------------------------------
if_null_Functional    0
Neighborhood           
Blmngtn             1.0
Blueste             1.0
BrDale              1.0
BrkSide             1.0
ClearCr             1.0
CollgCr             1.0
Crawfor             1.0
Edwards             1.0
Gilbert             1.0
IDOTRR              1.0
MeadowV             1.0
Mitchel             1.0
NAmes               1.0
NPkVill             1.0
NWAmes              1.0
NoRidge             1.0
NridgHt             1.0
OldTown             1.0
SWISU               1.0
Sawyer              1.0
SawyerW             1.0
Somerst             1.0
StoneBr             1.0
Timber              1.0
Veenker             1.0
----------------------------------------
if_null_Functional    0
Condition1             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNe                1.0
RRNn                1.0
----------------------------------------
if_null_Functional    0
Condition2             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNn                1.0
----------------------------------------
if_null_Functional    0
BldgType               
1Fam                1.0
2fmCon              1.0
Duplex              1.0
Twnhs               1.0
TwnhsE              1.0
----------------------------------------
if_null_Functional    0
HouseStyle             
1.5Fin              1.0
1.5Unf              1.0
1Story              1.0
2.5Fin              1.0
2.5Unf              1.0
2Story              1.0
SFoyer              1.0
SLvl                1.0
----------------------------------------
if_null_Functional    0
RoofStyle              
Flat                1.0
Gable               1.0
Gambrel             1.0
Hip                 1.0
Mansard             1.0
Shed                1.0
----------------------------------------
if_null_Functional    0
RoofMatl               
ClyTile             1.0
CompShg             1.0
Membran             1.0
Metal               1.0
Roll                1.0
Tar&Grv             1.0
WdShake             1.0
WdShngl             1.0
----------------------------------------
if_null_Functional    0
Exterior1st            
AsbShng             1.0
AsphShn             1.0
BrkComm             1.0
BrkFace             1.0
CBlock              1.0
CemntBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
WdShing             1.0
----------------------------------------
if_null_Functional    0
Exterior2nd            
AsbShng             1.0
AsphShn             1.0
Brk Cmn             1.0
BrkFace             1.0
CBlock              1.0
CmentBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Other               1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
Wd Shng             1.0
----------------------------------------
if_null_Functional    0
MasVnrType             
BrkCmn              1.0
BrkFace             1.0
Stone               1.0
----------------------------------------
if_null_Functional    0
ExterQual              
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Functional    0
ExterCond              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Functional    0
Foundation             
BrkTil              1.0
CBlock              1.0
PConc               1.0
Slab                1.0
Stone               1.0
Wood                1.0
----------------------------------------
if_null_Functional    0
BsmtQual               
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Functional    0
BsmtCond               
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Functional    0
BsmtExposure           
Av                  1.0
Gd                  1.0
Mn                  1.0
No                  1.0
----------------------------------------
if_null_Functional    0
BsmtFinType1           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_Functional    0
BsmtFinType2           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_Functional    0
Heating                
Floor               1.0
GasA                1.0
GasW                1.0
Grav                1.0
OthW                1.0
Wall                1.0
----------------------------------------
if_null_Functional    0
HeatingQC              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Functional    0
CentralAir             
N                   1.0
Y                   1.0
----------------------------------------
if_null_Functional    0
Electrical             
FuseA               1.0
FuseF               1.0
FuseP               1.0
Mix                 1.0
SBrkr               1.0
----------------------------------------
if_null_Functional    0
KitchenQual            
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Functional    0
Functional             
Maj1                1.0
Maj2                1.0
Min1                1.0
Min2                1.0
Mod                 1.0
Sev                 1.0
Typ                 1.0
----------------------------------------
if_null_Functional    0
FireplaceQu            
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Functional    0
GarageType             
2Types              1.0
Attchd              1.0
Basment             1.0
BuiltIn             1.0
CarPort             1.0
Detchd              1.0
----------------------------------------
if_null_Functional    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_Functional    0
GarageQual             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Functional    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Functional    0
PavedDrive             
N                   1.0
P                   1.0
Y                   1.0
----------------------------------------
if_null_Functional    0
PoolQC                 
Ex                  1.0
Fa                  1.0
Gd                  1.0
----------------------------------------
if_null_Functional    0
Fence                  
GdPrv               1.0
GdWo                1.0
MnPrv               1.0
MnWw                1.0
----------------------------------------
if_null_Functional    0
MiscFeature            
Gar2                1.0
Othr                1.0
Shed                1.0
TenC                1.0
----------------------------------------
if_null_Functional    0
SaleType               
COD                 1.0
CWD                 1.0
Con                 1.0
ConLD               1.0
ConLI               1.0
ConLw               1.0
New                 1.0
Oth                 1.0
WD                  1.0
----------------------------------------
if_null_Functional    0
SaleCondition          
Abnorml             1.0
AdjLand             1.0
Alloca              1.0
Family              1.0
Normal              1.0
Partial             1.0
----------------------------------------
if_null_FireplaceQu     0     1
MSSubClass                     
20                   0.50  0.50
30                   0.23  0.77
40                   0.50  0.50
45                   0.25  0.75
50                   0.45  0.55
60                   0.79  0.21
70                   0.50  0.50
75                   0.69  0.31
80                   0.67  0.33
85                   0.30  0.70
90                   0.08  0.92
120                  0.74  0.26
160                  0.29  0.71
180                  0.00  1.00
190                  0.33  0.67
----------------------------------------
if_null_FireplaceQu     0     1
MSZoning                       
C (all)              0.10  0.90
FV                   0.38  0.62
RH                   0.06  0.94
RL                   0.59  0.41
RM                   0.30  0.70
----------------------------------------
if_null_FireplaceQu     0     1
Street                         
Grvl                 0.33  0.67
Pave                 0.53  0.47
----------------------------------------
if_null_FireplaceQu     0     1
Alley                          
Grvl                 0.30  0.70
Pave                 0.29  0.71
----------------------------------------
if_null_FireplaceQu     0     1
LotShape                       
IR1                  0.66  0.34
IR2                  0.63  0.37
IR3                  0.90  0.10
Reg                  0.45  0.55
----------------------------------------
if_null_FireplaceQu     0     1
LandContour                    
Bnk                  0.49  0.51
HLS                  0.72  0.28
Low                  0.61  0.39
Lvl                  0.52  0.48
----------------------------------------
if_null_FireplaceQu     0     1
Utilities                      
AllPub               0.53  0.47
NoSeWa               1.00  0.00
----------------------------------------
if_null_FireplaceQu     0     1
LotConfig                      
Corner               0.54  0.46
CulDSac              0.69  0.31
FR2                  0.49  0.51
FR3                  0.50  0.50
Inside               0.51  0.49
----------------------------------------
if_null_FireplaceQu     0     1
LandSlope                      
Gtl                  0.52  0.48
Mod                  0.62  0.38
Sev                  0.77  0.23
----------------------------------------
if_null_FireplaceQu     0     1
Neighborhood                   
Blmngtn              0.94  0.06
Blueste              1.00  0.00
BrDale               0.06  0.94
BrkSide              0.38  0.62
ClearCr              0.75  0.25
CollgCr              0.38  0.62
Crawfor              0.88  0.12
Edwards              0.27  0.73
Gilbert              0.85  0.15
IDOTRR               0.19  0.81
MeadowV              0.35  0.65
Mitchel              0.33  0.67
NAmes                0.43  0.57
NPkVill              0.78  0.22
NWAmes               0.84  0.16
NoRidge              0.98  0.02
NridgHt              0.91  0.09
OldTown              0.28  0.72
SWISU                0.44  0.56
Sawyer               0.42  0.58
SawyerW              0.54  0.46
Somerst              0.47  0.53
StoneBr              0.84  0.16
Timber               0.82  0.18
Veenker              0.91  0.09
----------------------------------------
if_null_FireplaceQu     0     1
Condition1                     
Artery               0.50  0.50
Feedr                0.43  0.57
Norm                 0.53  0.47
PosA                 1.00  0.00
PosN                 0.89  0.11
RRAe                 0.27  0.73
RRAn                 0.54  0.46
RRNe                 0.00  1.00
RRNn                 0.60  0.40
----------------------------------------
if_null_FireplaceQu     0     1
Condition2                     
Artery               0.50  0.50
Feedr                0.00  1.00
Norm                 0.53  0.47
PosA                 1.00  0.00
PosN                 1.00  0.00
RRAe                 1.00  0.00
RRAn                 0.00  1.00
RRNn                 0.00  1.00
----------------------------------------
if_null_FireplaceQu     0     1
BldgType                       
1Fam                 0.55  0.45
2fmCon               0.32  0.68
Duplex               0.08  0.92
Twnhs                0.26  0.74
TwnhsE               0.60  0.40
----------------------------------------
if_null_FireplaceQu     0     1
HouseStyle                     
1.5Fin               0.45  0.55
1.5Unf               0.36  0.64
1Story               0.48  0.52
2.5Fin               0.62  0.38
2.5Unf               0.73  0.27
2Story               0.64  0.36
SFoyer               0.22  0.78
SLvl                 0.63  0.37
----------------------------------------
if_null_FireplaceQu     0     1
RoofStyle                      
Flat                 0.77  0.23
Gable                0.49  0.51
Gambrel              0.45  0.55
Hip                  0.66  0.34
Mansard              0.57  0.43
Shed                 1.00  0.00
----------------------------------------
if_null_FireplaceQu     0     1
RoofMatl                       
ClyTile              1.00  0.00
CompShg              0.52  0.48
Membran              1.00  0.00
Metal                1.00  0.00
Roll                 0.00  1.00
Tar&Grv              0.73  0.27
WdShake              1.00  0.00
WdShngl              0.83  0.17
----------------------------------------
if_null_FireplaceQu     0     1
Exterior1st                    
AsbShng              0.20  0.80
AsphShn              0.00  1.00
BrkComm              0.00  1.00
BrkFace              0.72  0.28
CBlock               0.00  1.00
CemntBd              0.62  0.38
HdBoard              0.50  0.50
ImStucc              1.00  0.00
MetalSd              0.37  0.63
Plywood              0.72  0.28
Stone                1.00  0.00
Stucco               0.60  0.40
VinylSd              0.56  0.44
Wd Sdng              0.48  0.52
WdShing              0.65  0.35
----------------------------------------
if_null_FireplaceQu     0     1
Exterior2nd                    
AsbShng              0.25  0.75
AsphShn              0.33  0.67
Brk Cmn              0.71  0.29
BrkFace              0.76  0.24
CBlock               0.00  1.00
CmentBd              0.62  0.38
HdBoard              0.52  0.48
ImStucc              0.50  0.50
MetalSd              0.37  0.63
Other                1.00  0.00
Plywood              0.65  0.35
Stone                0.60  0.40
Stucco               0.58  0.42
VinylSd              0.57  0.43
Wd Sdng              0.47  0.53
Wd Shng              0.58  0.42
----------------------------------------
if_null_FireplaceQu     0     1
MasVnrType                     
BrkCmn               0.60  0.40
BrkFace              0.65  0.35
Stone                0.73  0.27
----------------------------------------
if_null_FireplaceQu     0     1
ExterQual                      
Ex                   0.96  0.04
Fa                   0.14  0.86
Gd                   0.68  0.32
TA                   0.42  0.58
----------------------------------------
if_null_FireplaceQu     0     1
ExterCond                      
Ex                   0.67  0.33
Fa                   0.25  0.75
Gd                   0.49  0.51
Po                   0.00  1.00
TA                   0.54  0.46
----------------------------------------
if_null_FireplaceQu     0     1
Foundation                     
BrkTil               0.40  0.60
CBlock               0.47  0.53
PConc                0.62  0.38
Slab                 0.29  0.71
Stone                0.33  0.67
Wood                 0.00  1.00
----------------------------------------
if_null_FireplaceQu     0     1
BsmtQual                       
Ex                   0.87  0.13
Fa                   0.23  0.77
Gd                   0.61  0.39
TA                   0.41  0.59
----------------------------------------
if_null_FireplaceQu     0     1
BsmtCond                       
Fa                   0.38  0.62
Gd                   0.63  0.37
Po                   0.00  1.00
TA                   0.54  0.46
----------------------------------------
if_null_FireplaceQu     0     1
BsmtExposure                   
Av                   0.55  0.45
Gd                   0.75  0.25
Mn                   0.60  0.40
No                   0.49  0.51
----------------------------------------
if_null_FireplaceQu     0     1
BsmtFinType1                   
ALQ                  0.55  0.45
BLQ                  0.49  0.51
GLQ                  0.62  0.38
LwQ                  0.45  0.55
Rec                  0.43  0.57
Unf                  0.50  0.50
----------------------------------------
if_null_FireplaceQu     0     1
BsmtFinType2                   
ALQ                  0.53  0.47
BLQ                  0.48  0.52
GLQ                  0.64  0.36
LwQ                  0.50  0.50
Rec                  0.59  0.41
Unf                  0.53  0.47
----------------------------------------
if_null_FireplaceQu     0     1
Heating                        
Floor                0.00  1.00
GasA                 0.53  0.47
GasW                 0.44  0.56
Grav                 0.29  0.71
OthW                 0.50  0.50
Wall                 0.00  1.00
----------------------------------------
if_null_FireplaceQu     0     1
HeatingQC                      
Ex                   0.61  0.39
Fa                   0.41  0.59
Gd                   0.46  0.54
Po                   0.00  1.00
TA                   0.43  0.57
----------------------------------------
if_null_FireplaceQu     0     1
CentralAir                     
N                    0.15  0.85
Y                    0.55  0.45
----------------------------------------
if_null_FireplaceQu     0     1
Electrical                     
FuseA                0.29  0.71
FuseF                0.22  0.78
FuseP                0.00  1.00
Mix                  0.00  1.00
SBrkr                0.55  0.45
----------------------------------------
if_null_FireplaceQu     0     1
KitchenQual                    
Ex                   0.89  0.11
Fa                   0.26  0.74
Gd                   0.63  0.37
TA                   0.41  0.59
----------------------------------------
if_null_FireplaceQu     0     1
Functional                     
Maj1                 0.57  0.43
Maj2                 0.20  0.80
Min1                 0.58  0.42
Min2                 0.53  0.47
Mod                  0.47  0.53
Sev                  1.00  0.00
Typ                  0.53  0.47
----------------------------------------
if_null_FireplaceQu    0
FireplaceQu             
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_FireplaceQu     0     1
GarageType                     
2Types               0.33  0.67
Attchd               0.64  0.36
Basment              0.58  0.42
BuiltIn              0.85  0.15
CarPort              0.22  0.78
Detchd               0.29  0.71
----------------------------------------
if_null_FireplaceQu     0     1
GarageFinish                   
Fin                  0.79  0.21
RFn                  0.61  0.39
Unf                  0.38  0.62
----------------------------------------
if_null_FireplaceQu     0     1
GarageQual                     
Ex                   0.67  0.33
Fa                   0.33  0.67
Gd                   0.93  0.07
Po                   0.00  1.00
TA                   0.56  0.44
----------------------------------------
if_null_FireplaceQu     0     1
GarageCond                     
Ex                   0.50  0.50
Fa                   0.26  0.74
Gd                   0.44  0.56
Po                   0.29  0.71
TA                   0.56  0.44
----------------------------------------
if_null_FireplaceQu     0     1
PavedDrive                     
N                    0.21  0.79
P                    0.57  0.43
Y                    0.55  0.45
----------------------------------------
if_null_FireplaceQu    0
PoolQC                  
Ex                   1.0
Fa                   1.0
Gd                   1.0
----------------------------------------
if_null_FireplaceQu     0     1
Fence                          
GdPrv                0.61  0.39
GdWo                 0.43  0.57
MnPrv                0.43  0.57
MnWw                 0.27  0.73
----------------------------------------
if_null_FireplaceQu     0     1
MiscFeature                    
Gar2                 0.50  0.50
Othr                 0.50  0.50
Shed                 0.45  0.55
TenC                 1.00  0.00
----------------------------------------
if_null_FireplaceQu     0     1
SaleType                       
COD                  0.35  0.65
CWD                  0.75  0.25
Con                  0.50  0.50
ConLD                0.33  0.67
ConLI                0.60  0.40
ConLw                0.80  0.20
New                  0.70  0.30
Oth                  0.00  1.00
WD                   0.52  0.48
----------------------------------------
if_null_FireplaceQu     0     1
SaleCondition                  
Abnorml              0.35  0.65
AdjLand              0.00  1.00
Alloca               0.33  0.67
Family               0.50  0.50
Normal               0.53  0.47
Partial              0.69  0.31
----------------------------------------
if_null_GarageType     0     1
MSSubClass                    
20                  0.97  0.03
30                  0.74  0.26
40                  1.00  0.00
45                  0.75  0.25
50                  0.91  0.09
60                  1.00  0.00
70                  0.95  0.05
75                  0.88  0.12
80                  1.00  0.00
85                  1.00  0.00
90                  0.77  0.23
120                 1.00  0.00
160                 0.97  0.03
180                 0.60  0.40
190                 0.70  0.30
----------------------------------------
if_null_GarageType     0     1
MSZoning                      
C (all)             0.80  0.20
FV                  1.00  0.00
RH                  0.75  0.25
RL                  0.96  0.04
RM                  0.89  0.11
----------------------------------------
if_null_GarageType     0     1
Street                        
Grvl                0.83  0.17
Pave                0.94  0.06
----------------------------------------
if_null_GarageType     0     1
Alley                         
Grvl                0.86  0.14
Pave                0.95  0.05
----------------------------------------
if_null_GarageType     0     1
LotShape                      
IR1                 0.96  0.04
IR2                 1.00  0.00
IR3                 1.00  0.00
Reg                 0.93  0.07
----------------------------------------
if_null_GarageType     0     1
LandContour                   
Bnk                 0.86  0.14
HLS                 0.96  0.04
Low                 0.92  0.08
Lvl                 0.95  0.05
----------------------------------------
if_null_GarageType     0     1
Utilities                     
AllPub              0.94  0.06
NoSeWa              1.00  0.00
----------------------------------------
if_null_GarageType     0     1
LotConfig                     
Corner              0.95  0.05
CulDSac             0.99  0.01
FR2                 0.94  0.06
FR3                 1.00  0.00
Inside              0.94  0.06
----------------------------------------
if_null_GarageType     0     1
LandSlope                     
Gtl                 0.95  0.05
Mod                 0.94  0.06
Sev                 0.92  0.08
----------------------------------------
if_null_GarageType     0     1
Neighborhood                  
Blmngtn             1.00  0.00
Blueste             1.00  0.00
BrDale              0.94  0.06
BrkSide             0.83  0.17
ClearCr             0.96  0.04
CollgCr             0.99  0.01
Crawfor             1.00  0.00
Edwards             0.78  0.22
Gilbert             1.00  0.00
IDOTRR              0.78  0.22
MeadowV             0.71  0.29
Mitchel             0.90  0.10
NAmes               0.97  0.03
NPkVill             1.00  0.00
NWAmes              1.00  0.00
NoRidge             1.00  0.00
NridgHt             1.00  0.00
OldTown             0.89  0.11
SWISU               0.80  0.20
Sawyer              0.96  0.04
SawyerW             0.98  0.02
Somerst             1.00  0.00
StoneBr             1.00  0.00
Timber              1.00  0.00
Veenker             1.00  0.00
----------------------------------------
if_null_GarageType     0     1
Condition1                    
Artery              0.92  0.08
Feedr               0.85  0.15
Norm                0.95  0.05
PosA                1.00  0.00
PosN                1.00  0.00
RRAe                1.00  0.00
RRAn                1.00  0.00
RRNe                1.00  0.00
RRNn                1.00  0.00
----------------------------------------
if_null_GarageType     0     1
Condition2                    
Artery              1.00  0.00
Feedr               0.83  0.17
Norm                0.94  0.06
PosA                1.00  0.00
PosN                1.00  0.00
RRAe                1.00  0.00
RRAn                1.00  0.00
RRNn                1.00  0.00
----------------------------------------
if_null_GarageType     0     1
BldgType                      
1Fam                0.96  0.04
2fmCon              0.71  0.29
Duplex              0.77  0.23
Twnhs               0.88  0.12
TwnhsE              0.99  0.01
----------------------------------------
if_null_GarageType     0     1
HouseStyle                    
1.5Fin              0.90  0.10
1.5Unf              0.79  0.21
1Story              0.94  0.06
2.5Fin              0.75  0.25
2.5Unf              0.91  0.09
2Story              0.97  0.03
SFoyer              0.84  0.16
SLvl                1.00  0.00
----------------------------------------
if_null_GarageType     0     1
RoofStyle                     
Flat                0.92  0.08
Gable               0.94  0.06
Gambrel             0.91  0.09
Hip                 0.98  0.02
Mansard             0.86  0.14
Shed                1.00  0.00
----------------------------------------
if_null_GarageType     0     1
RoofMatl                      
ClyTile             1.00  0.00
CompShg             0.94  0.06
Membran             1.00  0.00
Metal               1.00  0.00
Roll                1.00  0.00
Tar&Grv             0.91  0.09
WdShake             1.00  0.00
WdShngl             1.00  0.00
----------------------------------------
if_null_GarageType     0     1
Exterior1st                   
AsbShng             0.75  0.25
AsphShn             0.00  1.00
BrkComm             1.00  0.00
BrkFace             0.98  0.02
CBlock              1.00  0.00
CemntBd             0.89  0.11
HdBoard             0.97  0.03
ImStucc             1.00  0.00
MetalSd             0.93  0.07
Plywood             0.97  0.03
Stone               1.00  0.00
Stucco              0.92  0.08
VinylSd             0.97  0.03
Wd Sdng             0.91  0.09
WdShing             0.85  0.15
----------------------------------------
if_null_GarageType     0     1
Exterior2nd                   
AsbShng             0.80  0.20
AsphShn             0.67  0.33
Brk Cmn             1.00  0.00
BrkFace             0.96  0.04
CBlock              1.00  0.00
CmentBd             0.88  0.12
HdBoard             0.97  0.03
ImStucc             1.00  0.00
MetalSd             0.94  0.06
Other               1.00  0.00
Plywood             0.94  0.06
Stone               1.00  0.00
Stucco              0.92  0.08
VinylSd             0.97  0.03
Wd Sdng             0.92  0.08
Wd Shng             0.87  0.13
----------------------------------------
if_null_GarageType     0     1
MasVnrType                    
BrkCmn              1.00  0.00
BrkFace             0.99  0.01
Stone               1.00  0.00
----------------------------------------
if_null_GarageType     0     1
ExterQual                     
Ex                  1.00  0.00
Fa                  0.50  0.50
Gd                  1.00  0.00
TA                  0.92  0.08
----------------------------------------
if_null_GarageType     0     1
ExterCond                     
Ex                  0.67  0.33
Fa                  0.64  0.36
Gd                  0.95  0.05
Po                  0.00  1.00
TA                  0.95  0.05
----------------------------------------
if_null_GarageType     0     1
Foundation                    
BrkTil              0.88  0.12
CBlock              0.93  0.07
PConc               0.98  0.02
Slab                0.83  0.17
Stone               1.00  0.00
Wood                1.00  0.00
----------------------------------------
if_null_GarageType     0     1
BsmtQual                      
Ex                  1.00  0.00
Fa                  0.91  0.09
Gd                  0.97  0.03
TA                  0.92  0.08
----------------------------------------
if_null_GarageType     0     1
BsmtCond                      
Fa                  0.84  0.16
Gd                  0.97  0.03
Po                  0.50  0.50
TA                  0.95  0.05
----------------------------------------
if_null_GarageType     0     1
BsmtExposure                  
Av                  0.96  0.04
Gd                  0.96  0.04
Mn                  0.97  0.03
No                  0.94  0.06
----------------------------------------
if_null_GarageType     0     1
BsmtFinType1                  
ALQ                 0.95  0.05
BLQ                 0.95  0.05
GLQ                 0.98  0.02
LwQ                 0.93  0.07
Rec                 0.95  0.05
Unf                 0.92  0.08
----------------------------------------
if_null_GarageType     0     1
BsmtFinType2                  
ALQ                 1.00  0.00
BLQ                 0.97  0.03
GLQ                 0.86  0.14
LwQ                 1.00  0.00
Rec                 0.98  0.02
Unf                 0.94  0.06
----------------------------------------
if_null_GarageType     0     1
Heating                       
Floor               1.00  0.00
GasA                0.95  0.05
GasW                0.94  0.06
Grav                0.43  0.57
OthW                0.50  0.50
Wall                1.00  0.00
----------------------------------------
if_null_GarageType     0     1
HeatingQC                     
Ex                  0.97  0.03
Fa                  0.82  0.18
Gd                  0.92  0.08
Po                  1.00  0.00
TA                  0.93  0.07
----------------------------------------
if_null_GarageType     0     1
CentralAir                    
N                   0.73  0.27
Y                   0.96  0.04
----------------------------------------
if_null_GarageType     0     1
Electrical                    
FuseA               0.86  0.14
FuseF               0.81  0.19
FuseP               0.67  0.33
Mix                 1.00  0.00
SBrkr               0.95  0.05
----------------------------------------
if_null_GarageType     0     1
KitchenQual                   
Ex                  0.98  0.02
Fa                  0.62  0.38
Gd                  0.99  0.01
TA                  0.92  0.08
----------------------------------------
if_null_GarageType     0     1
Functional                    
Maj1                0.79  0.21
Maj2                0.80  0.20
Min1                1.00  0.00
Min2                0.94  0.06
Mod                 0.87  0.13
Sev                 1.00  0.00
Typ                 0.95  0.05
----------------------------------------
if_null_GarageType     0     1
FireplaceQu                   
Ex                  1.00  0.00
Fa                  1.00  0.00
Gd                  0.99  0.01
Po                  0.90  0.10
TA                  0.99  0.01
----------------------------------------
if_null_GarageType    0
GarageType             
2Types              1.0
Attchd              1.0
Basment             1.0
BuiltIn             1.0
CarPort             1.0
Detchd              1.0
----------------------------------------
if_null_GarageType    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_GarageType    0
GarageQual             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_GarageType    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_GarageType     0     1
PavedDrive                    
N                   0.64  0.36
P                   0.93  0.07
Y                   0.96  0.04
----------------------------------------
if_null_GarageType    0
PoolQC                 
Ex                  1.0
Fa                  1.0
Gd                  1.0
----------------------------------------
if_null_GarageType     0     1
Fence                         
GdPrv               0.98  0.02
GdWo                0.93  0.07
MnPrv               0.93  0.07
MnWw                1.00  0.00
----------------------------------------
if_null_GarageType     0     1
MiscFeature                   
Gar2                1.00  0.00
Othr                0.50  0.50
Shed                0.96  0.04
TenC                1.00  0.00
----------------------------------------
if_null_GarageType     0     1
SaleType                      
COD                 1.00  0.00
CWD                 1.00  0.00
Con                 1.00  0.00
ConLD               0.78  0.22
ConLI               0.80  0.20
ConLw               0.80  0.20
New                 0.98  0.02
Oth                 0.33  0.67
WD                  0.94  0.06
----------------------------------------
if_null_GarageType     0     1
SaleCondition                 
Abnorml             0.86  0.14
AdjLand             0.25  0.75
Alloca              0.92  0.08
Family              1.00  0.00
Normal              0.95  0.05
Partial             0.98  0.02
----------------------------------------
if_null_GarageFinish     0     1
MSSubClass                      
20                    0.97  0.03
30                    0.74  0.26
40                    1.00  0.00
45                    0.75  0.25
50                    0.91  0.09
60                    1.00  0.00
70                    0.95  0.05
75                    0.88  0.12
80                    1.00  0.00
85                    1.00  0.00
90                    0.77  0.23
120                   1.00  0.00
160                   0.97  0.03
180                   0.60  0.40
190                   0.70  0.30
----------------------------------------
if_null_GarageFinish     0     1
MSZoning                        
C (all)               0.80  0.20
FV                    1.00  0.00
RH                    0.75  0.25
RL                    0.96  0.04
RM                    0.89  0.11
----------------------------------------
if_null_GarageFinish     0     1
Street                          
Grvl                  0.83  0.17
Pave                  0.94  0.06
----------------------------------------
if_null_GarageFinish     0     1
Alley                           
Grvl                  0.86  0.14
Pave                  0.95  0.05
----------------------------------------
if_null_GarageFinish     0     1
LotShape                        
IR1                   0.96  0.04
IR2                   1.00  0.00
IR3                   1.00  0.00
Reg                   0.93  0.07
----------------------------------------
if_null_GarageFinish     0     1
LandContour                     
Bnk                   0.86  0.14
HLS                   0.96  0.04
Low                   0.92  0.08
Lvl                   0.95  0.05
----------------------------------------
if_null_GarageFinish     0     1
Utilities                       
AllPub                0.94  0.06
NoSeWa                1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
LotConfig                       
Corner                0.95  0.05
CulDSac               0.99  0.01
FR2                   0.94  0.06
FR3                   1.00  0.00
Inside                0.94  0.06
----------------------------------------
if_null_GarageFinish     0     1
LandSlope                       
Gtl                   0.95  0.05
Mod                   0.94  0.06
Sev                   0.92  0.08
----------------------------------------
if_null_GarageFinish     0     1
Neighborhood                    
Blmngtn               1.00  0.00
Blueste               1.00  0.00
BrDale                0.94  0.06
BrkSide               0.83  0.17
ClearCr               0.96  0.04
CollgCr               0.99  0.01
Crawfor               1.00  0.00
Edwards               0.78  0.22
Gilbert               1.00  0.00
IDOTRR                0.78  0.22
MeadowV               0.71  0.29
Mitchel               0.90  0.10
NAmes                 0.97  0.03
NPkVill               1.00  0.00
NWAmes                1.00  0.00
NoRidge               1.00  0.00
NridgHt               1.00  0.00
OldTown               0.89  0.11
SWISU                 0.80  0.20
Sawyer                0.96  0.04
SawyerW               0.98  0.02
Somerst               1.00  0.00
StoneBr               1.00  0.00
Timber                1.00  0.00
Veenker               1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
Condition1                      
Artery                0.92  0.08
Feedr                 0.85  0.15
Norm                  0.95  0.05
PosA                  1.00  0.00
PosN                  1.00  0.00
RRAe                  1.00  0.00
RRAn                  1.00  0.00
RRNe                  1.00  0.00
RRNn                  1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
Condition2                      
Artery                1.00  0.00
Feedr                 0.83  0.17
Norm                  0.94  0.06
PosA                  1.00  0.00
PosN                  1.00  0.00
RRAe                  1.00  0.00
RRAn                  1.00  0.00
RRNn                  1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
BldgType                        
1Fam                  0.96  0.04
2fmCon                0.71  0.29
Duplex                0.77  0.23
Twnhs                 0.88  0.12
TwnhsE                0.99  0.01
----------------------------------------
if_null_GarageFinish     0     1
HouseStyle                      
1.5Fin                0.90  0.10
1.5Unf                0.79  0.21
1Story                0.94  0.06
2.5Fin                0.75  0.25
2.5Unf                0.91  0.09
2Story                0.97  0.03
SFoyer                0.84  0.16
SLvl                  1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
RoofStyle                       
Flat                  0.92  0.08
Gable                 0.94  0.06
Gambrel               0.91  0.09
Hip                   0.98  0.02
Mansard               0.86  0.14
Shed                  1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
RoofMatl                        
ClyTile               1.00  0.00
CompShg               0.94  0.06
Membran               1.00  0.00
Metal                 1.00  0.00
Roll                  1.00  0.00
Tar&Grv               0.91  0.09
WdShake               1.00  0.00
WdShngl               1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
Exterior1st                     
AsbShng               0.75  0.25
AsphShn               0.00  1.00
BrkComm               1.00  0.00
BrkFace               0.98  0.02
CBlock                1.00  0.00
CemntBd               0.89  0.11
HdBoard               0.97  0.03
ImStucc               1.00  0.00
MetalSd               0.93  0.07
Plywood               0.97  0.03
Stone                 1.00  0.00
Stucco                0.92  0.08
VinylSd               0.97  0.03
Wd Sdng               0.91  0.09
WdShing               0.85  0.15
----------------------------------------
if_null_GarageFinish     0     1
Exterior2nd                     
AsbShng               0.80  0.20
AsphShn               0.67  0.33
Brk Cmn               1.00  0.00
BrkFace               0.96  0.04
CBlock                1.00  0.00
CmentBd               0.88  0.12
HdBoard               0.97  0.03
ImStucc               1.00  0.00
MetalSd               0.94  0.06
Other                 1.00  0.00
Plywood               0.94  0.06
Stone                 1.00  0.00
Stucco                0.92  0.08
VinylSd               0.97  0.03
Wd Sdng               0.92  0.08
Wd Shng               0.87  0.13
----------------------------------------
if_null_GarageFinish     0     1
MasVnrType                      
BrkCmn                1.00  0.00
BrkFace               0.99  0.01
Stone                 1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
ExterQual                       
Ex                    1.00  0.00
Fa                    0.50  0.50
Gd                    1.00  0.00
TA                    0.92  0.08
----------------------------------------
if_null_GarageFinish     0     1
ExterCond                       
Ex                    0.67  0.33
Fa                    0.64  0.36
Gd                    0.95  0.05
Po                    0.00  1.00
TA                    0.95  0.05
----------------------------------------
if_null_GarageFinish     0     1
Foundation                      
BrkTil                0.88  0.12
CBlock                0.93  0.07
PConc                 0.98  0.02
Slab                  0.83  0.17
Stone                 1.00  0.00
Wood                  1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
BsmtQual                        
Ex                    1.00  0.00
Fa                    0.91  0.09
Gd                    0.97  0.03
TA                    0.92  0.08
----------------------------------------
if_null_GarageFinish     0     1
BsmtCond                        
Fa                    0.84  0.16
Gd                    0.97  0.03
Po                    0.50  0.50
TA                    0.95  0.05
----------------------------------------
if_null_GarageFinish     0     1
BsmtExposure                    
Av                    0.96  0.04
Gd                    0.96  0.04
Mn                    0.97  0.03
No                    0.94  0.06
----------------------------------------
if_null_GarageFinish     0     1
BsmtFinType1                    
ALQ                   0.95  0.05
BLQ                   0.95  0.05
GLQ                   0.98  0.02
LwQ                   0.93  0.07
Rec                   0.95  0.05
Unf                   0.92  0.08
----------------------------------------
if_null_GarageFinish     0     1
BsmtFinType2                    
ALQ                   1.00  0.00
BLQ                   0.97  0.03
GLQ                   0.86  0.14
LwQ                   1.00  0.00
Rec                   0.98  0.02
Unf                   0.94  0.06
----------------------------------------
if_null_GarageFinish     0     1
Heating                         
Floor                 1.00  0.00
GasA                  0.95  0.05
GasW                  0.94  0.06
Grav                  0.43  0.57
OthW                  0.50  0.50
Wall                  1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
HeatingQC                       
Ex                    0.97  0.03
Fa                    0.82  0.18
Gd                    0.92  0.08
Po                    1.00  0.00
TA                    0.93  0.07
----------------------------------------
if_null_GarageFinish     0     1
CentralAir                      
N                     0.73  0.27
Y                     0.96  0.04
----------------------------------------
if_null_GarageFinish     0     1
Electrical                      
FuseA                 0.86  0.14
FuseF                 0.81  0.19
FuseP                 0.67  0.33
Mix                   1.00  0.00
SBrkr                 0.95  0.05
----------------------------------------
if_null_GarageFinish     0     1
KitchenQual                     
Ex                    0.98  0.02
Fa                    0.62  0.38
Gd                    0.99  0.01
TA                    0.92  0.08
----------------------------------------
if_null_GarageFinish     0     1
Functional                      
Maj1                  0.79  0.21
Maj2                  0.80  0.20
Min1                  1.00  0.00
Min2                  0.94  0.06
Mod                   0.87  0.13
Sev                   1.00  0.00
Typ                   0.95  0.05
----------------------------------------
if_null_GarageFinish     0     1
FireplaceQu                     
Ex                    1.00  0.00
Fa                    1.00  0.00
Gd                    0.99  0.01
Po                    0.90  0.10
TA                    0.99  0.01
----------------------------------------
if_null_GarageFinish    0
GarageType               
2Types                1.0
Attchd                1.0
Basment               1.0
BuiltIn               1.0
CarPort               1.0
Detchd                1.0
----------------------------------------
if_null_GarageFinish    0
GarageFinish             
Fin                   1.0
RFn                   1.0
Unf                   1.0
----------------------------------------
if_null_GarageFinish    0
GarageQual               
Ex                    1.0
Fa                    1.0
Gd                    1.0
Po                    1.0
TA                    1.0
----------------------------------------
if_null_GarageFinish    0
GarageCond               
Ex                    1.0
Fa                    1.0
Gd                    1.0
Po                    1.0
TA                    1.0
----------------------------------------
if_null_GarageFinish     0     1
PavedDrive                      
N                     0.64  0.36
P                     0.93  0.07
Y                     0.96  0.04
----------------------------------------
if_null_GarageFinish    0
PoolQC                   
Ex                    1.0
Fa                    1.0
Gd                    1.0
----------------------------------------
if_null_GarageFinish     0     1
Fence                           
GdPrv                 0.98  0.02
GdWo                  0.93  0.07
MnPrv                 0.93  0.07
MnWw                  1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
MiscFeature                     
Gar2                  1.00  0.00
Othr                  0.50  0.50
Shed                  0.96  0.04
TenC                  1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
SaleType                        
COD                   1.00  0.00
CWD                   1.00  0.00
Con                   1.00  0.00
ConLD                 0.78  0.22
ConLI                 0.80  0.20
ConLw                 0.80  0.20
New                   0.98  0.02
Oth                   0.33  0.67
WD                    0.94  0.06
----------------------------------------
if_null_GarageFinish     0     1
SaleCondition                   
Abnorml               0.86  0.14
AdjLand               0.25  0.75
Alloca                0.92  0.08
Family                1.00  0.00
Normal                0.95  0.05
Partial               0.98  0.02
----------------------------------------
if_null_GarageQual     0     1
MSSubClass                    
20                  0.97  0.03
30                  0.74  0.26
40                  1.00  0.00
45                  0.75  0.25
50                  0.91  0.09
60                  1.00  0.00
70                  0.95  0.05
75                  0.88  0.12
80                  1.00  0.00
85                  1.00  0.00
90                  0.77  0.23
120                 1.00  0.00
160                 0.97  0.03
180                 0.60  0.40
190                 0.70  0.30
----------------------------------------
if_null_GarageQual     0     1
MSZoning                      
C (all)             0.80  0.20
FV                  1.00  0.00
RH                  0.75  0.25
RL                  0.96  0.04
RM                  0.89  0.11
----------------------------------------
if_null_GarageQual     0     1
Street                        
Grvl                0.83  0.17
Pave                0.94  0.06
----------------------------------------
if_null_GarageQual     0     1
Alley                         
Grvl                0.86  0.14
Pave                0.95  0.05
----------------------------------------
if_null_GarageQual     0     1
LotShape                      
IR1                 0.96  0.04
IR2                 1.00  0.00
IR3                 1.00  0.00
Reg                 0.93  0.07
----------------------------------------
if_null_GarageQual     0     1
LandContour                   
Bnk                 0.86  0.14
HLS                 0.96  0.04
Low                 0.92  0.08
Lvl                 0.95  0.05
----------------------------------------
if_null_GarageQual     0     1
Utilities                     
AllPub              0.94  0.06
NoSeWa              1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
LotConfig                     
Corner              0.95  0.05
CulDSac             0.99  0.01
FR2                 0.94  0.06
FR3                 1.00  0.00
Inside              0.94  0.06
----------------------------------------
if_null_GarageQual     0     1
LandSlope                     
Gtl                 0.95  0.05
Mod                 0.94  0.06
Sev                 0.92  0.08
----------------------------------------
if_null_GarageQual     0     1
Neighborhood                  
Blmngtn             1.00  0.00
Blueste             1.00  0.00
BrDale              0.94  0.06
BrkSide             0.83  0.17
ClearCr             0.96  0.04
CollgCr             0.99  0.01
Crawfor             1.00  0.00
Edwards             0.78  0.22
Gilbert             1.00  0.00
IDOTRR              0.78  0.22
MeadowV             0.71  0.29
Mitchel             0.90  0.10
NAmes               0.97  0.03
NPkVill             1.00  0.00
NWAmes              1.00  0.00
NoRidge             1.00  0.00
NridgHt             1.00  0.00
OldTown             0.89  0.11
SWISU               0.80  0.20
Sawyer              0.96  0.04
SawyerW             0.98  0.02
Somerst             1.00  0.00
StoneBr             1.00  0.00
Timber              1.00  0.00
Veenker             1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
Condition1                    
Artery              0.92  0.08
Feedr               0.85  0.15
Norm                0.95  0.05
PosA                1.00  0.00
PosN                1.00  0.00
RRAe                1.00  0.00
RRAn                1.00  0.00
RRNe                1.00  0.00
RRNn                1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
Condition2                    
Artery              1.00  0.00
Feedr               0.83  0.17
Norm                0.94  0.06
PosA                1.00  0.00
PosN                1.00  0.00
RRAe                1.00  0.00
RRAn                1.00  0.00
RRNn                1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
BldgType                      
1Fam                0.96  0.04
2fmCon              0.71  0.29
Duplex              0.77  0.23
Twnhs               0.88  0.12
TwnhsE              0.99  0.01
----------------------------------------
if_null_GarageQual     0     1
HouseStyle                    
1.5Fin              0.90  0.10
1.5Unf              0.79  0.21
1Story              0.94  0.06
2.5Fin              0.75  0.25
2.5Unf              0.91  0.09
2Story              0.97  0.03
SFoyer              0.84  0.16
SLvl                1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
RoofStyle                     
Flat                0.92  0.08
Gable               0.94  0.06
Gambrel             0.91  0.09
Hip                 0.98  0.02
Mansard             0.86  0.14
Shed                1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
RoofMatl                      
ClyTile             1.00  0.00
CompShg             0.94  0.06
Membran             1.00  0.00
Metal               1.00  0.00
Roll                1.00  0.00
Tar&Grv             0.91  0.09
WdShake             1.00  0.00
WdShngl             1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
Exterior1st                   
AsbShng             0.75  0.25
AsphShn             0.00  1.00
BrkComm             1.00  0.00
BrkFace             0.98  0.02
CBlock              1.00  0.00
CemntBd             0.89  0.11
HdBoard             0.97  0.03
ImStucc             1.00  0.00
MetalSd             0.93  0.07
Plywood             0.97  0.03
Stone               1.00  0.00
Stucco              0.92  0.08
VinylSd             0.97  0.03
Wd Sdng             0.91  0.09
WdShing             0.85  0.15
----------------------------------------
if_null_GarageQual     0     1
Exterior2nd                   
AsbShng             0.80  0.20
AsphShn             0.67  0.33
Brk Cmn             1.00  0.00
BrkFace             0.96  0.04
CBlock              1.00  0.00
CmentBd             0.88  0.12
HdBoard             0.97  0.03
ImStucc             1.00  0.00
MetalSd             0.94  0.06
Other               1.00  0.00
Plywood             0.94  0.06
Stone               1.00  0.00
Stucco              0.92  0.08
VinylSd             0.97  0.03
Wd Sdng             0.92  0.08
Wd Shng             0.87  0.13
----------------------------------------
if_null_GarageQual     0     1
MasVnrType                    
BrkCmn              1.00  0.00
BrkFace             0.99  0.01
Stone               1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
ExterQual                     
Ex                  1.00  0.00
Fa                  0.50  0.50
Gd                  1.00  0.00
TA                  0.92  0.08
----------------------------------------
if_null_GarageQual     0     1
ExterCond                     
Ex                  0.67  0.33
Fa                  0.64  0.36
Gd                  0.95  0.05
Po                  0.00  1.00
TA                  0.95  0.05
----------------------------------------
if_null_GarageQual     0     1
Foundation                    
BrkTil              0.88  0.12
CBlock              0.93  0.07
PConc               0.98  0.02
Slab                0.83  0.17
Stone               1.00  0.00
Wood                1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
BsmtQual                      
Ex                  1.00  0.00
Fa                  0.91  0.09
Gd                  0.97  0.03
TA                  0.92  0.08
----------------------------------------
if_null_GarageQual     0     1
BsmtCond                      
Fa                  0.84  0.16
Gd                  0.97  0.03
Po                  0.50  0.50
TA                  0.95  0.05
----------------------------------------
if_null_GarageQual     0     1
BsmtExposure                  
Av                  0.96  0.04
Gd                  0.96  0.04
Mn                  0.97  0.03
No                  0.94  0.06
----------------------------------------
if_null_GarageQual     0     1
BsmtFinType1                  
ALQ                 0.95  0.05
BLQ                 0.95  0.05
GLQ                 0.98  0.02
LwQ                 0.93  0.07
Rec                 0.95  0.05
Unf                 0.92  0.08
----------------------------------------
if_null_GarageQual     0     1
BsmtFinType2                  
ALQ                 1.00  0.00
BLQ                 0.97  0.03
GLQ                 0.86  0.14
LwQ                 1.00  0.00
Rec                 0.98  0.02
Unf                 0.94  0.06
----------------------------------------
if_null_GarageQual     0     1
Heating                       
Floor               1.00  0.00
GasA                0.95  0.05
GasW                0.94  0.06
Grav                0.43  0.57
OthW                0.50  0.50
Wall                1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
HeatingQC                     
Ex                  0.97  0.03
Fa                  0.82  0.18
Gd                  0.92  0.08
Po                  1.00  0.00
TA                  0.93  0.07
----------------------------------------
if_null_GarageQual     0     1
CentralAir                    
N                   0.73  0.27
Y                   0.96  0.04
----------------------------------------
if_null_GarageQual     0     1
Electrical                    
FuseA               0.86  0.14
FuseF               0.81  0.19
FuseP               0.67  0.33
Mix                 1.00  0.00
SBrkr               0.95  0.05
----------------------------------------
if_null_GarageQual     0     1
KitchenQual                   
Ex                  0.98  0.02
Fa                  0.62  0.38
Gd                  0.99  0.01
TA                  0.92  0.08
----------------------------------------
if_null_GarageQual     0     1
Functional                    
Maj1                0.79  0.21
Maj2                0.80  0.20
Min1                1.00  0.00
Min2                0.94  0.06
Mod                 0.87  0.13
Sev                 1.00  0.00
Typ                 0.95  0.05
----------------------------------------
if_null_GarageQual     0     1
FireplaceQu                   
Ex                  1.00  0.00
Fa                  1.00  0.00
Gd                  0.99  0.01
Po                  0.90  0.10
TA                  0.99  0.01
----------------------------------------
if_null_GarageQual    0
GarageType             
2Types              1.0
Attchd              1.0
Basment             1.0
BuiltIn             1.0
CarPort             1.0
Detchd              1.0
----------------------------------------
if_null_GarageQual    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_GarageQual    0
GarageQual             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_GarageQual    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_GarageQual     0     1
PavedDrive                    
N                   0.64  0.36
P                   0.93  0.07
Y                   0.96  0.04
----------------------------------------
if_null_GarageQual    0
PoolQC                 
Ex                  1.0
Fa                  1.0
Gd                  1.0
----------------------------------------
if_null_GarageQual     0     1
Fence                         
GdPrv               0.98  0.02
GdWo                0.93  0.07
MnPrv               0.93  0.07
MnWw                1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
MiscFeature                   
Gar2                1.00  0.00
Othr                0.50  0.50
Shed                0.96  0.04
TenC                1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
SaleType                      
COD                 1.00  0.00
CWD                 1.00  0.00
Con                 1.00  0.00
ConLD               0.78  0.22
ConLI               0.80  0.20
ConLw               0.80  0.20
New                 0.98  0.02
Oth                 0.33  0.67
WD                  0.94  0.06
----------------------------------------
if_null_GarageQual     0     1
SaleCondition                 
Abnorml             0.86  0.14
AdjLand             0.25  0.75
Alloca              0.92  0.08
Family              1.00  0.00
Normal              0.95  0.05
Partial             0.98  0.02
----------------------------------------
if_null_GarageCond     0     1
MSSubClass                    
20                  0.97  0.03
30                  0.74  0.26
40                  1.00  0.00
45                  0.75  0.25
50                  0.91  0.09
60                  1.00  0.00
70                  0.95  0.05
75                  0.88  0.12
80                  1.00  0.00
85                  1.00  0.00
90                  0.77  0.23
120                 1.00  0.00
160                 0.97  0.03
180                 0.60  0.40
190                 0.70  0.30
----------------------------------------
if_null_GarageCond     0     1
MSZoning                      
C (all)             0.80  0.20
FV                  1.00  0.00
RH                  0.75  0.25
RL                  0.96  0.04
RM                  0.89  0.11
----------------------------------------
if_null_GarageCond     0     1
Street                        
Grvl                0.83  0.17
Pave                0.94  0.06
----------------------------------------
if_null_GarageCond     0     1
Alley                         
Grvl                0.86  0.14
Pave                0.95  0.05
----------------------------------------
if_null_GarageCond     0     1
LotShape                      
IR1                 0.96  0.04
IR2                 1.00  0.00
IR3                 1.00  0.00
Reg                 0.93  0.07
----------------------------------------
if_null_GarageCond     0     1
LandContour                   
Bnk                 0.86  0.14
HLS                 0.96  0.04
Low                 0.92  0.08
Lvl                 0.95  0.05
----------------------------------------
if_null_GarageCond     0     1
Utilities                     
AllPub              0.94  0.06
NoSeWa              1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
LotConfig                     
Corner              0.95  0.05
CulDSac             0.99  0.01
FR2                 0.94  0.06
FR3                 1.00  0.00
Inside              0.94  0.06
----------------------------------------
if_null_GarageCond     0     1
LandSlope                     
Gtl                 0.95  0.05
Mod                 0.94  0.06
Sev                 0.92  0.08
----------------------------------------
if_null_GarageCond     0     1
Neighborhood                  
Blmngtn             1.00  0.00
Blueste             1.00  0.00
BrDale              0.94  0.06
BrkSide             0.83  0.17
ClearCr             0.96  0.04
CollgCr             0.99  0.01
Crawfor             1.00  0.00
Edwards             0.78  0.22
Gilbert             1.00  0.00
IDOTRR              0.78  0.22
MeadowV             0.71  0.29
Mitchel             0.90  0.10
NAmes               0.97  0.03
NPkVill             1.00  0.00
NWAmes              1.00  0.00
NoRidge             1.00  0.00
NridgHt             1.00  0.00
OldTown             0.89  0.11
SWISU               0.80  0.20
Sawyer              0.96  0.04
SawyerW             0.98  0.02
Somerst             1.00  0.00
StoneBr             1.00  0.00
Timber              1.00  0.00
Veenker             1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
Condition1                    
Artery              0.92  0.08
Feedr               0.85  0.15
Norm                0.95  0.05
PosA                1.00  0.00
PosN                1.00  0.00
RRAe                1.00  0.00
RRAn                1.00  0.00
RRNe                1.00  0.00
RRNn                1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
Condition2                    
Artery              1.00  0.00
Feedr               0.83  0.17
Norm                0.94  0.06
PosA                1.00  0.00
PosN                1.00  0.00
RRAe                1.00  0.00
RRAn                1.00  0.00
RRNn                1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
BldgType                      
1Fam                0.96  0.04
2fmCon              0.71  0.29
Duplex              0.77  0.23
Twnhs               0.88  0.12
TwnhsE              0.99  0.01
----------------------------------------
if_null_GarageCond     0     1
HouseStyle                    
1.5Fin              0.90  0.10
1.5Unf              0.79  0.21
1Story              0.94  0.06
2.5Fin              0.75  0.25
2.5Unf              0.91  0.09
2Story              0.97  0.03
SFoyer              0.84  0.16
SLvl                1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
RoofStyle                     
Flat                0.92  0.08
Gable               0.94  0.06
Gambrel             0.91  0.09
Hip                 0.98  0.02
Mansard             0.86  0.14
Shed                1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
RoofMatl                      
ClyTile             1.00  0.00
CompShg             0.94  0.06
Membran             1.00  0.00
Metal               1.00  0.00
Roll                1.00  0.00
Tar&Grv             0.91  0.09
WdShake             1.00  0.00
WdShngl             1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
Exterior1st                   
AsbShng             0.75  0.25
AsphShn             0.00  1.00
BrkComm             1.00  0.00
BrkFace             0.98  0.02
CBlock              1.00  0.00
CemntBd             0.89  0.11
HdBoard             0.97  0.03
ImStucc             1.00  0.00
MetalSd             0.93  0.07
Plywood             0.97  0.03
Stone               1.00  0.00
Stucco              0.92  0.08
VinylSd             0.97  0.03
Wd Sdng             0.91  0.09
WdShing             0.85  0.15
----------------------------------------
if_null_GarageCond     0     1
Exterior2nd                   
AsbShng             0.80  0.20
AsphShn             0.67  0.33
Brk Cmn             1.00  0.00
BrkFace             0.96  0.04
CBlock              1.00  0.00
CmentBd             0.88  0.12
HdBoard             0.97  0.03
ImStucc             1.00  0.00
MetalSd             0.94  0.06
Other               1.00  0.00
Plywood             0.94  0.06
Stone               1.00  0.00
Stucco              0.92  0.08
VinylSd             0.97  0.03
Wd Sdng             0.92  0.08
Wd Shng             0.87  0.13
----------------------------------------
if_null_GarageCond     0     1
MasVnrType                    
BrkCmn              1.00  0.00
BrkFace             0.99  0.01
Stone               1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
ExterQual                     
Ex                  1.00  0.00
Fa                  0.50  0.50
Gd                  1.00  0.00
TA                  0.92  0.08
----------------------------------------
if_null_GarageCond     0     1
ExterCond                     
Ex                  0.67  0.33
Fa                  0.64  0.36
Gd                  0.95  0.05
Po                  0.00  1.00
TA                  0.95  0.05
----------------------------------------
if_null_GarageCond     0     1
Foundation                    
BrkTil              0.88  0.12
CBlock              0.93  0.07
PConc               0.98  0.02
Slab                0.83  0.17
Stone               1.00  0.00
Wood                1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
BsmtQual                      
Ex                  1.00  0.00
Fa                  0.91  0.09
Gd                  0.97  0.03
TA                  0.92  0.08
----------------------------------------
if_null_GarageCond     0     1
BsmtCond                      
Fa                  0.84  0.16
Gd                  0.97  0.03
Po                  0.50  0.50
TA                  0.95  0.05
----------------------------------------
if_null_GarageCond     0     1
BsmtExposure                  
Av                  0.96  0.04
Gd                  0.96  0.04
Mn                  0.97  0.03
No                  0.94  0.06
----------------------------------------
if_null_GarageCond     0     1
BsmtFinType1                  
ALQ                 0.95  0.05
BLQ                 0.95  0.05
GLQ                 0.98  0.02
LwQ                 0.93  0.07
Rec                 0.95  0.05
Unf                 0.92  0.08
----------------------------------------
if_null_GarageCond     0     1
BsmtFinType2                  
ALQ                 1.00  0.00
BLQ                 0.97  0.03
GLQ                 0.86  0.14
LwQ                 1.00  0.00
Rec                 0.98  0.02
Unf                 0.94  0.06
----------------------------------------
if_null_GarageCond     0     1
Heating                       
Floor               1.00  0.00
GasA                0.95  0.05
GasW                0.94  0.06
Grav                0.43  0.57
OthW                0.50  0.50
Wall                1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
HeatingQC                     
Ex                  0.97  0.03
Fa                  0.82  0.18
Gd                  0.92  0.08
Po                  1.00  0.00
TA                  0.93  0.07
----------------------------------------
if_null_GarageCond     0     1
CentralAir                    
N                   0.73  0.27
Y                   0.96  0.04
----------------------------------------
if_null_GarageCond     0     1
Electrical                    
FuseA               0.86  0.14
FuseF               0.81  0.19
FuseP               0.67  0.33
Mix                 1.00  0.00
SBrkr               0.95  0.05
----------------------------------------
if_null_GarageCond     0     1
KitchenQual                   
Ex                  0.98  0.02
Fa                  0.62  0.38
Gd                  0.99  0.01
TA                  0.92  0.08
----------------------------------------
if_null_GarageCond     0     1
Functional                    
Maj1                0.79  0.21
Maj2                0.80  0.20
Min1                1.00  0.00
Min2                0.94  0.06
Mod                 0.87  0.13
Sev                 1.00  0.00
Typ                 0.95  0.05
----------------------------------------
if_null_GarageCond     0     1
FireplaceQu                   
Ex                  1.00  0.00
Fa                  1.00  0.00
Gd                  0.99  0.01
Po                  0.90  0.10
TA                  0.99  0.01
----------------------------------------
if_null_GarageCond    0
GarageType             
2Types              1.0
Attchd              1.0
Basment             1.0
BuiltIn             1.0
CarPort             1.0
Detchd              1.0
----------------------------------------
if_null_GarageCond    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_GarageCond    0
GarageQual             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_GarageCond    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_GarageCond     0     1
PavedDrive                    
N                   0.64  0.36
P                   0.93  0.07
Y                   0.96  0.04
----------------------------------------
if_null_GarageCond    0
PoolQC                 
Ex                  1.0
Fa                  1.0
Gd                  1.0
----------------------------------------
if_null_GarageCond     0     1
Fence                         
GdPrv               0.98  0.02
GdWo                0.93  0.07
MnPrv               0.93  0.07
MnWw                1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
MiscFeature                   
Gar2                1.00  0.00
Othr                0.50  0.50
Shed                0.96  0.04
TenC                1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
SaleType                      
COD                 1.00  0.00
CWD                 1.00  0.00
Con                 1.00  0.00
ConLD               0.78  0.22
ConLI               0.80  0.20
ConLw               0.80  0.20
New                 0.98  0.02
Oth                 0.33  0.67
WD                  0.94  0.06
----------------------------------------
if_null_GarageCond     0     1
SaleCondition                 
Abnorml             0.86  0.14
AdjLand             0.25  0.75
Alloca              0.92  0.08
Family              1.00  0.00
Normal              0.95  0.05
Partial             0.98  0.02
----------------------------------------
if_null_PavedDrive    0
MSSubClass             
20                  1.0
30                  1.0
40                  1.0
45                  1.0
50                  1.0
60                  1.0
70                  1.0
75                  1.0
80                  1.0
85                  1.0
90                  1.0
120                 1.0
160                 1.0
180                 1.0
190                 1.0
----------------------------------------
if_null_PavedDrive    0
MSZoning               
C (all)             1.0
FV                  1.0
RH                  1.0
RL                  1.0
RM                  1.0
----------------------------------------
if_null_PavedDrive    0
Street                 
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_PavedDrive    0
Alley                  
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_PavedDrive    0
LotShape               
IR1                 1.0
IR2                 1.0
IR3                 1.0
Reg                 1.0
----------------------------------------
if_null_PavedDrive    0
LandContour            
Bnk                 1.0
HLS                 1.0
Low                 1.0
Lvl                 1.0
----------------------------------------
if_null_PavedDrive    0
Utilities              
AllPub              1.0
NoSeWa              1.0
----------------------------------------
if_null_PavedDrive    0
LotConfig              
Corner              1.0
CulDSac             1.0
FR2                 1.0
FR3                 1.0
Inside              1.0
----------------------------------------
if_null_PavedDrive    0
LandSlope              
Gtl                 1.0
Mod                 1.0
Sev                 1.0
----------------------------------------
if_null_PavedDrive    0
Neighborhood           
Blmngtn             1.0
Blueste             1.0
BrDale              1.0
BrkSide             1.0
ClearCr             1.0
CollgCr             1.0
Crawfor             1.0
Edwards             1.0
Gilbert             1.0
IDOTRR              1.0
MeadowV             1.0
Mitchel             1.0
NAmes               1.0
NPkVill             1.0
NWAmes              1.0
NoRidge             1.0
NridgHt             1.0
OldTown             1.0
SWISU               1.0
Sawyer              1.0
SawyerW             1.0
Somerst             1.0
StoneBr             1.0
Timber              1.0
Veenker             1.0
----------------------------------------
if_null_PavedDrive    0
Condition1             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNe                1.0
RRNn                1.0
----------------------------------------
if_null_PavedDrive    0
Condition2             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNn                1.0
----------------------------------------
if_null_PavedDrive    0
BldgType               
1Fam                1.0
2fmCon              1.0
Duplex              1.0
Twnhs               1.0
TwnhsE              1.0
----------------------------------------
if_null_PavedDrive    0
HouseStyle             
1.5Fin              1.0
1.5Unf              1.0
1Story              1.0
2.5Fin              1.0
2.5Unf              1.0
2Story              1.0
SFoyer              1.0
SLvl                1.0
----------------------------------------
if_null_PavedDrive    0
RoofStyle              
Flat                1.0
Gable               1.0
Gambrel             1.0
Hip                 1.0
Mansard             1.0
Shed                1.0
----------------------------------------
if_null_PavedDrive    0
RoofMatl               
ClyTile             1.0
CompShg             1.0
Membran             1.0
Metal               1.0
Roll                1.0
Tar&Grv             1.0
WdShake             1.0
WdShngl             1.0
----------------------------------------
if_null_PavedDrive    0
Exterior1st            
AsbShng             1.0
AsphShn             1.0
BrkComm             1.0
BrkFace             1.0
CBlock              1.0
CemntBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
WdShing             1.0
----------------------------------------
if_null_PavedDrive    0
Exterior2nd            
AsbShng             1.0
AsphShn             1.0
Brk Cmn             1.0
BrkFace             1.0
CBlock              1.0
CmentBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Other               1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
Wd Shng             1.0
----------------------------------------
if_null_PavedDrive    0
MasVnrType             
BrkCmn              1.0
BrkFace             1.0
Stone               1.0
----------------------------------------
if_null_PavedDrive    0
ExterQual              
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_PavedDrive    0
ExterCond              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_PavedDrive    0
Foundation             
BrkTil              1.0
CBlock              1.0
PConc               1.0
Slab                1.0
Stone               1.0
Wood                1.0
----------------------------------------
if_null_PavedDrive    0
BsmtQual               
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_PavedDrive    0
BsmtCond               
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_PavedDrive    0
BsmtExposure           
Av                  1.0
Gd                  1.0
Mn                  1.0
No                  1.0
----------------------------------------
if_null_PavedDrive    0
BsmtFinType1           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_PavedDrive    0
BsmtFinType2           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_PavedDrive    0
Heating                
Floor               1.0
GasA                1.0
GasW                1.0
Grav                1.0
OthW                1.0
Wall                1.0
----------------------------------------
if_null_PavedDrive    0
HeatingQC              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_PavedDrive    0
CentralAir             
N                   1.0
Y                   1.0
----------------------------------------
if_null_PavedDrive    0
Electrical             
FuseA               1.0
FuseF               1.0
FuseP               1.0
Mix                 1.0
SBrkr               1.0
----------------------------------------
if_null_PavedDrive    0
KitchenQual            
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_PavedDrive    0
Functional             
Maj1                1.0
Maj2                1.0
Min1                1.0
Min2                1.0
Mod                 1.0
Sev                 1.0
Typ                 1.0
----------------------------------------
if_null_PavedDrive    0
FireplaceQu            
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_PavedDrive    0
GarageType             
2Types              1.0
Attchd              1.0
Basment             1.0
BuiltIn             1.0
CarPort             1.0
Detchd              1.0
----------------------------------------
if_null_PavedDrive    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_PavedDrive    0
GarageQual             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_PavedDrive    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_PavedDrive    0
PavedDrive             
N                   1.0
P                   1.0
Y                   1.0
----------------------------------------
if_null_PavedDrive    0
PoolQC                 
Ex                  1.0
Fa                  1.0
Gd                  1.0
----------------------------------------
if_null_PavedDrive    0
Fence                  
GdPrv               1.0
GdWo                1.0
MnPrv               1.0
MnWw                1.0
----------------------------------------
if_null_PavedDrive    0
MiscFeature            
Gar2                1.0
Othr                1.0
Shed                1.0
TenC                1.0
----------------------------------------
if_null_PavedDrive    0
SaleType               
COD                 1.0
CWD                 1.0
Con                 1.0
ConLD               1.0
ConLI               1.0
ConLw               1.0
New                 1.0
Oth                 1.0
WD                  1.0
----------------------------------------
if_null_PavedDrive    0
SaleCondition          
Abnorml             1.0
AdjLand             1.0
Alloca              1.0
Family              1.0
Normal              1.0
Partial             1.0
----------------------------------------
if_null_PoolQC     0     1
MSSubClass                
20              0.00  1.00
30              0.00  1.00
40              0.00  1.00
45              0.00  1.00
50              0.00  1.00
60              0.01  0.99
70              0.00  1.00
75              0.06  0.94
80              0.03  0.97
85              0.00  1.00
90              0.00  1.00
120             0.00  1.00
160             0.00  1.00
180             0.00  1.00
190             0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
MSZoning                  
C (all)         0.00  1.00
FV              0.00  1.00
RH              0.00  1.00
RL              0.01  0.99
RM              0.00  1.00
----------------------------------------
if_null_PoolQC    0    1
Street                  
Grvl            0.0  1.0
Pave            0.0  1.0
----------------------------------------
if_null_PoolQC    1
Alley              
Grvl            1.0
Pave            1.0
----------------------------------------
if_null_PoolQC     0     1
LotShape                  
IR1             0.01  0.99
IR2             0.00  1.00
IR3             0.10  0.90
Reg             0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
LandContour               
Bnk             0.02  0.98
HLS             0.00  1.00
Low             0.00  1.00
Lvl             0.00  1.00
----------------------------------------
if_null_PoolQC    0    1
Utilities               
AllPub          0.0  1.0
NoSeWa          0.0  1.0
----------------------------------------
if_null_PoolQC     0     1
LotConfig                 
Corner          0.01  0.99
CulDSac         0.01  0.99
FR2             0.00  1.00
FR3             0.00  1.00
Inside          0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
LandSlope                 
Gtl             0.01  0.99
Mod             0.00  1.00
Sev             0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
Neighborhood              
Blmngtn         0.00  1.00
Blueste         0.00  1.00
BrDale          0.00  1.00
BrkSide         0.00  1.00
ClearCr         0.00  1.00
CollgCr         0.00  1.00
Crawfor         0.00  1.00
Edwards         0.02  0.98
Gilbert         0.00  1.00
IDOTRR          0.00  1.00
MeadowV         0.00  1.00
Mitchel         0.02  0.98
NAmes           0.00  1.00
NPkVill         0.00  1.00
NWAmes          0.03  0.97
NoRidge         0.02  0.98
NridgHt         0.00  1.00
OldTown         0.00  1.00
SWISU           0.00  1.00
Sawyer          0.00  1.00
SawyerW         0.00  1.00
Somerst         0.00  1.00
StoneBr         0.00  1.00
Timber          0.00  1.00
Veenker         0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
Condition1                
Artery          0.02  0.98
Feedr           0.01  0.99
Norm            0.00  1.00
PosA            0.00  1.00
PosN            0.00  1.00
RRAe            0.00  1.00
RRAn            0.04  0.96
RRNe            0.00  1.00
RRNn            0.00  1.00
----------------------------------------
if_null_PoolQC    0    1
Condition2              
Artery          0.0  1.0
Feedr           0.0  1.0
Norm            0.0  1.0
PosA            0.0  1.0
PosN            0.0  1.0
RRAe            0.0  1.0
RRAn            0.0  1.0
RRNn            0.0  1.0
----------------------------------------
if_null_PoolQC     0     1
BldgType                  
1Fam            0.01  0.99
2fmCon          0.00  1.00
Duplex          0.00  1.00
Twnhs           0.00  1.00
TwnhsE          0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
HouseStyle                
1.5Fin          0.00  1.00
1.5Unf          0.00  1.00
1Story          0.00  1.00
2.5Fin          0.00  1.00
2.5Unf          0.00  1.00
2Story          0.01  0.99
SFoyer          0.00  1.00
SLvl            0.03  0.97
----------------------------------------
if_null_PoolQC     0     1
RoofStyle                 
Flat            0.08  0.92
Gable           0.00  1.00
Gambrel         0.00  1.00
Hip             0.01  0.99
Mansard         0.00  1.00
Shed            0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
RoofMatl                  
ClyTile         1.00  0.00
CompShg         0.00  1.00
Membran         0.00  1.00
Metal           0.00  1.00
Roll            0.00  1.00
Tar&Grv         0.09  0.91
WdShake         0.00  1.00
WdShngl         0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
Exterior1st               
AsbShng         0.00  1.00
AsphShn         0.00  1.00
BrkComm         0.00  1.00
BrkFace         0.00  1.00
CBlock          0.00  1.00
CemntBd         0.00  1.00
HdBoard         0.00  1.00
ImStucc         0.00  1.00
MetalSd         0.00  1.00
Plywood         0.03  0.97
Stone           0.00  1.00
Stucco          0.08  0.92
VinylSd         0.00  1.00
Wd Sdng         0.00  1.00
WdShing         0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
Exterior2nd               
AsbShng         0.00  1.00
AsphShn         0.00  1.00
Brk Cmn         0.00  1.00
BrkFace         0.00  1.00
CBlock          0.00  1.00
CmentBd         0.00  1.00
HdBoard         0.00  1.00
ImStucc         0.10  0.90
MetalSd         0.00  1.00
Other           0.00  1.00
Plywood         0.02  0.98
Stone           0.00  1.00
Stucco          0.08  0.92
VinylSd         0.00  1.00
Wd Sdng         0.00  1.00
Wd Shng         0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
MasVnrType                
BrkCmn          0.00  1.00
BrkFace         0.00  1.00
Stone           0.01  0.99
----------------------------------------
if_null_PoolQC     0     1
ExterQual                 
Ex              0.02  0.98
Fa              0.00  1.00
Gd              0.01  0.99
TA              0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
ExterCond                 
Ex              0.00  1.00
Fa              0.00  1.00
Gd              0.01  0.99
Po              0.00  1.00
TA              0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
Foundation                
BrkTil          0.00  1.00
CBlock          0.01  0.99
PConc           0.00  1.00
Slab            0.00  1.00
Stone           0.00  1.00
Wood            0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
BsmtQual                  
Ex              0.02  0.98
Fa              0.00  1.00
Gd              0.00  1.00
TA              0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
BsmtCond                  
Fa              0.00  1.00
Gd              0.00  1.00
Po              0.00  1.00
TA              0.01  0.99
----------------------------------------
if_null_PoolQC     0     1
BsmtExposure              
Av              0.01  0.99
Gd              0.01  0.99
Mn              0.00  1.00
No              0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
BsmtFinType1              
ALQ             0.01  0.99
BLQ             0.01  0.99
GLQ             0.01  0.99
LwQ             0.00  1.00
Rec             0.00  1.00
Unf             0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
BsmtFinType2              
ALQ             0.00  1.00
BLQ             0.00  1.00
GLQ             0.00  1.00
LwQ             0.07  0.93
Rec             0.00  1.00
Unf             0.00  1.00
----------------------------------------
if_null_PoolQC    0    1
Heating                 
Floor           0.0  1.0
GasA            0.0  1.0
GasW            0.0  1.0
Grav            0.0  1.0
OthW            0.0  1.0
Wall            0.0  1.0
----------------------------------------
if_null_PoolQC     0     1
HeatingQC                 
Ex              0.00  1.00
Fa              0.02  0.98
Gd              0.00  1.00
Po              0.00  1.00
TA              0.01  0.99
----------------------------------------
if_null_PoolQC     0     1
CentralAir                
N               0.00  1.00
Y               0.01  0.99
----------------------------------------
if_null_PoolQC     0     1
Electrical                
FuseA           0.00  1.00
FuseF           0.00  1.00
FuseP           0.00  1.00
Mix             0.00  1.00
SBrkr           0.01  0.99
----------------------------------------
if_null_PoolQC     0     1
KitchenQual               
Ex              0.02  0.98
Fa              0.00  1.00
Gd              0.01  0.99
TA              0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
Functional                
Maj1            0.00  1.00
Maj2            0.00  1.00
Min1            0.00  1.00
Min2            0.00  1.00
Mod             0.00  1.00
Sev             0.00  1.00
Typ             0.01  0.99
----------------------------------------
if_null_PoolQC     0     1
FireplaceQu               
Ex              0.04  0.96
Fa              0.03  0.97
Gd              0.01  0.99
Po              0.05  0.95
TA              0.01  0.99
----------------------------------------
if_null_PoolQC     0     1
GarageType                
2Types          0.00  1.00
Attchd          0.01  0.99
Basment         0.00  1.00
BuiltIn         0.00  1.00
CarPort         0.00  1.00
Detchd          0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
GarageFinish              
Fin             0.01  0.99
RFn             0.00  1.00
Unf             0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
GarageQual                
Ex              0.00  1.00
Fa              0.00  1.00
Gd              0.07  0.93
Po              0.00  1.00
TA              0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
GarageCond                
Ex              0.00  1.00
Fa              0.00  1.00
Gd              0.11  0.89
Po              0.00  1.00
TA              0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
PavedDrive                
N               0.00  1.00
P               0.00  1.00
Y               0.01  0.99
----------------------------------------
if_null_PoolQC    0
PoolQC             
Ex              1.0
Fa              1.0
Gd              1.0
----------------------------------------
if_null_PoolQC     0     1
Fence                     
GdPrv           0.07  0.93
GdWo            0.00  1.00
MnPrv           0.01  0.99
MnWw            0.00  1.00
----------------------------------------
if_null_PoolQC    0    1
MiscFeature             
Gar2            0.0  1.0
Othr            0.0  1.0
Shed            0.0  1.0
TenC            1.0  0.0
----------------------------------------
if_null_PoolQC     0     1
SaleType                  
COD             0.00  1.00
CWD             0.00  1.00
Con             0.00  1.00
ConLD           0.00  1.00
ConLI           0.00  1.00
ConLw           0.00  1.00
New             0.01  0.99
Oth             0.00  1.00
WD              0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
SaleCondition             
Abnorml         0.02  0.98
AdjLand         0.00  1.00
Alloca          0.08  0.92
Family          0.00  1.00
Normal          0.00  1.00
Partial         0.01  0.99
----------------------------------------
if_null_Fence     0     1
MSSubClass               
20             0.22  0.78
30             0.22  0.78
40             0.00  1.00
45             0.33  0.67
50             0.31  0.69
60             0.11  0.89
70             0.23  0.77
75             0.31  0.69
80             0.45  0.55
85             0.45  0.55
90             0.06  0.94
120            0.02  0.98
160            0.05  0.95
180            0.20  0.80
190            0.13  0.87
----------------------------------------
if_null_Fence     0     1
MSZoning                 
C (all)        0.30  0.70
FV             0.02  0.98
RH             0.12  0.88
RL             0.20  0.80
RM             0.21  0.79
----------------------------------------
if_null_Fence     0     1
Street                   
Grvl           0.00  1.00
Pave           0.19  0.81
----------------------------------------
if_null_Fence     0     1
Alley                    
Grvl           0.28  0.72
Pave           0.10  0.90
----------------------------------------
if_null_Fence     0     1
LotShape                 
IR1            0.17  0.83
IR2            0.07  0.93
IR3            0.00  1.00
Reg            0.21  0.79
----------------------------------------
if_null_Fence     0     1
LandContour              
Bnk            0.21  0.79
HLS            0.04  0.96
Low            0.08  0.92
Lvl            0.20  0.80
----------------------------------------
if_null_Fence     0     1
Utilities                
AllPub         0.19  0.81
NoSeWa         0.00  1.00
----------------------------------------
if_null_Fence     0     1
LotConfig                
Corner         0.24  0.76
CulDSac        0.16  0.84
FR2            0.15  0.85
FR3            0.00  1.00
Inside         0.19  0.81
----------------------------------------
if_null_Fence     0     1
LandSlope                
Gtl            0.20  0.80
Mod            0.17  0.83
Sev            0.00  1.00
----------------------------------------
if_null_Fence     0     1
Neighborhood             
Blmngtn        0.00  1.00
Blueste        1.00  0.00
BrDale         0.00  1.00
BrkSide        0.22  0.78
ClearCr        0.11  0.89
CollgCr        0.12  0.88
Crawfor        0.25  0.75
Edwards        0.23  0.77
Gilbert        0.03  0.97
IDOTRR         0.35  0.65
MeadowV        0.24  0.76
Mitchel        0.29  0.71
NAmes          0.32  0.68
NPkVill        0.00  1.00
NWAmes         0.33  0.67
NoRidge        0.05  0.95
NridgHt        0.00  1.00
OldTown        0.27  0.73
SWISU          0.20  0.80
Sawyer         0.38  0.62
SawyerW        0.20  0.80
Somerst        0.01  0.99
StoneBr        0.00  1.00
Timber         0.03  0.97
Veenker        0.09  0.91
----------------------------------------
if_null_Fence     0     1
Condition1               
Artery         0.35  0.65
Feedr          0.33  0.67
Norm           0.18  0.82
PosA           0.00  1.00
PosN           0.11  0.89
RRAe           0.09  0.91
RRAn           0.27  0.73
RRNe           0.00  1.00
RRNn           0.20  0.80
----------------------------------------
if_null_Fence     0     1
Condition2               
Artery         0.00  1.00
Feedr          0.67  0.33
Norm           0.19  0.81
PosA           0.00  1.00
PosN           0.00  1.00
RRAe           0.00  1.00
RRAn           0.00  1.00
RRNn           0.50  0.50
----------------------------------------
if_null_Fence     0     1
BldgType                 
1Fam           0.22  0.78
2fmCon         0.13  0.87
Duplex         0.06  0.94
Twnhs          0.07  0.93
TwnhsE         0.04  0.96
----------------------------------------
if_null_Fence     0     1
HouseStyle               
1.5Fin         0.29  0.71
1.5Unf         0.29  0.71
1Story         0.18  0.82
2.5Fin         0.25  0.75
2.5Unf         0.27  0.73
2Story         0.12  0.88
SFoyer         0.30  0.70
SLvl           0.43  0.57
----------------------------------------
if_null_Fence     0     1
RoofStyle                
Flat           0.15  0.85
Gable          0.19  0.81
Gambrel        0.55  0.45
Hip            0.19  0.81
Mansard        0.14  0.86
Shed           0.00  1.00
----------------------------------------
if_null_Fence     0     1
RoofMatl                 
ClyTile        0.00  1.00
CompShg        0.19  0.81
Membran        0.00  1.00
Metal          0.00  1.00
Roll           0.00  1.00
Tar&Grv        0.18  0.82
WdShake        0.00  1.00
WdShngl        0.50  0.50
----------------------------------------
if_null_Fence     0     1
Exterior1st              
AsbShng        0.35  0.65
AsphShn        0.00  1.00
BrkComm        0.00  1.00
BrkFace        0.26  0.74
CBlock         0.00  1.00
CemntBd        0.10  0.90
HdBoard        0.30  0.70
ImStucc        1.00  0.00
MetalSd        0.24  0.76
Plywood        0.26  0.74
Stone          0.00  1.00
Stucco         0.32  0.68
VinylSd        0.07  0.93
Wd Sdng        0.25  0.75
WdShing        0.35  0.65
----------------------------------------
if_null_Fence     0     1
Exterior2nd              
AsbShng        0.30  0.70
AsphShn        0.33  0.67
Brk Cmn        0.00  1.00
BrkFace        0.24  0.76
CBlock         0.00  1.00
CmentBd        0.10  0.90
HdBoard        0.31  0.69
ImStucc        0.20  0.80
MetalSd        0.23  0.77
Other          0.00  1.00
Plywood        0.27  0.73
Stone          0.00  1.00
Stucco         0.23  0.77
VinylSd        0.07  0.93
Wd Sdng        0.28  0.72
Wd Shng        0.29  0.71
----------------------------------------
if_null_Fence     0     1
MasVnrType               
BrkCmn         0.47  0.53
BrkFace        0.18  0.82
Stone          0.05  0.95
----------------------------------------
if_null_Fence     0     1
ExterQual                
Ex             0.02  0.98
Fa             0.14  0.86
Gd             0.06  0.94
TA             0.28  0.72
----------------------------------------
if_null_Fence     0     1
ExterCond                
Ex             0.00  1.00
Fa             0.29  0.71
Gd             0.31  0.69
Po             1.00  0.00
TA             0.18  0.82
----------------------------------------
if_null_Fence     0     1
Foundation               
BrkTil         0.23  0.77
CBlock         0.30  0.70
PConc          0.08  0.92
Slab           0.08  0.92
Stone          0.33  0.67
Wood           0.67  0.33
----------------------------------------
if_null_Fence     0     1
BsmtQual                 
Ex             0.02  0.98
Fa             0.23  0.77
Gd             0.11  0.89
TA             0.30  0.70
----------------------------------------
if_null_Fence     0     1
BsmtCond                 
Fa             0.18  0.82
Gd             0.15  0.85
Po             0.00  1.00
TA             0.20  0.80
----------------------------------------
if_null_Fence     0     1
BsmtExposure             
Av             0.15  0.85
Gd             0.12  0.88
Mn             0.20  0.80
No             0.21  0.79
----------------------------------------
if_null_Fence     0     1
BsmtFinType1             
ALQ            0.25  0.75
BLQ            0.31  0.69
GLQ            0.10  0.90
LwQ            0.27  0.73
Rec            0.34  0.66
Unf            0.16  0.84
----------------------------------------
if_null_Fence     0     1
BsmtFinType2             
ALQ            0.53  0.47
BLQ            0.42  0.58
GLQ            0.36  0.64
LwQ            0.39  0.61
Rec            0.24  0.76
Unf            0.17  0.83
----------------------------------------
if_null_Fence     0     1
Heating                  
Floor          0.00  1.00
GasA           0.19  0.81
GasW           0.17  0.83
Grav           0.43  0.57
OthW           0.00  1.00
Wall           0.00  1.00
----------------------------------------
if_null_Fence     0     1
HeatingQC                
Ex             0.11  0.89
Fa             0.22  0.78
Gd             0.21  0.79
Po             0.00  1.00
TA             0.31  0.69
----------------------------------------
if_null_Fence     0     1
CentralAir               
N              0.17  0.83
Y              0.19  0.81
----------------------------------------
if_null_Fence     0     1
Electrical               
FuseA          0.24  0.76
FuseF          0.07  0.93
FuseP          0.00  1.00
Mix            0.00  1.00
SBrkr          0.19  0.81
----------------------------------------
if_null_Fence     0     1
KitchenQual              
Ex             0.08  0.92
Fa             0.18  0.82
Gd             0.12  0.88
TA             0.26  0.74
----------------------------------------
if_null_Fence     0     1
Functional               
Maj1           0.29  0.71
Maj2           0.00  1.00
Min1           0.52  0.48
Min2           0.24  0.76
Mod            0.20  0.80
Sev            0.00  1.00
Typ            0.18  0.82
----------------------------------------
if_null_Fence     0     1
FireplaceQu              
Ex             0.08  0.92
Fa             0.36  0.64
Gd             0.13  0.87
Po             0.50  0.50
TA             0.18  0.82
----------------------------------------
if_null_Fence     0     1
GarageType               
2Types         0.17  0.83
Attchd         0.18  0.82
Basment        0.26  0.74
BuiltIn        0.07  0.93
CarPort        0.00  1.00
Detchd         0.25  0.75
----------------------------------------
if_null_Fence     0     1
GarageFinish             
Fin            0.09  0.91
RFn            0.19  0.81
Unf            0.26  0.74
----------------------------------------
if_null_Fence     0     1
GarageQual               
Ex             0.33  0.67
Fa             0.21  0.79
Gd             0.21  0.79
Po             0.33  0.67
TA             0.19  0.81
----------------------------------------
if_null_Fence     0     1
GarageCond               
Ex             0.00  1.00
Fa             0.17  0.83
Gd             0.67  0.33
Po             0.57  0.43
TA             0.19  0.81
----------------------------------------
if_null_Fence     0     1
PavedDrive               
N              0.22  0.78
P              0.23  0.77
Y              0.19  0.81
----------------------------------------
if_null_Fence     0     1
PoolQC                   
Ex             1.00  0.00
Fa             1.00  0.00
Gd             0.67  0.33
----------------------------------------
if_null_Fence    0
Fence             
GdPrv          1.0
GdWo           1.0
MnPrv          1.0
MnWw           1.0
----------------------------------------
if_null_Fence     0     1
MiscFeature              
Gar2           0.00  1.00
Othr           0.00  1.00
Shed           0.47  0.53
TenC           1.00  0.00
----------------------------------------
if_null_Fence     0     1
SaleType                 
COD            0.30  0.70
CWD            0.50  0.50
Con            0.00  1.00
ConLD          0.22  0.78
ConLI          0.20  0.80
ConLw          0.00  1.00
New            0.00  1.00
Oth            0.33  0.67
WD             0.21  0.79
----------------------------------------
if_null_Fence     0     1
SaleCondition            
Abnorml        0.31  0.69
AdjLand        0.00  1.00
Alloca         0.17  0.83
Family         0.35  0.65
Normal         0.20  0.80
Partial        0.00  1.00
----------------------------------------
if_null_MiscFeature     0     1
MSSubClass                     
20                   0.04  0.96
30                   0.07  0.93
40                   0.50  0.50
45                   0.00  1.00
50                   0.06  0.94
60                   0.03  0.97
70                   0.02  0.98
75                   0.00  1.00
80                   0.03  0.97
85                   0.05  0.95
90                   0.06  0.94
120                  0.00  1.00
160                  0.00  1.00
180                  0.00  1.00
190                  0.07  0.93
----------------------------------------
if_null_MiscFeature     0     1
MSZoning                       
C (all)              0.20  0.80
FV                   0.00  1.00
RH                   0.00  1.00
RL                   0.04  0.96
RM                   0.03  0.97
----------------------------------------
if_null_MiscFeature     0     1
Street                         
Grvl                 0.50  0.50
Pave                 0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
Alley                          
Grvl                 0.08  0.92
Pave                 0.00  1.00
----------------------------------------
if_null_MiscFeature     0     1
LotShape                       
IR1                  0.04  0.96
IR2                  0.05  0.95
IR3                  0.00  1.00
Reg                  0.03  0.97
----------------------------------------
if_null_MiscFeature     0     1
LandContour                    
Bnk                  0.02  0.98
HLS                  0.04  0.96
Low                  0.06  0.94
Lvl                  0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
Utilities                      
AllPub               0.04  0.96
NoSeWa               0.00  1.00
----------------------------------------
if_null_MiscFeature     0     1
LotConfig                      
Corner               0.05  0.95
CulDSac              0.03  0.97
FR2                  0.04  0.96
FR3                  0.00  1.00
Inside               0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
LandSlope                      
Gtl                  0.04  0.96
Mod                  0.05  0.95
Sev                  0.15  0.85
----------------------------------------
if_null_MiscFeature     0     1
Neighborhood                   
Blmngtn              0.00  1.00
Blueste              0.00  1.00
BrDale               0.00  1.00
BrkSide              0.07  0.93
ClearCr              0.07  0.93
CollgCr              0.01  0.99
Crawfor              0.02  0.98
Edwards              0.03  0.97
Gilbert              0.04  0.96
IDOTRR               0.08  0.92
MeadowV              0.00  1.00
Mitchel              0.08  0.92
NAmes                0.07  0.93
NPkVill              0.00  1.00
NWAmes               0.07  0.93
NoRidge              0.00  1.00
NridgHt              0.00  1.00
OldTown              0.04  0.96
SWISU                0.00  1.00
Sawyer               0.07  0.93
SawyerW              0.02  0.98
Somerst              0.00  1.00
StoneBr              0.00  1.00
Timber               0.03  0.97
Veenker              0.00  1.00
----------------------------------------
if_null_MiscFeature     0     1
Condition1                     
Artery               0.04  0.96
Feedr                0.06  0.94
Norm                 0.03  0.97
PosA                 0.00  1.00
PosN                 0.05  0.95
RRAe                 0.00  1.00
RRAn                 0.08  0.92
RRNe                 0.00  1.00
RRNn                 0.00  1.00
----------------------------------------
if_null_MiscFeature     0     1
Condition2                     
Artery               0.00  1.00
Feedr                0.17  0.83
Norm                 0.04  0.96
PosA                 0.00  1.00
PosN                 0.00  1.00
RRAe                 1.00  0.00
RRAn                 0.00  1.00
RRNn                 0.00  1.00
----------------------------------------
if_null_MiscFeature     0     1
BldgType                       
1Fam                 0.04  0.96
2fmCon               0.06  0.94
Duplex               0.06  0.94
Twnhs                0.00  1.00
TwnhsE               0.00  1.00
----------------------------------------
if_null_MiscFeature     0     1
HouseStyle                     
1.5Fin               0.07  0.93
1.5Unf               0.00  1.00
1Story               0.04  0.96
2.5Fin               0.00  1.00
2.5Unf               0.00  1.00
2Story               0.02  0.98
SFoyer               0.05  0.95
SLvl                 0.03  0.97
----------------------------------------
if_null_MiscFeature     0     1
RoofStyle                      
Flat                 0.00  1.00
Gable                0.04  0.96
Gambrel              0.00  1.00
Hip                  0.03  0.97
Mansard              0.14  0.86
Shed                 0.50  0.50
----------------------------------------
if_null_MiscFeature     0     1
RoofMatl                       
ClyTile              0.00  1.00
CompShg              0.04  0.96
Membran              0.00  1.00
Metal                0.00  1.00
Roll                 0.00  1.00
Tar&Grv              0.00  1.00
WdShake              0.00  1.00
WdShngl              0.00  1.00
----------------------------------------
if_null_MiscFeature     0     1
Exterior1st                    
AsbShng              0.00  1.00
AsphShn              0.00  1.00
BrkComm              0.00  1.00
BrkFace              0.02  0.98
CBlock               0.00  1.00
CemntBd              0.02  0.98
HdBoard              0.05  0.95
ImStucc              0.00  1.00
MetalSd              0.06  0.94
Plywood              0.05  0.95
Stone                0.00  1.00
Stucco               0.00  1.00
VinylSd              0.02  0.98
Wd Sdng              0.06  0.94
WdShing              0.00  1.00
----------------------------------------
if_null_MiscFeature     0     1
Exterior2nd                    
AsbShng              0.00  1.00
AsphShn              0.00  1.00
Brk Cmn              0.00  1.00
BrkFace              0.00  1.00
CBlock               0.00  1.00
CmentBd              0.02  0.98
HdBoard              0.06  0.94
ImStucc              0.00  1.00
MetalSd              0.06  0.94
Other                0.00  1.00
Plywood              0.05  0.95
Stone                0.00  1.00
Stucco               0.00  1.00
VinylSd              0.02  0.98
Wd Sdng              0.06  0.94
Wd Shng              0.03  0.97
----------------------------------------
if_null_MiscFeature     0     1
MasVnrType                     
BrkCmn               0.13  0.87
BrkFace              0.02  0.98
Stone                0.01  0.99
----------------------------------------
if_null_MiscFeature     0     1
ExterQual                      
Ex                   0.04  0.96
Fa                   0.21  0.79
Gd                   0.02  0.98
TA                   0.05  0.95
----------------------------------------
if_null_MiscFeature     0     1
ExterCond                      
Ex                   0.00  1.00
Fa                   0.04  0.96
Gd                   0.04  0.96
Po                   1.00  0.00
TA                   0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
Foundation                     
BrkTil               0.04  0.96
CBlock               0.06  0.94
PConc                0.01  0.99
Slab                 0.12  0.88
Stone                0.17  0.83
Wood                 0.33  0.67
----------------------------------------
if_null_MiscFeature     0     1
BsmtQual                       
Ex                   0.00  1.00
Fa                   0.09  0.91
Gd                   0.03  0.97
TA                   0.05  0.95
----------------------------------------
if_null_MiscFeature     0     1
BsmtCond                       
Fa                   0.02  0.98
Gd                   0.03  0.97
Po                   0.00  1.00
TA                   0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
BsmtExposure                   
Av                   0.02  0.98
Gd                   0.02  0.98
Mn                   0.05  0.95
No                   0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
BsmtFinType1                   
ALQ                  0.07  0.93
BLQ                  0.05  0.95
GLQ                  0.02  0.98
LwQ                  0.03  0.97
Rec                  0.04  0.96
Unf                  0.03  0.97
----------------------------------------
if_null_MiscFeature     0     1
BsmtFinType2                   
ALQ                  0.00  1.00
BLQ                  0.09  0.91
GLQ                  0.07  0.93
LwQ                  0.07  0.93
Rec                  0.04  0.96
Unf                  0.03  0.97
----------------------------------------
if_null_MiscFeature     0     1
Heating                        
Floor                0.00  1.00
GasA                 0.04  0.96
GasW                 0.06  0.94
Grav                 0.00  1.00
OthW                 0.00  1.00
Wall                 0.00  1.00
----------------------------------------
if_null_MiscFeature     0     1
HeatingQC                      
Ex                   0.03  0.97
Fa                   0.08  0.92
Gd                   0.05  0.95
Po                   0.00  1.00
TA                   0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
CentralAir                     
N                    0.04  0.96
Y                    0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
Electrical                     
FuseA                0.02  0.98
FuseF                0.00  1.00
FuseP                0.00  1.00
Mix                  0.00  1.00
SBrkr                0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
KitchenQual                    
Ex                   0.00  1.00
Fa                   0.10  0.90
Gd                   0.02  0.98
TA                   0.05  0.95
----------------------------------------
if_null_MiscFeature     0     1
Functional                     
Maj1                 0.00  1.00
Maj2                 0.00  1.00
Min1                 0.13  0.87
Min2                 0.06  0.94
Mod                  0.27  0.73
Sev                  0.00  1.00
Typ                  0.03  0.97
----------------------------------------
if_null_MiscFeature     0     1
FireplaceQu                    
Ex                   0.00  1.00
Fa                   0.00  1.00
Gd                   0.01  0.99
Po                   0.10  0.90
TA                   0.06  0.94
----------------------------------------
if_null_MiscFeature     0     1
GarageType                     
2Types               0.00  1.00
Attchd               0.03  0.97
Basment              0.11  0.89
BuiltIn              0.03  0.97
CarPort              0.22  0.78
Detchd               0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
GarageFinish                   
Fin                  0.02  0.98
RFn                  0.05  0.95
Unf                  0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
GarageQual                     
Ex                   0.33  0.67
Fa                   0.08  0.92
Gd                   0.00  1.00
Po                   0.00  1.00
TA                   0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
GarageCond                     
Ex                   0.50  0.50
Fa                   0.06  0.94
Gd                   0.00  1.00
Po                   0.00  1.00
TA                   0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
PavedDrive                     
N                    0.04  0.96
P                    0.03  0.97
Y                    0.04  0.96
----------------------------------------
if_null_MiscFeature    0    1
PoolQC                       
Ex                   0.0  1.0
Fa                   0.5  0.5
Gd                   0.0  1.0
----------------------------------------
if_null_MiscFeature     0     1
Fence                          
GdPrv                0.08  0.92
GdWo                 0.07  0.93
MnPrv                0.09  0.91
MnWw                 0.09  0.91
----------------------------------------
if_null_MiscFeature    0
MiscFeature             
Gar2                 1.0
Othr                 1.0
Shed                 1.0
TenC                 1.0
----------------------------------------
if_null_MiscFeature     0     1
SaleType                       
COD                  0.05  0.95
CWD                  0.00  1.00
Con                  0.00  1.00
ConLD                0.11  0.89
ConLI                0.20  0.80
ConLw                0.00  1.00
New                  0.00  1.00
Oth                  0.33  0.67
WD                   0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
SaleCondition                  
Abnorml              0.03  0.97
AdjLand              0.00  1.00
Alloca               0.08  0.92
Family               0.00  1.00
Normal               0.04  0.96
Partial              0.00  1.00
----------------------------------------
if_null_SaleType    0
MSSubClass           
20                1.0
30                1.0
40                1.0
45                1.0
50                1.0
60                1.0
70                1.0
75                1.0
80                1.0
85                1.0
90                1.0
120               1.0
160               1.0
180               1.0
190               1.0
----------------------------------------
if_null_SaleType    0
MSZoning             
C (all)           1.0
FV                1.0
RH                1.0
RL                1.0
RM                1.0
----------------------------------------
if_null_SaleType    0
Street               
Grvl              1.0
Pave              1.0
----------------------------------------
if_null_SaleType    0
Alley                
Grvl              1.0
Pave              1.0
----------------------------------------
if_null_SaleType    0
LotShape             
IR1               1.0
IR2               1.0
IR3               1.0
Reg               1.0
----------------------------------------
if_null_SaleType    0
LandContour          
Bnk               1.0
HLS               1.0
Low               1.0
Lvl               1.0
----------------------------------------
if_null_SaleType    0
Utilities            
AllPub            1.0
NoSeWa            1.0
----------------------------------------
if_null_SaleType    0
LotConfig            
Corner            1.0
CulDSac           1.0
FR2               1.0
FR3               1.0
Inside            1.0
----------------------------------------
if_null_SaleType    0
LandSlope            
Gtl               1.0
Mod               1.0
Sev               1.0
----------------------------------------
if_null_SaleType    0
Neighborhood         
Blmngtn           1.0
Blueste           1.0
BrDale            1.0
BrkSide           1.0
ClearCr           1.0
CollgCr           1.0
Crawfor           1.0
Edwards           1.0
Gilbert           1.0
IDOTRR            1.0
MeadowV           1.0
Mitchel           1.0
NAmes             1.0
NPkVill           1.0
NWAmes            1.0
NoRidge           1.0
NridgHt           1.0
OldTown           1.0
SWISU             1.0
Sawyer            1.0
SawyerW           1.0
Somerst           1.0
StoneBr           1.0
Timber            1.0
Veenker           1.0
----------------------------------------
if_null_SaleType    0
Condition1           
Artery            1.0
Feedr             1.0
Norm              1.0
PosA              1.0
PosN              1.0
RRAe              1.0
RRAn              1.0
RRNe              1.0
RRNn              1.0
----------------------------------------
if_null_SaleType    0
Condition2           
Artery            1.0
Feedr             1.0
Norm              1.0
PosA              1.0
PosN              1.0
RRAe              1.0
RRAn              1.0
RRNn              1.0
----------------------------------------
if_null_SaleType    0
BldgType             
1Fam              1.0
2fmCon            1.0
Duplex            1.0
Twnhs             1.0
TwnhsE            1.0
----------------------------------------
if_null_SaleType    0
HouseStyle           
1.5Fin            1.0
1.5Unf            1.0
1Story            1.0
2.5Fin            1.0
2.5Unf            1.0
2Story            1.0
SFoyer            1.0
SLvl              1.0
----------------------------------------
if_null_SaleType    0
RoofStyle            
Flat              1.0
Gable             1.0
Gambrel           1.0
Hip               1.0
Mansard           1.0
Shed              1.0
----------------------------------------
if_null_SaleType    0
RoofMatl             
ClyTile           1.0
CompShg           1.0
Membran           1.0
Metal             1.0
Roll              1.0
Tar&Grv           1.0
WdShake           1.0
WdShngl           1.0
----------------------------------------
if_null_SaleType    0
Exterior1st          
AsbShng           1.0
AsphShn           1.0
BrkComm           1.0
BrkFace           1.0
CBlock            1.0
CemntBd           1.0
HdBoard           1.0
ImStucc           1.0
MetalSd           1.0
Plywood           1.0
Stone             1.0
Stucco            1.0
VinylSd           1.0
Wd Sdng           1.0
WdShing           1.0
----------------------------------------
if_null_SaleType    0
Exterior2nd          
AsbShng           1.0
AsphShn           1.0
Brk Cmn           1.0
BrkFace           1.0
CBlock            1.0
CmentBd           1.0
HdBoard           1.0
ImStucc           1.0
MetalSd           1.0
Other             1.0
Plywood           1.0
Stone             1.0
Stucco            1.0
VinylSd           1.0
Wd Sdng           1.0
Wd Shng           1.0
----------------------------------------
if_null_SaleType    0
MasVnrType           
BrkCmn            1.0
BrkFace           1.0
Stone             1.0
----------------------------------------
if_null_SaleType    0
ExterQual            
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_SaleType    0
ExterCond            
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_SaleType    0
Foundation           
BrkTil            1.0
CBlock            1.0
PConc             1.0
Slab              1.0
Stone             1.0
Wood              1.0
----------------------------------------
if_null_SaleType    0
BsmtQual             
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_SaleType    0
BsmtCond             
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_SaleType    0
BsmtExposure         
Av                1.0
Gd                1.0
Mn                1.0
No                1.0
----------------------------------------
if_null_SaleType    0
BsmtFinType1         
ALQ               1.0
BLQ               1.0
GLQ               1.0
LwQ               1.0
Rec               1.0
Unf               1.0
----------------------------------------
if_null_SaleType    0
BsmtFinType2         
ALQ               1.0
BLQ               1.0
GLQ               1.0
LwQ               1.0
Rec               1.0
Unf               1.0
----------------------------------------
if_null_SaleType    0
Heating              
Floor             1.0
GasA              1.0
GasW              1.0
Grav              1.0
OthW              1.0
Wall              1.0
----------------------------------------
if_null_SaleType    0
HeatingQC            
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_SaleType    0
CentralAir           
N                 1.0
Y                 1.0
----------------------------------------
if_null_SaleType    0
Electrical           
FuseA             1.0
FuseF             1.0
FuseP             1.0
Mix               1.0
SBrkr             1.0
----------------------------------------
if_null_SaleType    0
KitchenQual          
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_SaleType    0
Functional           
Maj1              1.0
Maj2              1.0
Min1              1.0
Min2              1.0
Mod               1.0
Sev               1.0
Typ               1.0
----------------------------------------
if_null_SaleType    0
FireplaceQu          
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_SaleType    0
GarageType           
2Types            1.0
Attchd            1.0
Basment           1.0
BuiltIn           1.0
CarPort           1.0
Detchd            1.0
----------------------------------------
if_null_SaleType    0
GarageFinish         
Fin               1.0
RFn               1.0
Unf               1.0
----------------------------------------
if_null_SaleType    0
GarageQual           
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_SaleType    0
GarageCond           
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_SaleType    0
PavedDrive           
N                 1.0
P                 1.0
Y                 1.0
----------------------------------------
if_null_SaleType    0
PoolQC               
Ex                1.0
Fa                1.0
Gd                1.0
----------------------------------------
if_null_SaleType    0
Fence                
GdPrv             1.0
GdWo              1.0
MnPrv             1.0
MnWw              1.0
----------------------------------------
if_null_SaleType    0
MiscFeature          
Gar2              1.0
Othr              1.0
Shed              1.0
TenC              1.0
----------------------------------------
if_null_SaleType    0
SaleType             
COD               1.0
CWD               1.0
Con               1.0
ConLD             1.0
ConLI             1.0
ConLw             1.0
New               1.0
Oth               1.0
WD                1.0
----------------------------------------
if_null_SaleType    0
SaleCondition        
Abnorml           1.0
AdjLand           1.0
Alloca            1.0
Family            1.0
Normal            1.0
Partial           1.0
----------------------------------------
if_null_SaleCondition    0
MSSubClass                
20                     1.0
30                     1.0
40                     1.0
45                     1.0
50                     1.0
60                     1.0
70                     1.0
75                     1.0
80                     1.0
85                     1.0
90                     1.0
120                    1.0
160                    1.0
180                    1.0
190                    1.0
----------------------------------------
if_null_SaleCondition    0
MSZoning                  
C (all)                1.0
FV                     1.0
RH                     1.0
RL                     1.0
RM                     1.0
----------------------------------------
if_null_SaleCondition    0
Street                    
Grvl                   1.0
Pave                   1.0
----------------------------------------
if_null_SaleCondition    0
Alley                     
Grvl                   1.0
Pave                   1.0
----------------------------------------
if_null_SaleCondition    0
LotShape                  
IR1                    1.0
IR2                    1.0
IR3                    1.0
Reg                    1.0
----------------------------------------
if_null_SaleCondition    0
LandContour               
Bnk                    1.0
HLS                    1.0
Low                    1.0
Lvl                    1.0
----------------------------------------
if_null_SaleCondition    0
Utilities                 
AllPub                 1.0
NoSeWa                 1.0
----------------------------------------
if_null_SaleCondition    0
LotConfig                 
Corner                 1.0
CulDSac                1.0
FR2                    1.0
FR3                    1.0
Inside                 1.0
----------------------------------------
if_null_SaleCondition    0
LandSlope                 
Gtl                    1.0
Mod                    1.0
Sev                    1.0
----------------------------------------
if_null_SaleCondition    0
Neighborhood              
Blmngtn                1.0
Blueste                1.0
BrDale                 1.0
BrkSide                1.0
ClearCr                1.0
CollgCr                1.0
Crawfor                1.0
Edwards                1.0
Gilbert                1.0
IDOTRR                 1.0
MeadowV                1.0
Mitchel                1.0
NAmes                  1.0
NPkVill                1.0
NWAmes                 1.0
NoRidge                1.0
NridgHt                1.0
OldTown                1.0
SWISU                  1.0
Sawyer                 1.0
SawyerW                1.0
Somerst                1.0
StoneBr                1.0
Timber                 1.0
Veenker                1.0
----------------------------------------
if_null_SaleCondition    0
Condition1                
Artery                 1.0
Feedr                  1.0
Norm                   1.0
PosA                   1.0
PosN                   1.0
RRAe                   1.0
RRAn                   1.0
RRNe                   1.0
RRNn                   1.0
----------------------------------------
if_null_SaleCondition    0
Condition2                
Artery                 1.0
Feedr                  1.0
Norm                   1.0
PosA                   1.0
PosN                   1.0
RRAe                   1.0
RRAn                   1.0
RRNn                   1.0
----------------------------------------
if_null_SaleCondition    0
BldgType                  
1Fam                   1.0
2fmCon                 1.0
Duplex                 1.0
Twnhs                  1.0
TwnhsE                 1.0
----------------------------------------
if_null_SaleCondition    0
HouseStyle                
1.5Fin                 1.0
1.5Unf                 1.0
1Story                 1.0
2.5Fin                 1.0
2.5Unf                 1.0
2Story                 1.0
SFoyer                 1.0
SLvl                   1.0
----------------------------------------
if_null_SaleCondition    0
RoofStyle                 
Flat                   1.0
Gable                  1.0
Gambrel                1.0
Hip                    1.0
Mansard                1.0
Shed                   1.0
----------------------------------------
if_null_SaleCondition    0
RoofMatl                  
ClyTile                1.0
CompShg                1.0
Membran                1.0
Metal                  1.0
Roll                   1.0
Tar&Grv                1.0
WdShake                1.0
WdShngl                1.0
----------------------------------------
if_null_SaleCondition    0
Exterior1st               
AsbShng                1.0
AsphShn                1.0
BrkComm                1.0
BrkFace                1.0
CBlock                 1.0
CemntBd                1.0
HdBoard                1.0
ImStucc                1.0
MetalSd                1.0
Plywood                1.0
Stone                  1.0
Stucco                 1.0
VinylSd                1.0
Wd Sdng                1.0
WdShing                1.0
----------------------------------------
if_null_SaleCondition    0
Exterior2nd               
AsbShng                1.0
AsphShn                1.0
Brk Cmn                1.0
BrkFace                1.0
CBlock                 1.0
CmentBd                1.0
HdBoard                1.0
ImStucc                1.0
MetalSd                1.0
Other                  1.0
Plywood                1.0
Stone                  1.0
Stucco                 1.0
VinylSd                1.0
Wd Sdng                1.0
Wd Shng                1.0
----------------------------------------
if_null_SaleCondition    0
MasVnrType                
BrkCmn                 1.0
BrkFace                1.0
Stone                  1.0
----------------------------------------
if_null_SaleCondition    0
ExterQual                 
Ex                     1.0
Fa                     1.0
Gd                     1.0
TA                     1.0
----------------------------------------
if_null_SaleCondition    0
ExterCond                 
Ex                     1.0
Fa                     1.0
Gd                     1.0
Po                     1.0
TA                     1.0
----------------------------------------
if_null_SaleCondition    0
Foundation                
BrkTil                 1.0
CBlock                 1.0
PConc                  1.0
Slab                   1.0
Stone                  1.0
Wood                   1.0
----------------------------------------
if_null_SaleCondition    0
BsmtQual                  
Ex                     1.0
Fa                     1.0
Gd                     1.0
TA                     1.0
----------------------------------------
if_null_SaleCondition    0
BsmtCond                  
Fa                     1.0
Gd                     1.0
Po                     1.0
TA                     1.0
----------------------------------------
if_null_SaleCondition    0
BsmtExposure              
Av                     1.0
Gd                     1.0
Mn                     1.0
No                     1.0
----------------------------------------
if_null_SaleCondition    0
BsmtFinType1              
ALQ                    1.0
BLQ                    1.0
GLQ                    1.0
LwQ                    1.0
Rec                    1.0
Unf                    1.0
----------------------------------------
if_null_SaleCondition    0
BsmtFinType2              
ALQ                    1.0
BLQ                    1.0
GLQ                    1.0
LwQ                    1.0
Rec                    1.0
Unf                    1.0
----------------------------------------
if_null_SaleCondition    0
Heating                   
Floor                  1.0
GasA                   1.0
GasW                   1.0
Grav                   1.0
OthW                   1.0
Wall                   1.0
----------------------------------------
if_null_SaleCondition    0
HeatingQC                 
Ex                     1.0
Fa                     1.0
Gd                     1.0
Po                     1.0
TA                     1.0
----------------------------------------
if_null_SaleCondition    0
CentralAir                
N                      1.0
Y                      1.0
----------------------------------------
if_null_SaleCondition    0
Electrical                
FuseA                  1.0
FuseF                  1.0
FuseP                  1.0
Mix                    1.0
SBrkr                  1.0
----------------------------------------
if_null_SaleCondition    0
KitchenQual               
Ex                     1.0
Fa                     1.0
Gd                     1.0
TA                     1.0
----------------------------------------
if_null_SaleCondition    0
Functional                
Maj1                   1.0
Maj2                   1.0
Min1                   1.0
Min2                   1.0
Mod                    1.0
Sev                    1.0
Typ                    1.0
----------------------------------------
if_null_SaleCondition    0
FireplaceQu               
Ex                     1.0
Fa                     1.0
Gd                     1.0
Po                     1.0
TA                     1.0
----------------------------------------
if_null_SaleCondition    0
GarageType                
2Types                 1.0
Attchd                 1.0
Basment                1.0
BuiltIn                1.0
CarPort                1.0
Detchd                 1.0
----------------------------------------
if_null_SaleCondition    0
GarageFinish              
Fin                    1.0
RFn                    1.0
Unf                    1.0
----------------------------------------
if_null_SaleCondition    0
GarageQual                
Ex                     1.0
Fa                     1.0
Gd                     1.0
Po                     1.0
TA                     1.0
----------------------------------------
if_null_SaleCondition    0
GarageCond                
Ex                     1.0
Fa                     1.0
Gd                     1.0
Po                     1.0
TA                     1.0
----------------------------------------
if_null_SaleCondition    0
PavedDrive                
N                      1.0
P                      1.0
Y                      1.0
----------------------------------------
if_null_SaleCondition    0
PoolQC                    
Ex                     1.0
Fa                     1.0
Gd                     1.0
----------------------------------------
if_null_SaleCondition    0
Fence                     
GdPrv                  1.0
GdWo                   1.0
MnPrv                  1.0
MnWw                   1.0
----------------------------------------
if_null_SaleCondition    0
MiscFeature               
Gar2                   1.0
Othr                   1.0
Shed                   1.0
TenC                   1.0
----------------------------------------
if_null_SaleCondition    0
SaleType                  
COD                    1.0
CWD                    1.0
Con                    1.0
ConLD                  1.0
ConLI                  1.0
ConLw                  1.0
New                    1.0
Oth                    1.0
WD                     1.0
----------------------------------------
if_null_SaleCondition    0
SaleCondition             
Abnorml                1.0
AdjLand                1.0
Alloca                 1.0
Family                 1.0
Normal                 1.0
Partial                1.0
----------------------------------------

# REPORT : 
#   The second categories affect the missing of first categories.
#   Alley --> MSSubClass
#   Alley --> MSZoning
# 	Alley --> LotShape
# 	Alley --> LandContour
# 	Alley --> Neighborhood
# 	Alley --> Condition1
# 	Alley --> BldgType
# 	Alley --> HouseStyle
# 	Alley --> RoofStyle 
# 	Alley --> Exterior1st 
# 	Alley --> Exterior2nd
# 	Alley --> ExterQual
# 	Alley --> ExterCond
# 	Alley --> Foundation
# 	Alley --> BsmtQual
# 	Alley --> BsmtCond
# 	Alley --> BsmtFinType1
# 	Alley --> Heating 
# 	Alley --> HeatingQC
# 	Alley --> CentralAir
# 	Alley --> Electrical
# 	Alley --> KitchenQual
# 	Alley --> Functional
# 	Alley --> GarageType
# 	Alley --> GarageFinish
# 	Alley --> GarageQual
# 	Alley --> GarageCond 
# 	Alley --> PavedDrive
# 	Alley --> SaleType 
# 	Alley --> SaleCondition
# 	--
# 	MasVnrType --> MSSubClass
# 	MasVnrType --> MSZoning
# 	MasVnrType --> Alley
# 	MasVnrType --> LotShape
# 	MasVnrType --> LandContour
# 	MasVnrType --> LotConfig
# 	MasVnrType --> LandSlope
# 	MasVnrType --> Neighborhood
# 	MasVnrType --> Condition1
# 	MasVnrType --> BldgType
# 	MasVnrType --> HouseStyle
# 	MasVnrType --> RoofStyle
# 	MasVnrType --> RoofMatl
# 	MasVnrType --> Exterior1st
# 	MasVnrType --> Exterior2nd
# 	MasVnrType --> ExterQual
# 	MasVnrType --> ExterCond 
# 	MasVnrType --> Foundation
# 	MasVnrType --> BsmtQual
# 	MasVnrType --> BsmtCond 
# 	MasVnrType --> BsmtExposure
# 	MasVnrType --> BsmtFinType1
# 	MasVnrType --> BsmtFinType2
# 	MasVnrType --> Heating
# 	MasVnrType --> HeatingQC
# 	MasVnrType --> CentralAir
# 	MasVnrType --> Electrical
# 	MasVnrType --> KitchenQual
# 	MasVnrType --> Functional
# 	MasVnrType --> FireplaceQu
# 	MasVnrType --> GarageType
# 	MasVnrType --> GarageFinish
# 	MasVnrType --> GarageQual
# 	MasVnrType --> GarageCond
# 	MasVnrType --> PavedDrive
# 	MasVnrType --> PoolQC
# 	MasVnrType --> MiscFeature
# 	MasVnrType --> SaleType
# 	MasVnrType --> SaleCondition
# 	--
# 	BsmtQual --> MSSubClass
# 	BsmtQual --> BldgType
# 	BsmtQual --> Exterior1st
# 	BsmtQual --> Exterior2nd 
# 	BsmtQual --> ExterQual
# 	BsmtQual --> ExterCond
# 	BsmtQual --> Heating 
# 	BsmtQual --> HeatingQC
# 	BsmtQual --> CentralAir
# 	BsmtQual --> Electrical
# 	BsmtQual --> KitchenQual
# 	BsmtQual --> Functional
# 	BsmtQual --> GarageType
# 	BsmtQual --> MiscFeature
# 	BsmtQual --> SaleCondition
# 	--
# 	BsmtCond --> MSSubClass
# 	BsmtCond --> BldgType
# 	BsmtCond --> Exterior1st
# 	BsmtCond --> Exterior2nd 
# 	BsmtCond --> ExterQual
# 	BsmtCond --> ExterCond
# 	BsmtCond --> Heating 
# 	BsmtCond --> HeatingQC
# 	BsmtCond --> CentralAir
# 	BsmtCond --> Electrical
# 	BsmtCond --> KitchenQual
# 	BsmtCond --> Functional
# 	BsmtCond --> GarageType
# 	BsmtCond --> MiscFeature
# 	BsmtCond --> SaleCondition
# 	--
# 	BsmtExposure --> MSSubClass
# 	BsmtExposure --> BldgType
# 	BsmtExposure --> Exterior1st
# 	BsmtExposure --> Exterior2nd 
# 	BsmtExposure --> ExterQual
# 	BsmtExposure --> ExterCond
# 	BsmtExposure --> Foundation
# 	BsmtExposure --> Heating 
# 	BsmtExposure --> HeatingQC
# 	BsmtExposure --> CentralAir
# 	BsmtExposure --> Electrical
# 	BsmtExposure --> KitchenQual
# 	BsmtExposure --> Functional
# 	BsmtExposure --> GarageType
# 	BsmtExposure --> MiscFeature
# 	BsmtExposure --> SaleCondition
# 	--
# 	BsmtFinType1 --> MSSubClass
# 	BsmtFinType1 --> BldgType
# 	BsmtFinType1 --> Exterior1st
# 	BsmtFinType1 --> Exterior2nd 
# 	BsmtFinType1 --> ExterQual
# 	BsmtFinType1 --> ExterCond
# 	BsmtFinType1 --> Foundation
# 	BsmtFinType1 --> Heating 
# 	BsmtFinType1 --> HeatingQC
# 	BsmtFinType1 --> CentralAir
# 	BsmtFinType1 --> Electrical
# 	BsmtFinType1 --> KitchenQual
# 	BsmtFinType1 --> Functional
# 	BsmtFinType1 --> GarageType
# 	BsmtFinType1 --> MiscFeature
# 	BsmtFinType1 --> SaleCondition
# 	--
# 	BsmtFinType2 --> MSSubClass
# 	BsmtFinType2 --> BldgType
# 	BsmtFinType2 --> Exterior1st
# 	BsmtFinType2 --> Exterior2nd 
# 	BsmtFinType2 --> ExterQual
# 	BsmtFinType2 --> ExterCond
# 	BsmtFinType2 --> Foundation
# 	BsmtFinType2 --> Heating 
# 	BsmtFinType2 --> HeatingQC
# 	BsmtFinType2 --> CentralAir
# 	BsmtFinType2 --> Electrical
# 	BsmtFinType2 --> KitchenQual
# 	BsmtFinType2 --> Functional
# 	BsmtFinType2 --> GarageType
# 	BsmtFinType2 --> MiscFeature
# 	BsmtFinType2 --> SaleCondition
# 	--
# 	FireplaceQu --> MSSubClass
# 	FireplaceQu --> MSZoning
# 	FireplaceQu --> Street
# 	FireplaceQu --> LotShape
# 	FireplaceQu --> LandContour
# 	FireplaceQu --> Utilities
# 	FireplaceQu --> LotConfig 
# 	FireplaceQu --> LandSlope
# 	FireplaceQu --> Neighborhood
# 	FireplaceQu --> Condition1
# 	FireplaceQu --> Condition2
# 	FireplaceQu --> BldgType
# 	FireplaceQu --> HouseStyle
# 	FireplaceQu --> RoofStyle
# 	FireplaceQu --> RoofMatl
# 	FireplaceQu --> Exterior1st
# 	FireplaceQu --> Exterior2nd
# 	FireplaceQu --> MasVnrType
# 	FireplaceQu --> ExterQual
# 	FireplaceQu --> ExterCond 
# 	FireplaceQu --> Foundation
# 	FireplaceQu --> BsmtQual
# 	FireplaceQu --> BsmtCond
# 	FireplaceQu --> BsmtExposure
# 	FireplaceQu --> BsmtFinType1 
# 	FireplaceQu --> BsmtFinType2
# 	FireplaceQu --> Heating
# 	FireplaceQu --> HeatingQC
# 	FireplaceQu --> CentralAir 
# 	FireplaceQu --> Electrical
# 	FireplaceQu --> KitchenQual
# 	FireplaceQu --> Functional 
# 	FireplaceQu --> GarageType 
# 	FireplaceQu --> GarageFinish
# 	FireplaceQu --> GarageQual
# 	FireplaceQu --> GarageCond
# 	FireplaceQu --> PavedDrive
# 	FireplaceQu --> Fence 
# 	FireplaceQu --> SaleType
# 	FireplaceQu --> SaleCondition
# 	--
# 	GarageType --> MSSubClass
# 	GarageType --> MSZoning
# 	GarageType --> Neighborhood 
# 	GarageType --> BldgType
# 	GarageType --> HouseStyle
# 	GarageType --> Exterior1st
# 	GarageType --> Exterior2nd
# 	GarageType --> ExterQual
# 	GarageType --> ExterCond 
# 	GarageType --> BsmtCond
# 	GarageType --> Heating
# 	GarageType --> CentralAir
# 	GarageType --> Electrical
# 	GarageType --> KitchenQual
# 	GarageType --> Functional
# 	GarageType --> PavedDrive
# 	GarageType --> MiscFeature 
# 	GarageType --> SaleType
# 	GarageType --> SaleCondition
# 	--
# 	GarageFinish --> MSSubClass
# 	GarageFinish --> MSZoning
# 	GarageFinish --> Neighborhood 
# 	GarageFinish --> BldgType
# 	GarageFinish --> HouseStyle
# 	GarageFinish --> Exterior1st
# 	GarageFinish --> Exterior2nd
# 	GarageFinish --> ExterQual
# 	GarageFinish --> ExterCond 
# 	GarageFinish --> BsmtCond
# 	GarageFinish --> Heating
# 	GarageFinish --> CentralAir
# 	GarageFinish --> Electrical
# 	GarageFinish --> KitchenQual
# 	GarageFinish --> Functional
# 	GarageFinish --> PavedDrive
# 	GarageFinish --> MiscFeature 
# 	GarageFinish --> SaleType
# 	GarageFinish --> SaleCondition
# 	--
# 	GarageQual --> MSSubClass
# 	GarageQual --> MSZoning
# 	GarageQual --> Neighborhood 
# 	GarageQual --> BldgType
# 	GarageQual --> HouseStyle
# 	GarageQual --> Exterior1st
# 	GarageQual --> Exterior2nd
# 	GarageQual --> ExterQual
# 	GarageQual --> ExterCond 
# 	GarageQual --> BsmtCond
# 	GarageQual --> Heating
# 	GarageQual --> CentralAir
# 	GarageQual --> Electrical
# 	GarageQual --> KitchenQual
# 	GarageQual --> Functional
# 	GarageQual --> PavedDrive
# 	GarageQual --> MiscFeature 
# 	GarageQual --> SaleType
# 	GarageQual --> SaleCondition
# 	--
# 	GarageCond --> MSSubClass
# 	GarageCond --> MSZoning
# 	GarageCond --> Neighborhood 
# 	GarageCond --> BldgType
# 	GarageCond --> HouseStyle
# 	GarageCond --> Exterior1st
# 	GarageCond --> Exterior2nd
# 	GarageCond --> ExterQual
# 	GarageCond --> ExterCond 
# 	GarageCond --> BsmtCond
# 	GarageCond --> Heating
# 	GarageCond --> CentralAir
# 	GarageCond --> Electrical
# 	GarageCond --> KitchenQual
# 	GarageCond --> Functional
# 	GarageCond --> PavedDrive
# 	GarageCond --> MiscFeature 
# 	GarageCond --> SaleType
# 	GarageCond --> SaleCondition
# 	--
# 	Fence --> MSSubClass
# 	Fence --> MSZoning
# 	Fence --> Street
# 	Fence --> Alley 
# 	Fence --> LotShape 
# 	Fence --> LandContour
# 	Fence --> Utilities
# 	Fence --> LotConfig
# 	Fence --> LandSlope  
# 	Fence --> Neighborhood 
# 	Fence --> Condition1 
# 	Fence --> Condition2 
# 	Fence --> BldgType
# 	Fence --> HouseStyle 
# 	Fence --> RoofStyle 
# 	Fence --> RoofMatl
# 	Fence --> Exterior1st
# 	Fence --> Exterior2nd
# 	Fence --> MasVnrType
# 	Fence --> ExterQual 
# 	Fence --> ExterCond
# 	Fence --> Foundation
# 	Fence --> BsmtQual
# 	Fence --> BsmtCond 
# 	Fence --> BsmtFinType1 
# 	Fence --> BsmtFinType2
# 	Fence --> Heating 
# 	Fence --> HeatingQC
# 	Fence --> Electrical
# 	Fence --> KitchenQual
# 	Fence --> Functional
# 	Fence --> FireplaceQu 
# 	Fence --> GarageType
# 	Fence --> GarageFinish
# 	Fence --> GarageQual
# 	Fence --> GarageCond
# 	Fence --> PoolQC
# 	Fence --> MiscFeature
# 	Fence --> SaleType
# 	Fence --> SaleCondition
# 	--
# 	MiscFeature --> MSSubClass
# 	MiscFeature --> MSZoning 
# 	MiscFeature --> Street
# 	MiscFeature --> Condition2
# 	MiscFeature --> RoofStyle
# 	MiscFeature --> MasVnrType
# 	MiscFeature --> ExterQual
# 	MiscFeature --> Foundation
# 	MiscFeature --> Functional
# 	MiscFeature --> FireplaceQu
# 	MiscFeature --> GarageType
# 	MiscFeature --> GarageQual
# 	MiscFeature --> GarageCond
# 	MiscFeature --> PoolQC
# 	MiscFeature --> SaleType

# Do other features affect the missing of a specific one? (test dataframe)(THE RANDOMNESS)
# numeric to numeric
numeric_features = ['LotFrontage', 'LotArea', 'OverallQual',
                    'OverallCond', 'YearBuilt', 'YearRemodAdd',
                    'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2',
                    'BsmtUnfSF', 'TotalBsmtSF', '1stFlrSF',
                    '2ndFlrSF', 'LowQualFinSF', 'GrLivArea',
                    'BsmtFullBath', 'BsmtHalfBath', 'FullBath',
                    'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr',
                    'TotRmsAbvGrd', 'Fireplaces', 'GarageYrBlt',
                    'GarageCars', 'GarageArea', 'WoodDeckSF',
                    'OpenPorchSF', 'EnclosedPorch', '3SsnPorch',
                    'ScreenPorch', 'PoolArea', 'MiscVal',
                    'MoSold', 'YrSold']
# create if_null columns to distinguish null values
test_df_copy = test_df.copy()
for num_feat in numeric_features:
    conditions = [test_df_copy[num_feat].isnull(), test_df_copy[num_feat].notnull()]
    values = [1, 0]
    test_df_copy[f'if_null_{num_feat}'] = np.select(conditions, values)
# create a list of if_null columns' names
if_null_numeric_features_names = [f'if_null_{_}' for _ in numeric_features]
# calculate pearson coeff to see the relation
test_df_copy[numeric_features + if_null_numeric_features_names].corr()

# REPORT :
#   The second numeric features affect the missing of first numeric ones. 
# 	BsmtFinSF1 --> BsmtFullBath
# 	BsmtFinSF1 --> BsmtHalfBath
# 	--
# 	BsmtFinSF2 --> BsmtFullBath
# 	BsmtFinSF2 --> BsmtHalfBath
# 	--
# 	BsmtUnfSF --> BsmtFullBath
# 	BsmtUnfSF --> BsmtHalfBath
# 	--
# 	TotalBsmtSF --> BsmtFullBath
# 	TotalBsmtSF --> BsmtHalfBath
# 	--
# 	BsmtFullBath --> BsmtFinSF1
# 	BsmtFullBath --> BsmtFinSF2
# 	BsmtFullBath --> BsmtUnfSF
# 	BsmtFullBath --> TotalBsmtSF
# 	--
# 	BsmtHalfBath --> BsmtFinSF1
# 	BsmtHalfBath --> BsmtFinSF2
# 	BsmtHalfBath --> BsmtUnfSF
# 	BsmtHalfBath --> TotalBsmtSF
# 	--
# 	GarageYrBlt --> GarageCars
# 	GarageYrBlt --> GarageArea

# numeric to cateogorical
# defining a list to storage categorical features
categorical_features = []
for column in test_df.columns:
    if column not in numeric_features:
        categorical_features.append(column)
categorical_features.pop()
categorical_features.pop(0)
# create if_null columns to distinguish null values
test_df_copy2 = test_df.copy()
for cat_feat in categorical_features:
    conditions = [test_df_copy2[cat_feat].isnull(), test_df_copy2[cat_feat].notnull()]
    values = [1, 0]
    test_df_copy2[f'if_null_{cat_feat}'] = np.select(conditions, values)
# create a list of if_null columns' names
if_null_categorical_features_names = [f'if_null_{_}' for _ in categorical_features]
# calculating mean for different categories to find the relation
for if_null_cat_feat_name in if_null_categorical_features_names:
    for numeric_feature in numeric_features:
        print(np.round(test_df_copy2.groupby(by = if_null_cat_feat_name)[numeric_feature].mean(),
                       2))
        print('--' * 20)

if_null_MSSubClass
0    68.58
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_MSSubClass
0    9819.16
Name: LotArea, dtype: float64
----------------------------------------
if_null_MSSubClass
0    6.08
Name: OverallQual, dtype: float64
----------------------------------------
if_null_MSSubClass
0    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_MSSubClass
0    1971.36
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_MSSubClass
0    1983.66
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_MSSubClass
0    100.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_MSSubClass
0    439.2
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_MSSubClass
0    52.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_MSSubClass
0    554.29
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_MSSubClass
0    1046.12
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_MSSubClass
0    1156.53
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_MSSubClass
0    325.97
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_MSSubClass
0    3.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_MSSubClass
0    1486.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_MSSubClass
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_MSSubClass
0    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_MSSubClass
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_MSSubClass
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_MSSubClass
0    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_MSSubClass
0    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_MSSubClass
0    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_MSSubClass
0    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_MSSubClass
0    1977.72
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_MSSubClass
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_MSSubClass
0    472.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_MSSubClass
0    93.17
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_MSSubClass
0    48.31
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_MSSubClass
0    24.24
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_MSSubClass
0    1.79
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_MSSubClass
0    17.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_MSSubClass
0    1.74
Name: PoolArea, dtype: float64
----------------------------------------
if_null_MSSubClass
0    58.17
Name: MiscVal, dtype: float64
----------------------------------------
if_null_MSSubClass
0    6.1
Name: MoSold, dtype: float64
----------------------------------------
if_null_MSSubClass
0    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_MSZoning
0     68.49
1    104.67
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_MSZoning
0     9760.78
1    31053.50
Name: LotArea, dtype: float64
----------------------------------------
if_null_MSZoning
0    6.09
1    2.25
Name: OverallQual, dtype: float64
----------------------------------------
if_null_MSZoning
0    5.56
1    3.25
Name: OverallCond, dtype: float64
----------------------------------------
if_null_MSZoning
0    1971.48
1    1928.25
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_MSZoning
0    1983.75
1    1950.75
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_MSZoning
0    100.99
1      0.00
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_MSZoning
0    440.41
1      0.00
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_MSZoning
0    52.76
1     0.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_MSZoning
0    555.35
1    171.50
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_MSZoning
0    1048.52
1     171.50
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_MSZoning
0    1156.76
1    1073.25
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_MSZoning
0    326.39
1    171.50
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_MSZoning
0    3.55
1    0.00
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_MSZoning
0    1486.71
1    1244.75
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_MSZoning
0    0.44
1    0.00
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_MSZoning
0    0.07
1    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_MSZoning
0    1.57
1    1.25
Name: FullBath, dtype: float64
----------------------------------------
if_null_MSZoning
0    0.38
1    0.25
Name: HalfBath, dtype: float64
----------------------------------------
if_null_MSZoning
0    2.85
1    2.50
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_MSZoning
0    1.04
1    1.00
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_MSZoning
0    6.39
1    5.25
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_MSZoning
0    0.58
1    0.00
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_MSZoning
0    1977.82
1    1944.50
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_MSZoning
0    1.77
1    1.25
Name: GarageCars, dtype: float64
----------------------------------------
if_null_MSZoning
0    473.16
1    331.25
Name: GarageArea, dtype: float64
----------------------------------------
if_null_MSZoning
0    93.35
1    29.75
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_MSZoning
0    48.43
1     6.00
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_MSZoning
0    24.22
1    33.75
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_MSZoning
0    1.8
1    0.0
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_MSZoning
0    17.11
1     0.00
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_MSZoning
0    1.75
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_MSZoning
0    58.33
1     0.00
Name: MiscVal, dtype: float64
----------------------------------------
if_null_MSZoning
0    6.11
1    2.75
Name: MoSold, dtype: float64
----------------------------------------
if_null_MSZoning
0    2007.77
1    2007.75
Name: YrSold, dtype: float64
----------------------------------------
if_null_Street
0    68.58
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Street
0    9819.16
Name: LotArea, dtype: float64
----------------------------------------
if_null_Street
0    6.08
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Street
0    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Street
0    1971.36
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Street
0    1983.66
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Street
0    100.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Street
0    439.2
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Street
0    52.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Street
0    554.29
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Street
0    1046.12
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Street
0    1156.53
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Street
0    325.97
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Street
0    3.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Street
0    1486.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Street
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Street
0    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Street
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_Street
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Street
0    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Street
0    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Street
0    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Street
0    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Street
0    1977.72
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Street
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Street
0    472.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Street
0    93.17
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Street
0    48.31
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Street
0    24.24
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Street
0    1.79
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Street
0    17.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Street
0    1.74
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Street
0    58.17
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Street
0    6.1
Name: MoSold, dtype: float64
----------------------------------------
if_null_Street
0    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_Alley
0    53.93
1    69.86
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Alley
0     7379.50
1    10012.24
Name: LotArea, dtype: float64
----------------------------------------
if_null_Alley
0    5.70
1    6.11
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Alley
0    5.79
1    5.53
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Alley
0    1943.26
1    1973.58
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Alley
0    1978.90
1    1984.04
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Alley
0     30.11
1    106.30
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Alley
0    191.58
1    458.82
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Alley
0    28.87
1    54.50
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Alley
0    638.21
1    547.65
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Alley
0     858.66
1    1060.96
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Alley
0     958.61
1    1172.20
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Alley
0    487.92
1    313.15
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Alley
0    16.97
1     2.48
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Alley
0    1463.50
1    1487.83
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Alley
0    0.24
1    0.45
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Alley
0    0.05
1    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Alley
0    1.50
1    1.58
Name: FullBath, dtype: float64
----------------------------------------
if_null_Alley
0    0.32
1    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Alley
0    2.76
1    2.86
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Alley
0    1.07
1    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Alley
0    6.34
1    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Alley
0    0.34
1    0.60
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Alley
0    1965.15
1    1978.64
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Alley
0    1.50
1    1.79
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Alley
0    405.63
1    478.09
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Alley
0    43.50
1    97.11
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Alley
0    60.07
1    47.38
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Alley
0    61.21
1    21.32
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Alley
0    2.09
1    1.77
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Alley
0    20.4
1    16.8
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Alley
0    0.00
1    1.88
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Alley
0    59.81
1    58.04
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Alley
0    5.93
1    6.12
Name: MoSold, dtype: float64
----------------------------------------
if_null_Alley
0    2007.82
1    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_LotShape
0    68.58
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_LotShape
0    9819.16
Name: LotArea, dtype: float64
----------------------------------------
if_null_LotShape
0    6.08
Name: OverallQual, dtype: float64
----------------------------------------
if_null_LotShape
0    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_LotShape
0    1971.36
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_LotShape
0    1983.66
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_LotShape
0    100.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_LotShape
0    439.2
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_LotShape
0    52.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_LotShape
0    554.29
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_LotShape
0    1046.12
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_LotShape
0    1156.53
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_LotShape
0    325.97
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_LotShape
0    3.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_LotShape
0    1486.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_LotShape
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_LotShape
0    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_LotShape
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_LotShape
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_LotShape
0    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_LotShape
0    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_LotShape
0    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_LotShape
0    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_LotShape
0    1977.72
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_LotShape
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_LotShape
0    472.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_LotShape
0    93.17
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_LotShape
0    48.31
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_LotShape
0    24.24
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_LotShape
0    1.79
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_LotShape
0    17.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_LotShape
0    1.74
Name: PoolArea, dtype: float64
----------------------------------------
if_null_LotShape
0    58.17
Name: MiscVal, dtype: float64
----------------------------------------
if_null_LotShape
0    6.1
Name: MoSold, dtype: float64
----------------------------------------
if_null_LotShape
0    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_LandContour
0    68.58
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_LandContour
0    9819.16
Name: LotArea, dtype: float64
----------------------------------------
if_null_LandContour
0    6.08
Name: OverallQual, dtype: float64
----------------------------------------
if_null_LandContour
0    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_LandContour
0    1971.36
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_LandContour
0    1983.66
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_LandContour
0    100.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_LandContour
0    439.2
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_LandContour
0    52.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_LandContour
0    554.29
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_LandContour
0    1046.12
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_LandContour
0    1156.53
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_LandContour
0    325.97
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_LandContour
0    3.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_LandContour
0    1486.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_LandContour
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_LandContour
0    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_LandContour
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_LandContour
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_LandContour
0    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_LandContour
0    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_LandContour
0    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_LandContour
0    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_LandContour
0    1977.72
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_LandContour
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_LandContour
0    472.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_LandContour
0    93.17
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_LandContour
0    48.31
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_LandContour
0    24.24
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_LandContour
0    1.79
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_LandContour
0    17.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_LandContour
0    1.74
Name: PoolArea, dtype: float64
----------------------------------------
if_null_LandContour
0    58.17
Name: MiscVal, dtype: float64
----------------------------------------
if_null_LandContour
0    6.1
Name: MoSold, dtype: float64
----------------------------------------
if_null_LandContour
0    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_Utilities
0     68.55
1    109.00
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Utilities
0     9796.26
1    26500.00
Name: LotArea, dtype: float64
----------------------------------------
if_null_Utilities
0    6.08
1    4.00
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Utilities
0    5.56
1    3.00
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Utilities
0    1971.41
1    1931.00
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Utilities
0    1983.71
1    1951.00
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Utilities
0    100.85
1      0.00
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Utilities
0    439.81
1      0.00
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Utilities
0    52.69
1     0.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Utilities
0    553.94
1    816.00
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Utilities
0    1046.43
1     816.00
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Utilities
0    1156.55
1    1142.00
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Utilities
0    326.42
1      0.00
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Utilities
0    3.55
1    0.00
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Utilities
0    1486.52
1    1142.00
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Utilities
0    0.44
1    0.00
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Utilities
0    0.07
1    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Utilities
0    1.57
1    1.00
Name: FullBath, dtype: float64
----------------------------------------
if_null_Utilities
0    0.38
1    0.00
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Utilities
0    2.86
1    2.00
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Utilities
0    1.04
1    1.00
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Utilities
0    6.39
1    5.50
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Utilities
0    0.58
1    1.00
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Utilities
0    1977.74
1    1963.50
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Utilities
0    1.77
1    1.50
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Utilities
0    472.89
1    387.50
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Utilities
0    93.22
1    59.50
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Utilities
0    48.36
1    12.00
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Utilities
0    24.18
1    72.00
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Utilities
0    1.8
1    0.0
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Utilities
0    17.09
1     0.00
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Utilities
0    1.75
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Utilities
0     57.73
1    375.00
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Utilities
0    6.11
1    4.00
Name: MoSold, dtype: float64
----------------------------------------
if_null_Utilities
0    2007.77
1    2008.50
Name: YrSold, dtype: float64
----------------------------------------
if_null_LotConfig
0    68.58
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_LotConfig
0    9819.16
Name: LotArea, dtype: float64
----------------------------------------
if_null_LotConfig
0    6.08
Name: OverallQual, dtype: float64
----------------------------------------
if_null_LotConfig
0    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_LotConfig
0    1971.36
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_LotConfig
0    1983.66
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_LotConfig
0    100.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_LotConfig
0    439.2
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_LotConfig
0    52.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_LotConfig
0    554.29
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_LotConfig
0    1046.12
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_LotConfig
0    1156.53
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_LotConfig
0    325.97
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_LotConfig
0    3.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_LotConfig
0    1486.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_LotConfig
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_LotConfig
0    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_LotConfig
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_LotConfig
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_LotConfig
0    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_LotConfig
0    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_LotConfig
0    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_LotConfig
0    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_LotConfig
0    1977.72
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_LotConfig
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_LotConfig
0    472.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_LotConfig
0    93.17
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_LotConfig
0    48.31
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_LotConfig
0    24.24
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_LotConfig
0    1.79
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_LotConfig
0    17.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_LotConfig
0    1.74
Name: PoolArea, dtype: float64
----------------------------------------
if_null_LotConfig
0    58.17
Name: MiscVal, dtype: float64
----------------------------------------
if_null_LotConfig
0    6.1
Name: MoSold, dtype: float64
----------------------------------------
if_null_LotConfig
0    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_LandSlope
0    68.58
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_LandSlope
0    9819.16
Name: LotArea, dtype: float64
----------------------------------------
if_null_LandSlope
0    6.08
Name: OverallQual, dtype: float64
----------------------------------------
if_null_LandSlope
0    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_LandSlope
0    1971.36
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_LandSlope
0    1983.66
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_LandSlope
0    100.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_LandSlope
0    439.2
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_LandSlope
0    52.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_LandSlope
0    554.29
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_LandSlope
0    1046.12
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_LandSlope
0    1156.53
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_LandSlope
0    325.97
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_LandSlope
0    3.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_LandSlope
0    1486.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_LandSlope
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_LandSlope
0    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_LandSlope
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_LandSlope
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_LandSlope
0    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_LandSlope
0    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_LandSlope
0    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_LandSlope
0    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_LandSlope
0    1977.72
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_LandSlope
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_LandSlope
0    472.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_LandSlope
0    93.17
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_LandSlope
0    48.31
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_LandSlope
0    24.24
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_LandSlope
0    1.79
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_LandSlope
0    17.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_LandSlope
0    1.74
Name: PoolArea, dtype: float64
----------------------------------------
if_null_LandSlope
0    58.17
Name: MiscVal, dtype: float64
----------------------------------------
if_null_LandSlope
0    6.1
Name: MoSold, dtype: float64
----------------------------------------
if_null_LandSlope
0    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_Neighborhood
0    68.58
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Neighborhood
0    9819.16
Name: LotArea, dtype: float64
----------------------------------------
if_null_Neighborhood
0    6.08
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Neighborhood
0    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Neighborhood
0    1971.36
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Neighborhood
0    1983.66
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Neighborhood
0    100.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Neighborhood
0    439.2
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Neighborhood
0    52.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Neighborhood
0    554.29
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Neighborhood
0    1046.12
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Neighborhood
0    1156.53
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Neighborhood
0    325.97
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Neighborhood
0    3.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Neighborhood
0    1486.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Neighborhood
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Neighborhood
0    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Neighborhood
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_Neighborhood
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Neighborhood
0    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Neighborhood
0    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Neighborhood
0    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Neighborhood
0    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Neighborhood
0    1977.72
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Neighborhood
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Neighborhood
0    472.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Neighborhood
0    93.17
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Neighborhood
0    48.31
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Neighborhood
0    24.24
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Neighborhood
0    1.79
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Neighborhood
0    17.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Neighborhood
0    1.74
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Neighborhood
0    58.17
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Neighborhood
0    6.1
Name: MoSold, dtype: float64
----------------------------------------
if_null_Neighborhood
0    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_Condition1
0    68.58
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Condition1
0    9819.16
Name: LotArea, dtype: float64
----------------------------------------
if_null_Condition1
0    6.08
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Condition1
0    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Condition1
0    1971.36
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Condition1
0    1983.66
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Condition1
0    100.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Condition1
0    439.2
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Condition1
0    52.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Condition1
0    554.29
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Condition1
0    1046.12
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Condition1
0    1156.53
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Condition1
0    325.97
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Condition1
0    3.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Condition1
0    1486.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Condition1
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Condition1
0    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Condition1
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_Condition1
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Condition1
0    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Condition1
0    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Condition1
0    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Condition1
0    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Condition1
0    1977.72
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Condition1
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Condition1
0    472.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Condition1
0    93.17
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Condition1
0    48.31
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Condition1
0    24.24
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Condition1
0    1.79
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Condition1
0    17.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Condition1
0    1.74
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Condition1
0    58.17
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Condition1
0    6.1
Name: MoSold, dtype: float64
----------------------------------------
if_null_Condition1
0    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_Condition2
0    68.58
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Condition2
0    9819.16
Name: LotArea, dtype: float64
----------------------------------------
if_null_Condition2
0    6.08
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Condition2
0    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Condition2
0    1971.36
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Condition2
0    1983.66
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Condition2
0    100.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Condition2
0    439.2
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Condition2
0    52.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Condition2
0    554.29
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Condition2
0    1046.12
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Condition2
0    1156.53
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Condition2
0    325.97
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Condition2
0    3.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Condition2
0    1486.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Condition2
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Condition2
0    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Condition2
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_Condition2
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Condition2
0    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Condition2
0    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Condition2
0    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Condition2
0    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Condition2
0    1977.72
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Condition2
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Condition2
0    472.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Condition2
0    93.17
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Condition2
0    48.31
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Condition2
0    24.24
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Condition2
0    1.79
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Condition2
0    17.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Condition2
0    1.74
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Condition2
0    58.17
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Condition2
0    6.1
Name: MoSold, dtype: float64
----------------------------------------
if_null_Condition2
0    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_BldgType
0    68.58
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_BldgType
0    9819.16
Name: LotArea, dtype: float64
----------------------------------------
if_null_BldgType
0    6.08
Name: OverallQual, dtype: float64
----------------------------------------
if_null_BldgType
0    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_BldgType
0    1971.36
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_BldgType
0    1983.66
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_BldgType
0    100.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_BldgType
0    439.2
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_BldgType
0    52.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_BldgType
0    554.29
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_BldgType
0    1046.12
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_BldgType
0    1156.53
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_BldgType
0    325.97
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_BldgType
0    3.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_BldgType
0    1486.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_BldgType
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_BldgType
0    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_BldgType
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_BldgType
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_BldgType
0    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_BldgType
0    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_BldgType
0    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_BldgType
0    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_BldgType
0    1977.72
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_BldgType
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_BldgType
0    472.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_BldgType
0    93.17
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_BldgType
0    48.31
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_BldgType
0    24.24
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_BldgType
0    1.79
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_BldgType
0    17.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_BldgType
0    1.74
Name: PoolArea, dtype: float64
----------------------------------------
if_null_BldgType
0    58.17
Name: MiscVal, dtype: float64
----------------------------------------
if_null_BldgType
0    6.1
Name: MoSold, dtype: float64
----------------------------------------
if_null_BldgType
0    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_HouseStyle
0    68.58
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_HouseStyle
0    9819.16
Name: LotArea, dtype: float64
----------------------------------------
if_null_HouseStyle
0    6.08
Name: OverallQual, dtype: float64
----------------------------------------
if_null_HouseStyle
0    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_HouseStyle
0    1971.36
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_HouseStyle
0    1983.66
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_HouseStyle
0    100.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_HouseStyle
0    439.2
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_HouseStyle
0    52.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_HouseStyle
0    554.29
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_HouseStyle
0    1046.12
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_HouseStyle
0    1156.53
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_HouseStyle
0    325.97
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_HouseStyle
0    3.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_HouseStyle
0    1486.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_HouseStyle
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_HouseStyle
0    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_HouseStyle
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_HouseStyle
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_HouseStyle
0    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_HouseStyle
0    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_HouseStyle
0    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_HouseStyle
0    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_HouseStyle
0    1977.72
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_HouseStyle
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_HouseStyle
0    472.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_HouseStyle
0    93.17
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_HouseStyle
0    48.31
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_HouseStyle
0    24.24
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_HouseStyle
0    1.79
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_HouseStyle
0    17.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_HouseStyle
0    1.74
Name: PoolArea, dtype: float64
----------------------------------------
if_null_HouseStyle
0    58.17
Name: MiscVal, dtype: float64
----------------------------------------
if_null_HouseStyle
0    6.1
Name: MoSold, dtype: float64
----------------------------------------
if_null_HouseStyle
0    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_RoofStyle
0    68.58
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_RoofStyle
0    9819.16
Name: LotArea, dtype: float64
----------------------------------------
if_null_RoofStyle
0    6.08
Name: OverallQual, dtype: float64
----------------------------------------
if_null_RoofStyle
0    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_RoofStyle
0    1971.36
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_RoofStyle
0    1983.66
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_RoofStyle
0    100.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_RoofStyle
0    439.2
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_RoofStyle
0    52.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_RoofStyle
0    554.29
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_RoofStyle
0    1046.12
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_RoofStyle
0    1156.53
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_RoofStyle
0    325.97
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_RoofStyle
0    3.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_RoofStyle
0    1486.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_RoofStyle
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_RoofStyle
0    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_RoofStyle
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_RoofStyle
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_RoofStyle
0    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_RoofStyle
0    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_RoofStyle
0    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_RoofStyle
0    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_RoofStyle
0    1977.72
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_RoofStyle
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_RoofStyle
0    472.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_RoofStyle
0    93.17
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_RoofStyle
0    48.31
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_RoofStyle
0    24.24
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_RoofStyle
0    1.79
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_RoofStyle
0    17.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_RoofStyle
0    1.74
Name: PoolArea, dtype: float64
----------------------------------------
if_null_RoofStyle
0    58.17
Name: MiscVal, dtype: float64
----------------------------------------
if_null_RoofStyle
0    6.1
Name: MoSold, dtype: float64
----------------------------------------
if_null_RoofStyle
0    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_RoofMatl
0    68.58
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_RoofMatl
0    9819.16
Name: LotArea, dtype: float64
----------------------------------------
if_null_RoofMatl
0    6.08
Name: OverallQual, dtype: float64
----------------------------------------
if_null_RoofMatl
0    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_RoofMatl
0    1971.36
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_RoofMatl
0    1983.66
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_RoofMatl
0    100.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_RoofMatl
0    439.2
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_RoofMatl
0    52.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_RoofMatl
0    554.29
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_RoofMatl
0    1046.12
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_RoofMatl
0    1156.53
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_RoofMatl
0    325.97
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_RoofMatl
0    3.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_RoofMatl
0    1486.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_RoofMatl
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_RoofMatl
0    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_RoofMatl
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_RoofMatl
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_RoofMatl
0    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_RoofMatl
0    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_RoofMatl
0    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_RoofMatl
0    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_RoofMatl
0    1977.72
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_RoofMatl
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_RoofMatl
0    472.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_RoofMatl
0    93.17
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_RoofMatl
0    48.31
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_RoofMatl
0    24.24
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_RoofMatl
0    1.79
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_RoofMatl
0    17.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_RoofMatl
0    1.74
Name: PoolArea, dtype: float64
----------------------------------------
if_null_RoofMatl
0    58.17
Name: MiscVal, dtype: float64
----------------------------------------
if_null_RoofMatl
0    6.1
Name: MoSold, dtype: float64
----------------------------------------
if_null_RoofMatl
0    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_Exterior1st
0    68.57
1    85.00
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Exterior1st
0     9812.49
1    19550.00
Name: LotArea, dtype: float64
----------------------------------------
if_null_Exterior1st
0    6.08
1    5.00
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Exterior1st
0    5.55
1    7.00
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Exterior1st
0    1971.38
1    1940.00
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Exterior1st
0    1983.65
1    2007.00
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Exterior1st
0    100.78
1      0.00
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Exterior1st
0     438.79
1    1035.00
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Exterior1st
0    52.66
1     0.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Exterior1st
0    554.3
1    545.0
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Exterior1st
0    1045.75
1    1580.00
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Exterior1st
0    1156.29
1    1518.00
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Exterior1st
0    326.19
1      0.00
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Exterior1st
0    3.55
1    0.00
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Exterior1st
0    1486.02
1    1518.00
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Exterior1st
0    0.43
1    1.00
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Exterior1st
0    0.07
1    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Exterior1st
0    1.57
1    1.00
Name: FullBath, dtype: float64
----------------------------------------
if_null_Exterior1st
0    0.38
1    0.00
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Exterior1st
0    2.85
1    2.00
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Exterior1st
0    1.04
1    1.00
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Exterior1st
0    6.39
1    5.00
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Exterior1st
0    0.58
1    2.00
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Exterior1st
0    1977.72
1        NaN
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Exterior1st
0    1.77
1    0.00
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Exterior1st
0    473.09
1      0.00
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Exterior1st
0    93.24
1     0.00
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Exterior1st
0    48.32
1    39.00
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Exterior1st
0    24.26
1     0.00
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Exterior1st
0    1.8
1    0.0
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Exterior1st
0    17.08
1     0.00
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Exterior1st
0    1.75
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Exterior1st
0    58.21
1     0.00
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Exterior1st
0    6.11
1    1.00
Name: MoSold, dtype: float64
----------------------------------------
if_null_Exterior1st
0    2007.77
1    2008.00
Name: YrSold, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    68.57
1    85.00
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Exterior2nd
0     9812.49
1    19550.00
Name: LotArea, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    6.08
1    5.00
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    5.55
1    7.00
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    1971.38
1    1940.00
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    1983.65
1    2007.00
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    100.78
1      0.00
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Exterior2nd
0     438.79
1    1035.00
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    52.66
1     0.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    554.3
1    545.0
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    1045.75
1    1580.00
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    1156.29
1    1518.00
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    326.19
1      0.00
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    3.55
1    0.00
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    1486.02
1    1518.00
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    0.43
1    1.00
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    0.07
1    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    1.57
1    1.00
Name: FullBath, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    0.38
1    0.00
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    2.85
1    2.00
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    1.04
1    1.00
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    6.39
1    5.00
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    0.58
1    2.00
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    1977.72
1        NaN
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    1.77
1    0.00
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    473.09
1      0.00
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    93.24
1     0.00
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    48.32
1    39.00
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    24.26
1     0.00
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    1.8
1    0.0
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    17.08
1     0.00
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    1.75
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    58.21
1     0.00
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    6.11
1    1.00
Name: MoSold, dtype: float64
----------------------------------------
if_null_Exterior2nd
0    2007.77
1    2008.00
Name: YrSold, dtype: float64
----------------------------------------
if_null_MasVnrType
0    74.55
1    65.02
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_MasVnrType
0    10485.36
1     9398.13
Name: LotArea, dtype: float64
----------------------------------------
if_null_MasVnrType
0    6.82
1    5.61
Name: OverallQual, dtype: float64
----------------------------------------
if_null_MasVnrType
0    5.35
1    5.68
Name: OverallCond, dtype: float64
----------------------------------------
if_null_MasVnrType
0    1985.97
1    1962.12
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_MasVnrType
0    1989.59
1    1979.92
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_MasVnrType
0    256.53
1      0.55
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_MasVnrType
0    608.59
1    332.03
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_MasVnrType
0    61.88
1    46.76
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_MasVnrType
0    582.25
1    536.61
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_MasVnrType
0    1252.72
1     915.40
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_MasVnrType
0    1339.84
1    1040.69
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_MasVnrType
0    318.24
1    330.85
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_MasVnrType
0    0.00
1    5.78
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_MasVnrType
0    1658.08
1    1377.32
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_MasVnrType
0    0.56
1    0.36
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_MasVnrType
0    0.08
1    0.05
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_MasVnrType
0    1.75
1    1.46
Name: FullBath, dtype: float64
----------------------------------------
if_null_MasVnrType
0    0.44
1    0.34
Name: HalfBath, dtype: float64
----------------------------------------
if_null_MasVnrType
0    2.91
1    2.82
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_MasVnrType
0    1.02
1    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_MasVnrType
0    6.73
1    6.17
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_MasVnrType
0    0.81
1    0.44
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_MasVnrType
0    1987.30
1    1971.27
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_MasVnrType
0    2.12
1    1.54
Name: GarageCars, dtype: float64
----------------------------------------
if_null_MasVnrType
0    564.99
1    414.42
Name: GarageArea, dtype: float64
----------------------------------------
if_null_MasVnrType
0    116.67
1     78.33
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_MasVnrType
0    58.85
1    41.65
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_MasVnrType
0    11.83
1    32.09
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_MasVnrType
0    1.70
1    1.85
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_MasVnrType
0    22.69
1    13.51
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_MasVnrType
0    1.67
1    1.79
Name: PoolArea, dtype: float64
----------------------------------------
if_null_MasVnrType
0    88.75
1    38.84
Name: MiscVal, dtype: float64
----------------------------------------
if_null_MasVnrType
0    6.12
1    6.10
Name: MoSold, dtype: float64
----------------------------------------
if_null_MasVnrType
0    2007.75
1    2007.79
Name: YrSold, dtype: float64
----------------------------------------
if_null_ExterQual
0    68.58
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_ExterQual
0    9819.16
Name: LotArea, dtype: float64
----------------------------------------
if_null_ExterQual
0    6.08
Name: OverallQual, dtype: float64
----------------------------------------
if_null_ExterQual
0    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_ExterQual
0    1971.36
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_ExterQual
0    1983.66
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_ExterQual
0    100.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_ExterQual
0    439.2
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_ExterQual
0    52.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_ExterQual
0    554.29
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_ExterQual
0    1046.12
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_ExterQual
0    1156.53
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_ExterQual
0    325.97
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_ExterQual
0    3.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_ExterQual
0    1486.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_ExterQual
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_ExterQual
0    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_ExterQual
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_ExterQual
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_ExterQual
0    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_ExterQual
0    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_ExterQual
0    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_ExterQual
0    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_ExterQual
0    1977.72
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_ExterQual
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_ExterQual
0    472.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_ExterQual
0    93.17
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_ExterQual
0    48.31
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_ExterQual
0    24.24
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_ExterQual
0    1.79
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_ExterQual
0    17.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_ExterQual
0    1.74
Name: PoolArea, dtype: float64
----------------------------------------
if_null_ExterQual
0    58.17
Name: MiscVal, dtype: float64
----------------------------------------
if_null_ExterQual
0    6.1
Name: MoSold, dtype: float64
----------------------------------------
if_null_ExterQual
0    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_ExterCond
0    68.58
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_ExterCond
0    9819.16
Name: LotArea, dtype: float64
----------------------------------------
if_null_ExterCond
0    6.08
Name: OverallQual, dtype: float64
----------------------------------------
if_null_ExterCond
0    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_ExterCond
0    1971.36
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_ExterCond
0    1983.66
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_ExterCond
0    100.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_ExterCond
0    439.2
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_ExterCond
0    52.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_ExterCond
0    554.29
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_ExterCond
0    1046.12
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_ExterCond
0    1156.53
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_ExterCond
0    325.97
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_ExterCond
0    3.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_ExterCond
0    1486.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_ExterCond
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_ExterCond
0    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_ExterCond
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_ExterCond
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_ExterCond
0    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_ExterCond
0    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_ExterCond
0    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_ExterCond
0    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_ExterCond
0    1977.72
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_ExterCond
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_ExterCond
0    472.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_ExterCond
0    93.17
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_ExterCond
0    48.31
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_ExterCond
0    24.24
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_ExterCond
0    1.79
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_ExterCond
0    17.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_ExterCond
0    1.74
Name: PoolArea, dtype: float64
----------------------------------------
if_null_ExterCond
0    58.17
Name: MiscVal, dtype: float64
----------------------------------------
if_null_ExterCond
0    6.1
Name: MoSold, dtype: float64
----------------------------------------
if_null_ExterCond
0    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_Foundation
0    68.58
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Foundation
0    9819.16
Name: LotArea, dtype: float64
----------------------------------------
if_null_Foundation
0    6.08
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Foundation
0    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Foundation
0    1971.36
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Foundation
0    1983.66
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Foundation
0    100.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Foundation
0    439.2
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Foundation
0    52.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Foundation
0    554.29
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Foundation
0    1046.12
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Foundation
0    1156.53
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Foundation
0    325.97
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Foundation
0    3.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Foundation
0    1486.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Foundation
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Foundation
0    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Foundation
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_Foundation
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Foundation
0    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Foundation
0    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Foundation
0    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Foundation
0    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Foundation
0    1977.72
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Foundation
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Foundation
0    472.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Foundation
0    93.17
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Foundation
0    48.31
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Foundation
0    24.24
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Foundation
0    1.79
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Foundation
0    17.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Foundation
0    1.74
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Foundation
0    58.17
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Foundation
0    6.1
Name: MoSold, dtype: float64
----------------------------------------
if_null_Foundation
0    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_BsmtQual
0    68.24
1    79.57
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_BsmtQual
0     9747.89
1    12111.20
Name: LotArea, dtype: float64
----------------------------------------
if_null_BsmtQual
0    6.14
1    4.14
Name: OverallQual, dtype: float64
----------------------------------------
if_null_BsmtQual
0    5.56
1    5.36
Name: OverallCond, dtype: float64
----------------------------------------
if_null_BsmtQual
0    1971.99
1    1951.00
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_BsmtQual
0    1984.17
1    1967.50
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_BsmtQual
0    103.43
1     14.02
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_BsmtQual
0    452.55
1      0.00
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_BsmtQual
0    54.22
1     0.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_BsmtQual
0    570.77
1     12.30
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_BsmtQual
0    1077.53
1      12.30
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_BsmtQual
0    1156.43
1    1159.98
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_BsmtQual
0    330.37
1    184.25
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_BsmtQual
0    3.51
1    4.66
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_BsmtQual
0    1490.31
1    1348.89
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_BsmtQual
0    0.45
1    0.00
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_BsmtQual
0    0.07
1    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_BsmtQual
0    1.58
1    1.43
Name: FullBath, dtype: float64
----------------------------------------
if_null_BsmtQual
0    0.38
1    0.20
Name: HalfBath, dtype: float64
----------------------------------------
if_null_BsmtQual
0    2.86
1    2.68
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_BsmtQual
0    1.03
1    1.30
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_BsmtQual
0    6.38
1    6.48
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_BsmtQual
0    0.59
1    0.27
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_BsmtQual
0    1978.32
1    1955.92
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_BsmtQual
0    1.78
1    1.34
Name: GarageCars, dtype: float64
----------------------------------------
if_null_BsmtQual
0    476.50
1    352.75
Name: GarageArea, dtype: float64
----------------------------------------
if_null_BsmtQual
0    95.29
1    25.11
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_BsmtQual
0    48.95
1    27.86
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_BsmtQual
0    24.09
1    29.11
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_BsmtQual
0    1.85
1    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_BsmtQual
0    16.81
1    25.30
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_BsmtQual
0     1.40
1    12.75
Name: PoolArea, dtype: float64
----------------------------------------
if_null_BsmtQual
0    59.2
1    25.0
Name: MiscVal, dtype: float64
----------------------------------------
if_null_BsmtQual
0    6.10
1    6.11
Name: MoSold, dtype: float64
----------------------------------------
if_null_BsmtQual
0    2007.77
1    2007.70
Name: YrSold, dtype: float64
----------------------------------------
if_null_BsmtCond
0    68.19
1    80.84
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_BsmtCond
0     9739.17
1    12332.51
Name: LotArea, dtype: float64
----------------------------------------
if_null_BsmtCond
0    6.14
1    4.29
Name: OverallQual, dtype: float64
----------------------------------------
if_null_BsmtCond
0    5.56
1    5.42
Name: OverallCond, dtype: float64
----------------------------------------
if_null_BsmtCond
0    1971.88
1    1954.84
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_BsmtCond
0    1984.15
1    1968.44
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_BsmtCond
0    103.41
1     16.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_BsmtCond
0    450.87
1     64.36
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_BsmtCond
0    53.99
1     8.68
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_BsmtCond
0    571.31
1      7.59
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_BsmtCond
0    1076.16
1      80.64
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_BsmtCond
0    1155.61
1    1185.56
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_BsmtCond
0    331.25
1    159.84
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_BsmtCond
0    3.51
1    4.56
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_BsmtCond
0    1490.38
1    1349.96
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_BsmtCond
0    0.45
1    0.02
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_BsmtCond
0    0.07
1    0.02
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_BsmtCond
0    1.57
1    1.49
Name: FullBath, dtype: float64
----------------------------------------
if_null_BsmtCond
0    0.38
1    0.22
Name: HalfBath, dtype: float64
----------------------------------------
if_null_BsmtCond
0    2.86
1    2.73
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_BsmtCond
0    1.03
1    1.29
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_BsmtCond
0    6.38
1    6.49
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_BsmtCond
0    0.59
1    0.33
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_BsmtCond
0    1978.20
1    1960.74
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_BsmtCond
0    1.78
1    1.40
Name: GarageCars, dtype: float64
----------------------------------------
if_null_BsmtCond
0    475.97
1    372.16
Name: GarageArea, dtype: float64
----------------------------------------
if_null_BsmtCond
0    95.16
1    30.78
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_BsmtCond
0    49.01
1    26.51
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_BsmtCond
0    24.01
1    31.53
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_BsmtCond
0    1.85
1    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_BsmtCond
0    16.82
1    24.73
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_BsmtCond
0     1.40
1    12.47
Name: PoolArea, dtype: float64
----------------------------------------
if_null_BsmtCond
0    59.24
1    24.44
Name: MiscVal, dtype: float64
----------------------------------------
if_null_BsmtCond
0    6.11
1    6.07
Name: MoSold, dtype: float64
----------------------------------------
if_null_BsmtCond
0    2007.77
1    2007.69
Name: YrSold, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    68.21
1    80.70
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_BsmtExposure
0     9741.55
1    12315.02
Name: LotArea, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    6.14
1    4.25
Name: OverallQual, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    5.56
1    5.27
Name: OverallCond, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    1971.84
1    1955.70
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    1984.12
1    1968.93
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    103.27
1     19.16
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    452.55
1      0.00
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    54.22
1     0.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    569.50
1     53.95
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    1076.27
1      53.95
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    1155.85
1    1178.70
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    330.41
1    183.09
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    3.51
1    4.66
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    1489.76
1    1366.45
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    0.45
1    0.00
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    0.07
1    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    1.57
1    1.50
Name: FullBath, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    0.38
1    0.20
Name: HalfBath, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    2.86
1    2.70
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    1.03
1    1.30
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    6.38
1    6.55
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    0.59
1    0.30
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    1978.17
1    1961.51
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    1.78
1    1.41
Name: GarageCars, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    475.75
1    376.86
Name: GarageArea, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    95.19
1    28.39
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    49.04
1    25.07
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    24.09
1    29.11
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    1.85
1    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    16.81
1    25.30
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_BsmtExposure
0     1.40
1    12.75
Name: PoolArea, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    59.2
1    25.0
Name: MiscVal, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    6.10
1    6.11
Name: MoSold, dtype: float64
----------------------------------------
if_null_BsmtExposure
0    2007.77
1    2007.73
Name: YrSold, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    68.22
1    80.91
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0     9741.49
1    12439.60
Name: LotArea, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    6.14
1    4.14
Name: OverallQual, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    5.56
1    5.29
Name: OverallCond, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    1971.89
1    1953.31
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    1984.15
1    1967.14
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    103.29
1     14.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    451.91
1      0.00
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    54.14
1     0.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    570.33
1      0.00
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    1076.39
1       0.00
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    1155.85
1    1179.60
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    330.55
1    171.26
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    3.50
1    4.88
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    1489.91
1    1355.74
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    0.45
1    0.00
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    0.07
1    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    1.57
1    1.45
Name: FullBath, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    0.38
1    0.21
Name: HalfBath, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    2.86
1    2.71
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    1.03
1    1.31
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    6.38
1    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    0.59
1    0.29
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    1978.21
1    1958.97
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    1.78
1    1.36
Name: GarageCars, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    476.1
1    360.5
Name: GarageArea, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    95.16
1    26.31
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    48.97
1    26.26
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    24.06
1    30.50
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    1.85
1    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    16.78
1    26.50
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0     1.40
1    13.36
Name: PoolArea, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    59.12
1    26.19
Name: MiscVal, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    6.10
1    6.12
Name: MoSold, dtype: float64
----------------------------------------
if_null_BsmtFinType1
0    2007.77
1    2007.69
Name: YrSold, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    68.22
1    80.91
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0     9741.49
1    12439.60
Name: LotArea, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    6.14
1    4.14
Name: OverallQual, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    5.56
1    5.29
Name: OverallCond, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    1971.89
1    1953.31
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    1984.15
1    1967.14
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    103.29
1     14.69
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    451.91
1      0.00
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    54.14
1     0.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    570.33
1      0.00
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    1076.39
1       0.00
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    1155.85
1    1179.60
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    330.55
1    171.26
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    3.50
1    4.88
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    1489.91
1    1355.74
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    0.45
1    0.00
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    0.07
1    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    1.57
1    1.45
Name: FullBath, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    0.38
1    0.21
Name: HalfBath, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    2.86
1    2.71
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    1.03
1    1.31
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    6.38
1    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    0.59
1    0.29
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    1978.21
1    1958.97
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    1.78
1    1.36
Name: GarageCars, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    476.1
1    360.5
Name: GarageArea, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    95.16
1    26.31
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    48.97
1    26.26
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    24.06
1    30.50
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    1.85
1    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    16.78
1    26.50
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0     1.40
1    13.36
Name: PoolArea, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    59.12
1    26.19
Name: MiscVal, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    6.10
1    6.12
Name: MoSold, dtype: float64
----------------------------------------
if_null_BsmtFinType2
0    2007.77
1    2007.69
Name: YrSold, dtype: float64
----------------------------------------
if_null_Heating
0    68.58
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Heating
0    9819.16
Name: LotArea, dtype: float64
----------------------------------------
if_null_Heating
0    6.08
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Heating
0    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Heating
0    1971.36
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Heating
0    1983.66
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Heating
0    100.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Heating
0    439.2
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Heating
0    52.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Heating
0    554.29
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Heating
0    1046.12
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Heating
0    1156.53
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Heating
0    325.97
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Heating
0    3.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Heating
0    1486.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Heating
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Heating
0    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Heating
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_Heating
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Heating
0    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Heating
0    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Heating
0    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Heating
0    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Heating
0    1977.72
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Heating
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Heating
0    472.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Heating
0    93.17
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Heating
0    48.31
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Heating
0    24.24
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Heating
0    1.79
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Heating
0    17.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Heating
0    1.74
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Heating
0    58.17
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Heating
0    6.1
Name: MoSold, dtype: float64
----------------------------------------
if_null_Heating
0    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_HeatingQC
0    68.58
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_HeatingQC
0    9819.16
Name: LotArea, dtype: float64
----------------------------------------
if_null_HeatingQC
0    6.08
Name: OverallQual, dtype: float64
----------------------------------------
if_null_HeatingQC
0    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_HeatingQC
0    1971.36
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_HeatingQC
0    1983.66
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_HeatingQC
0    100.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_HeatingQC
0    439.2
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_HeatingQC
0    52.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_HeatingQC
0    554.29
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_HeatingQC
0    1046.12
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_HeatingQC
0    1156.53
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_HeatingQC
0    325.97
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_HeatingQC
0    3.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_HeatingQC
0    1486.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_HeatingQC
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_HeatingQC
0    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_HeatingQC
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_HeatingQC
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_HeatingQC
0    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_HeatingQC
0    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_HeatingQC
0    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_HeatingQC
0    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_HeatingQC
0    1977.72
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_HeatingQC
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_HeatingQC
0    472.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_HeatingQC
0    93.17
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_HeatingQC
0    48.31
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_HeatingQC
0    24.24
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_HeatingQC
0    1.79
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_HeatingQC
0    17.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_HeatingQC
0    1.74
Name: PoolArea, dtype: float64
----------------------------------------
if_null_HeatingQC
0    58.17
Name: MiscVal, dtype: float64
----------------------------------------
if_null_HeatingQC
0    6.1
Name: MoSold, dtype: float64
----------------------------------------
if_null_HeatingQC
0    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_CentralAir
0    68.58
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_CentralAir
0    9819.16
Name: LotArea, dtype: float64
----------------------------------------
if_null_CentralAir
0    6.08
Name: OverallQual, dtype: float64
----------------------------------------
if_null_CentralAir
0    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_CentralAir
0    1971.36
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_CentralAir
0    1983.66
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_CentralAir
0    100.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_CentralAir
0    439.2
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_CentralAir
0    52.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_CentralAir
0    554.29
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_CentralAir
0    1046.12
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_CentralAir
0    1156.53
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_CentralAir
0    325.97
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_CentralAir
0    3.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_CentralAir
0    1486.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_CentralAir
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_CentralAir
0    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_CentralAir
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_CentralAir
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_CentralAir
0    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_CentralAir
0    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_CentralAir
0    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_CentralAir
0    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_CentralAir
0    1977.72
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_CentralAir
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_CentralAir
0    472.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_CentralAir
0    93.17
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_CentralAir
0    48.31
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_CentralAir
0    24.24
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_CentralAir
0    1.79
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_CentralAir
0    17.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_CentralAir
0    1.74
Name: PoolArea, dtype: float64
----------------------------------------
if_null_CentralAir
0    58.17
Name: MiscVal, dtype: float64
----------------------------------------
if_null_CentralAir
0    6.1
Name: MoSold, dtype: float64
----------------------------------------
if_null_CentralAir
0    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_Electrical
0    68.58
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Electrical
0    9819.16
Name: LotArea, dtype: float64
----------------------------------------
if_null_Electrical
0    6.08
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Electrical
0    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Electrical
0    1971.36
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Electrical
0    1983.66
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Electrical
0    100.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Electrical
0    439.2
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Electrical
0    52.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Electrical
0    554.29
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Electrical
0    1046.12
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Electrical
0    1156.53
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Electrical
0    325.97
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Electrical
0    3.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Electrical
0    1486.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Electrical
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Electrical
0    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Electrical
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_Electrical
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Electrical
0    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Electrical
0    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Electrical
0    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Electrical
0    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Electrical
0    1977.72
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Electrical
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Electrical
0    472.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Electrical
0    93.17
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Electrical
0    48.31
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Electrical
0    24.24
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Electrical
0    1.79
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Electrical
0    17.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Electrical
0    1.74
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Electrical
0    58.17
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Electrical
0    6.1
Name: MoSold, dtype: float64
----------------------------------------
if_null_Electrical
0    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_KitchenQual
0    68.58
1    72.00
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_KitchenQual
0     9818.6
1    10632.0
Name: LotArea, dtype: float64
----------------------------------------
if_null_KitchenQual
0    6.08
1    5.00
Name: OverallQual, dtype: float64
----------------------------------------
if_null_KitchenQual
0    5.56
1    3.00
Name: OverallCond, dtype: float64
----------------------------------------
if_null_KitchenQual
0    1971.4
1    1917.0
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_KitchenQual
0    1983.69
1    1950.00
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_KitchenQual
0    100.78
1      0.00
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_KitchenQual
0    439.51
1      0.00
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_KitchenQual
0    52.66
1     0.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_KitchenQual
0    554.2
1    689.0
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_KitchenQual
0    1046.36
1     689.00
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_KitchenQual
0    1156.83
1     725.00
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_KitchenQual
0    325.85
1    499.00
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_KitchenQual
0    3.55
1    0.00
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_KitchenQual
0    1486.23
1    1224.00
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_KitchenQual
0    0.43
1    0.00
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_KitchenQual
0    0.07
1    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_KitchenQual
0    1.57
1    1.00
Name: FullBath, dtype: float64
----------------------------------------
if_null_KitchenQual
0    0.38
1    1.00
Name: HalfBath, dtype: float64
----------------------------------------
if_null_KitchenQual
0    2.85
1    3.00
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_KitchenQual
0    1.04
1    1.00
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_KitchenQual
0    6.39
1    6.00
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_KitchenQual
0    0.58
1    0.00
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_KitchenQual
0    1977.77
1    1917.00
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_KitchenQual
0    1.77
1    1.00
Name: GarageCars, dtype: float64
----------------------------------------
if_null_KitchenQual
0    472.97
1    180.00
Name: GarageArea, dtype: float64
----------------------------------------
if_null_KitchenQual
0    93.24
1     0.00
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_KitchenQual
0    48.35
1     0.00
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_KitchenQual
0     24.09
1    248.00
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_KitchenQual
0    1.8
1    0.0
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_KitchenQual
0    17.08
1     0.00
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_KitchenQual
0    1.75
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_KitchenQual
0    58.21
1     0.00
Name: MiscVal, dtype: float64
----------------------------------------
if_null_KitchenQual
0    6.11
1    1.00
Name: MoSold, dtype: float64
----------------------------------------
if_null_KitchenQual
0    2007.77
1    2010.00
Name: YrSold, dtype: float64
----------------------------------------
if_null_Functional
0    68.58
1    70.00
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Functional
0     9815.55
1    12452.00
Name: LotArea, dtype: float64
----------------------------------------
if_null_Functional
0    6.08
1    2.50
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Functional
0    5.56
1    3.00
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Functional
0    1971.41
1    1931.00
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Functional
0    1983.71
1    1951.00
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Functional
0    100.85
1      0.00
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Functional
0    439.81
1      0.00
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Functional
0    52.69
1     0.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Functional
0    554.53
1    385.50
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Functional
0    1047.03
1     385.50
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Functional
0    1157.02
1     799.50
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Functional
0    326.07
1    252.00
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Functional
0     3.47
1    57.00
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Functional
0    1486.56
1    1108.50
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Functional
0    0.44
1    0.00
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Functional
0    0.07
1    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Functional
0    1.57
1    1.50
Name: FullBath, dtype: float64
----------------------------------------
if_null_Functional
0    0.38
1    0.00
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Functional
0    2.85
1    2.50
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Functional
0    1.04
1    1.00
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Functional
0    6.39
1    5.00
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Functional
0    0.58
1    0.00
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Functional
0    1977.79
1    1931.00
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Functional
0    1.77
1    1.50
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Functional
0    472.9
1    375.5
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Functional
0    93.29
1     7.00
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Functional
0     48.24
1    105.50
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Functional
0    24.28
1     0.00
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Functional
0    1.8
1    0.0
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Functional
0    17.03
1    42.00
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Functional
0    1.75
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Functional
0    58.25
1     0.00
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Functional
0    6.11
1    5.50
Name: MoSold, dtype: float64
----------------------------------------
if_null_Functional
0    2007.77
1    2007.50
Name: YrSold, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    73.91
1    63.71
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    10871.70
1     8768.06
Name: LotArea, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    6.70
1    5.46
Name: OverallQual, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    5.48
1    5.63
Name: OverallCond, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    1979.26
1    1963.47
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    1988.37
1    1978.96
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    152.87
1     48.98
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    569.78
1    308.62
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    58.59
1    46.65
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    553.78
1    554.81
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    1182.16
1     910.08
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    1300.03
1    1013.24
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    395.68
1    256.35
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    4.59
1    2.50
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    1700.29
1    1272.09
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    0.52
1    0.35
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    0.07
1    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    1.72
1    1.42
Name: FullBath, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    0.48
1    0.27
Name: HalfBath, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    2.90
1    2.81
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    1.01
1    1.07
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    6.83
1    5.94
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    1.16
1    0.00
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    1982.86
1    1972.07
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    2.06
1    1.47
Name: GarageCars, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    545.39
1    400.15
Name: GarageArea, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    126.26
1     60.13
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    60.26
1    36.38
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    23.84
1    24.65
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    2.49
1    1.10
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    23.67
1    10.47
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    2.72
1    0.77
Name: PoolArea, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    52.72
1    63.61
Name: MiscVal, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    6.12
1    6.09
Name: MoSold, dtype: float64
----------------------------------------
if_null_FireplaceQu
0    2007.78
1    2007.76
Name: YrSold, dtype: float64
----------------------------------------
if_null_GarageType
0    69.12
1    59.88
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_GarageType
0    9920.47
1    7975.55
Name: LotArea, dtype: float64
----------------------------------------
if_null_GarageType
0    6.16
1    4.63
Name: OverallQual, dtype: float64
----------------------------------------
if_null_GarageType
0    5.57
1    5.25
Name: OverallCond, dtype: float64
----------------------------------------
if_null_GarageType
0    1972.74
1    1946.29
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_GarageType
0    1984.23
1    1973.33
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_GarageType
0    105.25
1     17.79
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_GarageType
0    452.34
1    200.29
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_GarageType
0    55.25
1     4.74
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_GarageType
0    552.04
1    595.32
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_GarageType
0    1059.63
1     800.34
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_GarageType
0    1167.22
1     962.01
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_GarageType
0    328.07
1    287.80
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_GarageType
0    3.33
1    7.34
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_GarageType
0    1498.62
1    1257.16
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_GarageType
0    0.44
1    0.29
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_GarageType
0    0.06
1    0.08
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_GarageType
0    1.58
1    1.38
Name: FullBath, dtype: float64
----------------------------------------
if_null_GarageType
0    0.38
1    0.25
Name: HalfBath, dtype: float64
----------------------------------------
if_null_GarageType
0    2.84
1    3.05
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_GarageType
0    1.03
1    1.24
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_GarageType
0    6.39
1    6.30
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_GarageType
0    0.61
1    0.09
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_GarageType
0    1977.72
1        NaN
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_GarageType
0    1.86
1    0.00
Name: GarageCars, dtype: float64
----------------------------------------
if_null_GarageType
0    498.77
1      0.00
Name: GarageArea, dtype: float64
----------------------------------------
if_null_GarageType
0    96.77
1    27.74
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_GarageType
0    48.86
1    38.30
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_GarageType
0    23.44
1    38.80
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_GarageType
0    1.77
1    2.32
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_GarageType
0    17.77
1     4.32
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_GarageType
0    1.84
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_GarageType
0    57.96
1    62.00
Name: MiscVal, dtype: float64
----------------------------------------
if_null_GarageType
0    6.12
1    5.88
Name: MoSold, dtype: float64
----------------------------------------
if_null_GarageType
0    2007.77
1    2007.83
Name: YrSold, dtype: float64
----------------------------------------
if_null_GarageFinish
0    69.15
1    59.70
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_GarageFinish
0    9922.42
1    7990.97
Name: LotArea, dtype: float64
----------------------------------------
if_null_GarageFinish
0    6.16
1    4.65
Name: OverallQual, dtype: float64
----------------------------------------
if_null_GarageFinish
0    5.57
1    5.29
Name: OverallCond, dtype: float64
----------------------------------------
if_null_GarageFinish
0    1972.82
1    1945.53
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_GarageFinish
0    1984.22
1    1973.78
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_GarageFinish
0    105.41
1     17.32
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_GarageFinish
0    452.46
1    204.69
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_GarageFinish
0    55.33
1     4.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_GarageFinish
0    551.86
1    597.45
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_GarageFinish
0    1059.65
1     806.76
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_GarageFinish
0    1167.33
1     965.35
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_GarageFinish
0    327.36
1    301.29
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_GarageFinish
0    3.34
1    7.15
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_GarageFinish
0    1498.03
1    1273.79
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_GarageFinish
0    0.44
1    0.28
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_GarageFinish
0    0.06
1    0.08
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_GarageFinish
0    1.58
1    1.40
Name: FullBath, dtype: float64
----------------------------------------
if_null_GarageFinish
0    0.39
1    0.24
Name: HalfBath, dtype: float64
----------------------------------------
if_null_GarageFinish
0    2.84
1    3.08
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_GarageFinish
0    1.03
1    1.23
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_GarageFinish
0    6.39
1    6.32
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_GarageFinish
0    0.61
1    0.09
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_GarageFinish
0    1977.72
1        NaN
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_GarageFinish
0    1.86
1    0.01
Name: GarageCars, dtype: float64
----------------------------------------
if_null_GarageFinish
0    498.87
1      4.68
Name: GarageArea, dtype: float64
----------------------------------------
if_null_GarageFinish
0    96.74
1    30.08
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_GarageFinish
0    48.93
1    37.32
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_GarageFinish
0    23.19
1    42.83
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_GarageFinish
0    1.77
1    2.26
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_GarageFinish
0    17.79
1     4.21
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_GarageFinish
0    1.84
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_GarageFinish
0    57.32
1    73.23
Name: MiscVal, dtype: float64
----------------------------------------
if_null_GarageFinish
0    6.12
1    5.88
Name: MoSold, dtype: float64
----------------------------------------
if_null_GarageFinish
0    2007.77
1    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_GarageQual
0    69.15
1    59.70
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_GarageQual
0    9922.42
1    7990.97
Name: LotArea, dtype: float64
----------------------------------------
if_null_GarageQual
0    6.16
1    4.65
Name: OverallQual, dtype: float64
----------------------------------------
if_null_GarageQual
0    5.57
1    5.29
Name: OverallCond, dtype: float64
----------------------------------------
if_null_GarageQual
0    1972.82
1    1945.53
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_GarageQual
0    1984.22
1    1973.78
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_GarageQual
0    105.41
1     17.32
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_GarageQual
0    452.46
1    204.69
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_GarageQual
0    55.33
1     4.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_GarageQual
0    551.86
1    597.45
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_GarageQual
0    1059.65
1     806.76
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_GarageQual
0    1167.33
1     965.35
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_GarageQual
0    327.36
1    301.29
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_GarageQual
0    3.34
1    7.15
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_GarageQual
0    1498.03
1    1273.79
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_GarageQual
0    0.44
1    0.28
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_GarageQual
0    0.06
1    0.08
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_GarageQual
0    1.58
1    1.40
Name: FullBath, dtype: float64
----------------------------------------
if_null_GarageQual
0    0.39
1    0.24
Name: HalfBath, dtype: float64
----------------------------------------
if_null_GarageQual
0    2.84
1    3.08
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_GarageQual
0    1.03
1    1.23
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_GarageQual
0    6.39
1    6.32
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_GarageQual
0    0.61
1    0.09
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_GarageQual
0    1977.72
1        NaN
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_GarageQual
0    1.86
1    0.01
Name: GarageCars, dtype: float64
----------------------------------------
if_null_GarageQual
0    498.87
1      4.68
Name: GarageArea, dtype: float64
----------------------------------------
if_null_GarageQual
0    96.74
1    30.08
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_GarageQual
0    48.93
1    37.32
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_GarageQual
0    23.19
1    42.83
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_GarageQual
0    1.77
1    2.26
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_GarageQual
0    17.79
1     4.21
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_GarageQual
0    1.84
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_GarageQual
0    57.32
1    73.23
Name: MiscVal, dtype: float64
----------------------------------------
if_null_GarageQual
0    6.12
1    5.88
Name: MoSold, dtype: float64
----------------------------------------
if_null_GarageQual
0    2007.77
1    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_GarageCond
0    69.15
1    59.70
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_GarageCond
0    9922.42
1    7990.97
Name: LotArea, dtype: float64
----------------------------------------
if_null_GarageCond
0    6.16
1    4.65
Name: OverallQual, dtype: float64
----------------------------------------
if_null_GarageCond
0    5.57
1    5.29
Name: OverallCond, dtype: float64
----------------------------------------
if_null_GarageCond
0    1972.82
1    1945.53
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_GarageCond
0    1984.22
1    1973.78
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_GarageCond
0    105.41
1     17.32
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_GarageCond
0    452.46
1    204.69
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_GarageCond
0    55.33
1     4.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_GarageCond
0    551.86
1    597.45
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_GarageCond
0    1059.65
1     806.76
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_GarageCond
0    1167.33
1     965.35
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_GarageCond
0    327.36
1    301.29
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_GarageCond
0    3.34
1    7.15
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_GarageCond
0    1498.03
1    1273.79
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_GarageCond
0    0.44
1    0.28
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_GarageCond
0    0.06
1    0.08
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_GarageCond
0    1.58
1    1.40
Name: FullBath, dtype: float64
----------------------------------------
if_null_GarageCond
0    0.39
1    0.24
Name: HalfBath, dtype: float64
----------------------------------------
if_null_GarageCond
0    2.84
1    3.08
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_GarageCond
0    1.03
1    1.23
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_GarageCond
0    6.39
1    6.32
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_GarageCond
0    0.61
1    0.09
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_GarageCond
0    1977.72
1        NaN
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_GarageCond
0    1.86
1    0.01
Name: GarageCars, dtype: float64
----------------------------------------
if_null_GarageCond
0    498.87
1      4.68
Name: GarageArea, dtype: float64
----------------------------------------
if_null_GarageCond
0    96.74
1    30.08
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_GarageCond
0    48.93
1    37.32
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_GarageCond
0    23.19
1    42.83
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_GarageCond
0    1.77
1    2.26
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_GarageCond
0    17.79
1     4.21
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_GarageCond
0    1.84
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_GarageCond
0    57.32
1    73.23
Name: MiscVal, dtype: float64
----------------------------------------
if_null_GarageCond
0    6.12
1    5.88
Name: MoSold, dtype: float64
----------------------------------------
if_null_GarageCond
0    2007.77
1    2007.82
Name: YrSold, dtype: float64
----------------------------------------
if_null_PavedDrive
0    68.58
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_PavedDrive
0    9819.16
Name: LotArea, dtype: float64
----------------------------------------
if_null_PavedDrive
0    6.08
Name: OverallQual, dtype: float64
----------------------------------------
if_null_PavedDrive
0    5.55
Name: OverallCond, dtype: float64
----------------------------------------
if_null_PavedDrive
0    1971.36
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_PavedDrive
0    1983.66
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_PavedDrive
0    100.71
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_PavedDrive
0    439.2
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_PavedDrive
0    52.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_PavedDrive
0    554.29
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_PavedDrive
0    1046.12
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_PavedDrive
0    1156.53
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_PavedDrive
0    325.97
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_PavedDrive
0    3.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_PavedDrive
0    1486.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_PavedDrive
0    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_PavedDrive
0    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_PavedDrive
0    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_PavedDrive
0    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_PavedDrive
0    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_PavedDrive
0    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_PavedDrive
0    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_PavedDrive
0    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_PavedDrive
0    1977.72
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_PavedDrive
0    1.77
Name: GarageCars, dtype: float64
----------------------------------------
if_null_PavedDrive
0    472.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_PavedDrive
0    93.17
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_PavedDrive
0    48.31
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_PavedDrive
0    24.24
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_PavedDrive
0    1.79
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_PavedDrive
0    17.06
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_PavedDrive
0    1.74
Name: PoolArea, dtype: float64
----------------------------------------
if_null_PavedDrive
0    58.17
Name: MiscVal, dtype: float64
----------------------------------------
if_null_PavedDrive
0    6.1
Name: MoSold, dtype: float64
----------------------------------------
if_null_PavedDrive
0    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_PoolQC
0    92.00
1    68.52
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_PoolQC
0    15031.33
1     9808.42
Name: LotArea, dtype: float64
----------------------------------------
if_null_PoolQC
0    8.33
1    6.07
Name: OverallQual, dtype: float64
----------------------------------------
if_null_PoolQC
0    4.67
1    5.56
Name: OverallCond, dtype: float64
----------------------------------------
if_null_PoolQC
0    1987.67
1    1971.32
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_PoolQC
0    1987.67
1    1983.65
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_PoolQC
0    275.00
1    100.35
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_PoolQC
0    1093.33
1     437.85
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_PoolQC
0    165.67
1     52.39
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_PoolQC
0    261.67
1    554.90
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_PoolQC
0    1520.67
1    1045.14
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_PoolQC
0    2449.00
1    1153.87
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_PoolQC
0    165.0
1    326.3
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_PoolQC
0    0.00
1    3.55
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_PoolQC
0    2614.00
1    1483.72
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_PoolQC
0    1.00
1    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_PoolQC
0    0.67
1    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_PoolQC
0    1.67
1    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_PoolQC
0    0.67
1    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_PoolQC
0    2.00
1    2.86
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_PoolQC
0    1.00
1    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_PoolQC
0    7.33
1    6.38
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_PoolQC
0    2.33
1    0.58
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_PoolQC
0    1987.67
1    1977.70
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_PoolQC
0    2.33
1    1.76
Name: GarageCars, dtype: float64
----------------------------------------
if_null_PoolQC
0    676.67
1    472.35
Name: GarageArea, dtype: float64
----------------------------------------
if_null_PoolQC
0    337.00
1     92.67
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_PoolQC
0    76.33
1    48.26
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_PoolQC
0    56.33
1    24.18
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_PoolQC
0    0.0
1    1.8
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_PoolQC
0    72.00
1    16.95
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_PoolQC
0    390.67
1      0.94
Name: PoolArea, dtype: float64
----------------------------------------
if_null_PoolQC
0     0.00
1    58.29
Name: MiscVal, dtype: float64
----------------------------------------
if_null_PoolQC
0    3.67
1    6.11
Name: MoSold, dtype: float64
----------------------------------------
if_null_PoolQC
0    2007.00
1    2007.77
Name: YrSold, dtype: float64
----------------------------------------
if_null_Fence
0    67.67
1    68.80
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_Fence
0    9625.73
1    9867.15
Name: LotArea, dtype: float64
----------------------------------------
if_null_Fence
0    5.47
1    6.23
Name: OverallQual, dtype: float64
----------------------------------------
if_null_Fence
0    6.00
1    5.44
Name: OverallCond, dtype: float64
----------------------------------------
if_null_Fence
0    1957.02
1    1974.91
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_Fence
0    1973.51
1    1986.18
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_Fence
0     60.20
1    110.89
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_Fence
0    446.28
1    437.45
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_Fence
0    76.58
1    46.70
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_Fence
0    416.94
1    588.25
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_Fence
0     939.81
1    1072.40
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_Fence
0    1056.11
1    1181.45
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_Fence
0    249.54
1    344.93
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_Fence
0    3.01
1    3.67
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_Fence
0    1308.67
1    1530.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_Fence
0    0.42
1    0.44
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_Fence
0    0.11
1    0.05
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_Fence
0    1.29
1    1.64
Name: FullBath, dtype: float64
----------------------------------------
if_null_Fence
0    0.28
1    0.40
Name: HalfBath, dtype: float64
----------------------------------------
if_null_Fence
0    2.80
1    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_Fence
0    1.01
1    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_Fence
0    5.92
1    6.50
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_Fence
0    0.56
1    0.59
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_Fence
0    1965.31
1    1980.83
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_Fence
0    1.48
1    1.84
Name: GarageCars, dtype: float64
----------------------------------------
if_null_Fence
0    408.03
1    488.77
Name: GarageArea, dtype: float64
----------------------------------------
if_null_Fence
0    98.3
1    91.9
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_Fence
0    35.55
1    51.48
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_Fence
0    34.55
1    21.69
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_Fence
0    3.13
1    1.46
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_Fence
0    26.31
1    14.77
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_Fence
0    5.96
1    0.70
Name: PoolArea, dtype: float64
----------------------------------------
if_null_Fence
0    64.97
1    56.48
Name: MiscVal, dtype: float64
----------------------------------------
if_null_Fence
0    5.96
1    6.14
Name: MoSold, dtype: float64
----------------------------------------
if_null_Fence
0    2007.83
1    2007.76
Name: YrSold, dtype: float64
----------------------------------------
if_null_MiscFeature
0    72.40
1    68.45
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_MiscFeature
0    11515.92
1     9757.70
Name: LotArea, dtype: float64
----------------------------------------
if_null_MiscFeature
0    5.51
1    6.10
Name: OverallQual, dtype: float64
----------------------------------------
if_null_MiscFeature
0    5.80
1    5.54
Name: OverallCond, dtype: float64
----------------------------------------
if_null_MiscFeature
0    1962.02
1    1971.70
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_MiscFeature
0    1981.08
1    1983.76
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_MiscFeature
0     60.0
1    102.2
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_MiscFeature
0    461.00
1    438.41
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_MiscFeature
0    90.75
1    51.24
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_MiscFeature
0    381.45
1    560.56
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_MiscFeature
0     933.20
1    1050.21
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_MiscFeature
0    1132.06
1    1157.42
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_MiscFeature
0    298.63
1    326.96
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_MiscFeature
0    0.00
1    3.67
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_MiscFeature
0    1430.69
1    1488.05
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_MiscFeature
0    0.45
1    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_MiscFeature
0    0.16
1    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_MiscFeature
0    1.53
1    1.57
Name: FullBath, dtype: float64
----------------------------------------
if_null_MiscFeature
0    0.29
1    0.38
Name: HalfBath, dtype: float64
----------------------------------------
if_null_MiscFeature
0    3.06
1    2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_MiscFeature
0    1.06
1    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_MiscFeature
0    6.39
1    6.38
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_MiscFeature
0    0.45
1    0.59
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_MiscFeature
0    1970.35
1    1977.98
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_MiscFeature
0    1.47
1    1.78
Name: GarageCars, dtype: float64
----------------------------------------
if_null_MiscFeature
0    404.63
1    475.24
Name: GarageArea, dtype: float64
----------------------------------------
if_null_MiscFeature
0    131.35
1     91.79
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_MiscFeature
0    63.14
1    47.78
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_MiscFeature
0    32.33
1    23.95
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_MiscFeature
0    6.33
1    1.63
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_MiscFeature
0     9.69
1    17.33
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_MiscFeature
0    0.00
1    1.81
Name: PoolArea, dtype: float64
----------------------------------------
if_null_MiscFeature
0    1330.73
1      12.07
Name: MiscVal, dtype: float64
----------------------------------------
if_null_MiscFeature
0    5.96
1    6.11
Name: MoSold, dtype: float64
----------------------------------------
if_null_MiscFeature
0    2007.96
1    2007.76
Name: YrSold, dtype: float64
----------------------------------------
if_null_SaleType
0    68.57
1    85.00
Name: LotFrontage, dtype: float64
----------------------------------------
if_null_SaleType
0     9816.45
1    13770.00
Name: LotArea, dtype: float64
----------------------------------------
if_null_SaleType
0    6.08
1    5.00
Name: OverallQual, dtype: float64
----------------------------------------
if_null_SaleType
0    5.55
1    6.00
Name: OverallCond, dtype: float64
----------------------------------------
if_null_SaleType
0    1971.37
1    1958.00
Name: YearBuilt, dtype: float64
----------------------------------------
if_null_SaleType
0    1983.65
1    1998.00
Name: YearRemodAdd, dtype: float64
----------------------------------------
if_null_SaleType
0    100.54
1    340.00
Name: MasVnrArea, dtype: float64
----------------------------------------
if_null_SaleType
0    439.37
1    190.00
Name: BsmtFinSF1, dtype: float64
----------------------------------------
if_null_SaleType
0     52.06
1    873.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
if_null_SaleType
0    554.61
1     95.00
Name: BsmtUnfSF, dtype: float64
----------------------------------------
if_null_SaleType
0    1046.04
1    1158.00
Name: TotalBsmtSF, dtype: float64
----------------------------------------
if_null_SaleType
0    1156.52
1    1176.00
Name: 1stFlrSF, dtype: float64
----------------------------------------
if_null_SaleType
0    326.19
1      0.00
Name: 2ndFlrSF, dtype: float64
----------------------------------------
if_null_SaleType
0    3.55
1    0.00
Name: LowQualFinSF, dtype: float64
----------------------------------------
if_null_SaleType
0    1486.26
1    1176.00
Name: GrLivArea, dtype: float64
----------------------------------------
if_null_SaleType
0    0.43
1    1.00
Name: BsmtFullBath, dtype: float64
----------------------------------------
if_null_SaleType
0    0.07
1    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
if_null_SaleType
0    1.57
1    1.00
Name: FullBath, dtype: float64
----------------------------------------
if_null_SaleType
0    0.38
1    0.00
Name: HalfBath, dtype: float64
----------------------------------------
if_null_SaleType
0    2.85
1    3.00
Name: BedroomAbvGr, dtype: float64
----------------------------------------
if_null_SaleType
0    1.04
1    1.00
Name: KitchenAbvGr, dtype: float64
----------------------------------------
if_null_SaleType
0    6.39
1    6.00
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
if_null_SaleType
0    0.58
1    2.00
Name: Fireplaces, dtype: float64
----------------------------------------
if_null_SaleType
0    1977.74
1    1958.00
Name: GarageYrBlt, dtype: float64
----------------------------------------
if_null_SaleType
0    1.77
1    1.00
Name: GarageCars, dtype: float64
----------------------------------------
if_null_SaleType
0    472.89
1    303.00
Name: GarageArea, dtype: float64
----------------------------------------
if_null_SaleType
0    93.24
1     0.00
Name: WoodDeckSF, dtype: float64
----------------------------------------
if_null_SaleType
0    48.35
1     0.00
Name: OpenPorchSF, dtype: float64
----------------------------------------
if_null_SaleType
0    24.26
1     0.00
Name: EnclosedPorch, dtype: float64
----------------------------------------
if_null_SaleType
0    1.8
1    0.0
Name: 3SsnPorch, dtype: float64
----------------------------------------
if_null_SaleType
0    17.08
1     0.00
Name: ScreenPorch, dtype: float64
----------------------------------------
if_null_SaleType
0    1.75
1    0.00
Name: PoolArea, dtype: float64
----------------------------------------
if_null_SaleType
0    58.21
1     0.00
Name: MiscVal, dtype: float64
----------------------------------------
if_null_SaleType
0     6.1
1    10.0
Name: MoSold, dtype: float64
----------------------------------------
if_null_SaleType
0    2007.77
1    2007.00
Name: YrSold, dtype: float64
----------------------------------------

# REPORT : 
#   Second ones affect the missing of first ones.
# 	MSZoning --> LotFrontage
# 	MSZoning --> LotArea
# 	MSZoning --> OverallQual
# 	MSZoning --> MasVnrArea
# 	MSZoning --> BsmtFinSF1
# 	MSZoning --> BsmtFinSF2
# 	MSZoning --> BsmtUnfSF
# 	MSZoning --> TotalBsmtSF
# 	MSZoning --> 2ndFlrSF
# 	MSZoning --> GrLivArea
# 	MSZoning --> GarageArea
# 	MSZoning --> WoodDeckSF
# 	MSZoning --> OpenPorchSF
# 	MSZoning --> MiscVal
# 	-- 
# 	Alley --> LotArea
# 	Alley --> MasVnrArea
# 	Alley --> BsmtFinSF1
# 	Alley --> TotalBsmtSF
# 	Alley --> 1stFlrSF
# 	Alley --> 2ndFlrSF
# 	Alley --> GarageArea
# 	Alley --> WoodDeckSF
# 	Alley --> OpenPorchSF
# 	Alley --> EnclosedPorch
# 	--
# 	Utilities --> LotFrontage
# 	Utilities --> LotArea
# 	Utilities --> MasVnrArea
# 	Utilities --> BsmtFinSF1
# 	Utilities --> BsmtFinSF2
# 	Utilities --> BsmtUnfSF
# 	Utilities --> TotalBsmtSF
# 	Utilities --> 2ndFlrSF
# 	Utilities --> GrLivArea
# 	Utilities --> GarageArea
# 	Utilities --> WoodDeckSF
# 	Utilities --> OpenPorchSF
# 	Utilities --> EnclosedPorch
# 	Utilities --> ScreenPorch
# 	Utilities --> MiscVal
# 	--
# 	Exterior1st --> LotArea
# 	Exterior1st --> MasVnrArea
# 	Exterior1st --> BsmtFinSF1
# 	Exterior1st --> BsmtFinSF2
# 	Exterior1st --> TotalBsmtSF
# 	Exterior1st --> 1stFlrSF
# 	Exterior1st --> 2ndFlrSF
# 	Exterior1st --> GarageArea
# 	Exterior1st --> WoodDeckSF
# 	Exterior1st --> MiscVal
# 	--
# 	Exterior2nd --> LotArea
# 	Exterior2nd --> MasVnrArea
# 	Exterior2nd --> BsmtFinSF1
# 	Exterior2nd --> BsmtFinSF2
# 	Exterior2nd --> TotalBsmtSF
# 	Exterior2nd --> 1stFlrSF
# 	Exterior2nd --> 2ndFlrSF
# 	Exterior2nd --> GarageArea
# 	Exterior2nd --> WoodDeckSF
# 	Exterior2nd --> MiscVal
# 	--
# 	MasVnrType --> LotArea
# 	MasVnrType --> MasVnrArea
# 	MasVnrType --> BsmtFinSF1
# 	MasVnrType --> TotalBsmtSF
# 	MasVnrType --> 1stFlrSF
# 	MasVnrType --> GrLivArea
# 	MasVnrType --> GarageArea
# 	MasVnrType --> WoodDeckSF
# 	MasVnrType --> MiscVal
# 	--
# 	BsmtQual --> LotArea
# 	BsmtQual --> BsmtFinSF1
# 	BsmtQual --> BsmtFinSF2
# 	BsmtQual --> BsmtUnfSF
# 	BsmtQual --> TotalBsmtSF
# 	BsmtQual --> 2ndFlrSF
# 	BsmtQual --> GrLivArea
# 	BsmtQual --> GarageArea
# 	BsmtQual --> WoodDeckSF
# 	--
# 	BsmtCond --> LotArea
# 	BsmtCond --> MasVnrArea
# 	BsmtCond --> BsmtFinSF1
# 	BsmtCond --> BsmtFinSF2
# 	BsmtCond --> BsmtUnfSF
# 	BsmtCond --> TotalBsmtSF
# 	BsmtCond --> 2ndFlrSF
# 	--
# 	BsmtExposure --> LotArea
# 	BsmtExposure --> MasVnrArea
# 	BsmtExposure --> BsmtFinSF1
# 	BsmtExposure --> BsmtFinSF2
# 	BsmtExposure --> BsmtUnfSF
# 	BsmtExposure --> TotalBsmtSF
# 	BsmtExposure --> 2ndFlrSF
# 	BsmtExposure --> GrLivArea
# 	BsmtExposure --> GarageYrBlt
# 	BsmtExposure --> GarageArea
# 	BsmtExposure --> WoodDeckSF
# 	BsmtExposure --> PoolArea
# 	BsmtExposure --> MiscVal
# 	--
# 	BsmtFinType1 --> LotArea
# 	BsmtFinType1 --> MasVnrArea
# 	BsmtFinType1 --> BsmtFinSF1
# 	BsmtFinType1 --> BsmtFinSF2
# 	BsmtFinType1 --> BsmtUnfSF
# 	BsmtFinType1 --> TotalBsmtSF
# 	BsmtFinType1 --> 2ndFlrSF
# 	BsmtFinType1 --> GrLivArea
# 	BsmtFinType1 --> GarageArea
# 	BsmtFinType1 --> WoodDeckSF
# 	--
# 	BsmtFinType1 --> LotArea
# 	BsmtFinType1 --> MasVnrArea
# 	BsmtFinType1 --> BsmtFinSF1
# 	BsmtFinType1 --> BsmtFinSF2
# 	BsmtFinType1 --> BsmtUnfSF
# 	BsmtFinType1 --> TotalBsmtSF
# 	BsmtFinType1 --> 2ndFlrSF
# 	BsmtFinType1 --> GrLivArea
# 	BsmtFinType1 --> GarageArea
# 	BsmtFinType1 --> WoodDeckSF
# 	--
# 	KitchenQual --> LotFrontage
# 	KitchenQual --> LotArea
# 	KitchenQual --> MasVnrArea
# 	KitchenQual --> BsmtFinSF1
# 	KitchenQual --> BsmtFinSF2
# 	KitchenQual --> BsmtUnfSF
# 	KitchenQual --> TotalBsmtSF
# 	KitchenQual --> 1stFlrSF
# 	KitchenQual --> 2ndFlrSF
# 	KitchenQual --> GrLivArea
# 	KitchenQual --> GarageArea
# 	KitchenQual --> WoodDeckSF
# 	KitchenQual --> OpenPorchSF
# 	KitchenQual --> EnclosedPorch
# 	KitchenQual --> ScreenPorch
# 	KitchenQual --> MiscVal
# 	KitchenQual --> MoSold
# 	--
# 	Functional --> LotFrontage
# 	Functional --> LotArea
# 	Functional --> MasVnrArea
# 	Functional --> BsmtFinSF1
# 	Functional --> BsmtFinSF2
# 	Functional --> BsmtUnfSF
# 	Functional --> TotalBsmtSF
# 	Functional --> 1stFlrSF
# 	Functional --> 2ndFlrSF
# 	Functional --> LowQualFinSF
# 	Functional --> GrLivArea
# 	Functional --> GarageArea
# 	Functional --> WoodDeckSF
# 	Functional --> OpenPorchSF
# 	Functional --> EnclosedPorch
# 	Functional --> ScreenPorch
# 	Functional --> MiscVal
# 	--
# 	FireplaceQu --> LotFrontage
# 	FireplaceQu --> LotArea
# 	FireplaceQu --> MasVnrArea
# 	FireplaceQu --> BsmtFinSF1
# 	FireplaceQu --> TotalBsmtSF
# 	FireplaceQu --> 1stFlrSF
# 	FireplaceQu --> 2ndFlrSF
# 	FireplaceQu --> GrLivArea
# 	FireplaceQu --> GarageArea
# 	FireplaceQu --> WoodDeckSF
# 	FireplaceQu --> OpenPorchSF
# 	FireplaceQu --> ScreenPorch
# 	FireplaceQu --> MiscVal
# 	--
# 	GarageType --> LotFrontage
# 	GarageType --> LotArea
# 	GarageType --> MasVnrArea
# 	GarageType --> BsmtFinSF1
# 	GarageType --> BsmtFinSF2
# 	GarageType --> TotalBsmtSF
# 	GarageType --> 1stFlrSF
# 	GarageType --> 2ndFlrSF
# 	GarageType --> GrLivArea
# 	GarageType --> GarageArea
# 	GarageType --> WoodDeckSF
# 	GarageType --> OpenPorchSF
# 	GarageType --> EnclosedPorch
# 	GarageType --> ScreenPorch
# 	GarageType --> MiscVal
# 	--
# 	GarageFinish --> LotFrontage
# 	GarageFinish --> LotArea
# 	GarageFinish --> MasVnrArea
# 	GarageFinish --> BsmtFinSF1
# 	GarageFinish --> BsmtFinSF2
# 	GarageFinish --> TotalBsmtSF
# 	GarageFinish --> 1stFlrSF
# 	GarageFinish --> GrLivArea
# 	GarageFinish --> GarageArea
# 	GarageFinish --> WoodDeckSF
# 	GarageFinish --> OpenPorchSF
# 	GarageFinish --> EnclosedPorch
# 	GarageFinish --> ScreenPorch
# 	GarageFinish --> MiscVal
# 	--
# 	GarageQual --> LotFrontage
# 	GarageQual --> LotArea
# 	GarageQual --> MasVnrArea
# 	GarageQual --> BsmtFinSF1
# 	GarageQual --> BsmtFinSF2
# 	GarageQual --> TotalBsmtSF
# 	GarageQual --> 1stFlrSF
# 	GarageQual --> 2ndFlrSF
# 	GarageQual --> GrLivArea
# 	GarageQual --> GarageArea
# 	GarageQual --> WoodDeckSF
# 	GarageQual --> OpenPorchSF
# 	GarageQual --> EnclosedPorch
# 	GarageQual --> ScreenPorch
# 	GarageQual --> MiscVal
# 	--
# 	GarageCond --> LotFrontage
# 	GarageCond --> LotArea
# 	GarageCond --> MasVnrArea
# 	GarageCond --> BsmtFinSF1
# 	GarageCond --> BsmtFinSF2
# 	GarageCond --> TotalBsmtSF
# 	GarageCond --> 1stFlrSF
# 	GarageCond --> 2ndFlrSF
# 	GarageCond --> GrLivArea
# 	GarageCond --> GarageArea
# 	GarageCond --> WoodDeckSF
# 	GarageCond --> OpenPorchSF
# 	GarageCond --> EnclosedPorch
# 	GarageCond --> ScreenPorch
# 	GarageCond --> MiscVal
# 	--
# 	PoolQC --> LotFrontage
# 	PoolQC --> LotArea
# 	PoolQC --> MasVnrArea
# 	PoolQC --> BsmtFinSF1
# 	PoolQC --> BsmtFinSF2
# 	PoolQC --> BsmtUnfSF
# 	PoolQC --> TotalBsmtSF
# 	PoolQC --> 1stFlrSF
# 	PoolQC --> 2ndFlrSF
# 	PoolQC --> GrLivArea
# 	PoolQC --> GarageArea
# 	PoolQC --> WoodDeckSF
# 	PoolQC --> OpenPorchSF
# 	PoolQC --> EnclosedPorch
# 	PoolQC --> ScreenPorch
# 	PoolQC --> PoolArea
# 	PoolQC --> MiscVal
# 	--
# 	Fence --> LotArea
# 	Fence --> MasVnrArea
# 	Fence --> BsmtFinSF2
# 	Fence --> BsmtUnfSF
# 	Fence --> TotalBsmtSF
# 	Fence --> 1stFlrSF
# 	Fence --> 2ndFlrSF
# 	Fence --> GrLivArea
# 	Fence --> OpenPorchSF
# 	Fence --> EnclosedPorch
# 	Fence --> ScreenPorch
# 	--
# 	MiscFeature --> LotArea
# 	MiscFeature --> MasVnrArea
# 	MiscFeature --> BsmtFinSF2
# 	MiscFeature --> BsmtUnfSF
# 	MiscFeature --> TotalBsmtSF
# 	MiscFeature --> WoodDeckSF
# 	MiscFeature --> OpenPorchSF
# 	MiscFeature --> MiscVal
# 	--
# 	SaleType --> LotFrontage
# 	SaleType --> LotArea
# 	SaleType --> MasVnrArea
# 	SaleType --> BsmtFinSF1
# 	SaleType --> BsmtFinSF2
# 	SaleType --> BsmtUnfSF
# 	SaleType --> TotalBsmtSF
# 	SaleType --> 2ndFlrSF
# 	SaleType --> GarageArea
# 	SaleType --> WoodDeckSF
# 	SaleType --> OpenPorchSF
# 	SaleType --> EnclosedPorch
# 	SaleType --> MiscVal

# categorical to categorical
for if_null_categorical_feature_name in if_null_categorical_features_names:
    for cat_feat in categorical_features:
        print(np.round(pd.crosstab(test_df_copy2[cat_feat], test_df_copy2[
                                   if_null_categorical_feature_name
        ], normalize = 'index'), 2))
        print('--' * 20)

if_null_MSSubClass    0
MSSubClass             
20                  1.0
30                  1.0
40                  1.0
45                  1.0
50                  1.0
60                  1.0
70                  1.0
75                  1.0
80                  1.0
85                  1.0
90                  1.0
120                 1.0
150                 1.0
160                 1.0
180                 1.0
190                 1.0
----------------------------------------
if_null_MSSubClass    0
MSZoning               
C (all)             1.0
FV                  1.0
RH                  1.0
RL                  1.0
RM                  1.0
----------------------------------------
if_null_MSSubClass    0
Street                 
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_MSSubClass    0
Alley                  
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_MSSubClass    0
LotShape               
IR1                 1.0
IR2                 1.0
IR3                 1.0
Reg                 1.0
----------------------------------------
if_null_MSSubClass    0
LandContour            
Bnk                 1.0
HLS                 1.0
Low                 1.0
Lvl                 1.0
----------------------------------------
if_null_MSSubClass    0
Utilities              
AllPub              1.0
----------------------------------------
if_null_MSSubClass    0
LotConfig              
Corner              1.0
CulDSac             1.0
FR2                 1.0
FR3                 1.0
Inside              1.0
----------------------------------------
if_null_MSSubClass    0
LandSlope              
Gtl                 1.0
Mod                 1.0
Sev                 1.0
----------------------------------------
if_null_MSSubClass    0
Neighborhood           
Blmngtn             1.0
Blueste             1.0
BrDale              1.0
BrkSide             1.0
ClearCr             1.0
CollgCr             1.0
Crawfor             1.0
Edwards             1.0
Gilbert             1.0
IDOTRR              1.0
MeadowV             1.0
Mitchel             1.0
NAmes               1.0
NPkVill             1.0
NWAmes              1.0
NoRidge             1.0
NridgHt             1.0
OldTown             1.0
SWISU               1.0
Sawyer              1.0
SawyerW             1.0
Somerst             1.0
StoneBr             1.0
Timber              1.0
Veenker             1.0
----------------------------------------
if_null_MSSubClass    0
Condition1             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNe                1.0
RRNn                1.0
----------------------------------------
if_null_MSSubClass    0
Condition2             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
----------------------------------------
if_null_MSSubClass    0
BldgType               
1Fam                1.0
2fmCon              1.0
Duplex              1.0
Twnhs               1.0
TwnhsE              1.0
----------------------------------------
if_null_MSSubClass    0
HouseStyle             
1.5Fin              1.0
1.5Unf              1.0
1Story              1.0
2.5Unf              1.0
2Story              1.0
SFoyer              1.0
SLvl                1.0
----------------------------------------
if_null_MSSubClass    0
RoofStyle              
Flat                1.0
Gable               1.0
Gambrel             1.0
Hip                 1.0
Mansard             1.0
Shed                1.0
----------------------------------------
if_null_MSSubClass    0
RoofMatl               
CompShg             1.0
Tar&Grv             1.0
WdShake             1.0
WdShngl             1.0
----------------------------------------
if_null_MSSubClass    0
Exterior1st            
AsbShng             1.0
AsphShn             1.0
BrkComm             1.0
BrkFace             1.0
CBlock              1.0
CemntBd             1.0
HdBoard             1.0
MetalSd             1.0
Plywood             1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
WdShing             1.0
----------------------------------------
if_null_MSSubClass    0
Exterior2nd            
AsbShng             1.0
AsphShn             1.0
Brk Cmn             1.0
BrkFace             1.0
CBlock              1.0
CmentBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
Wd Shng             1.0
----------------------------------------
if_null_MSSubClass    0
MasVnrType             
BrkCmn              1.0
BrkFace             1.0
Stone               1.0
----------------------------------------
if_null_MSSubClass    0
ExterQual              
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_MSSubClass    0
ExterCond              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_MSSubClass    0
Foundation             
BrkTil              1.0
CBlock              1.0
PConc               1.0
Slab                1.0
Stone               1.0
Wood                1.0
----------------------------------------
if_null_MSSubClass    0
BsmtQual               
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_MSSubClass    0
BsmtCond               
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_MSSubClass    0
BsmtExposure           
Av                  1.0
Gd                  1.0
Mn                  1.0
No                  1.0
----------------------------------------
if_null_MSSubClass    0
BsmtFinType1           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_MSSubClass    0
BsmtFinType2           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_MSSubClass    0
Heating                
GasA                1.0
GasW                1.0
Grav                1.0
Wall                1.0
----------------------------------------
if_null_MSSubClass    0
HeatingQC              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_MSSubClass    0
CentralAir             
N                   1.0
Y                   1.0
----------------------------------------
if_null_MSSubClass    0
Electrical             
FuseA               1.0
FuseF               1.0
FuseP               1.0
SBrkr               1.0
----------------------------------------
if_null_MSSubClass    0
KitchenQual            
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_MSSubClass    0
Functional             
Maj1                1.0
Maj2                1.0
Min1                1.0
Min2                1.0
Mod                 1.0
Sev                 1.0
Typ                 1.0
----------------------------------------
if_null_MSSubClass    0
FireplaceQu            
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_MSSubClass    0
GarageType             
2Types              1.0
Attchd              1.0
Basment             1.0
BuiltIn             1.0
CarPort             1.0
Detchd              1.0
----------------------------------------
if_null_MSSubClass    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_MSSubClass    0
GarageQual             
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_MSSubClass    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_MSSubClass    0
PavedDrive             
N                   1.0
P                   1.0
Y                   1.0
----------------------------------------
if_null_MSSubClass    0
PoolQC                 
Ex                  1.0
Gd                  1.0
----------------------------------------
if_null_MSSubClass    0
Fence                  
GdPrv               1.0
GdWo                1.0
MnPrv               1.0
MnWw                1.0
----------------------------------------
if_null_MSSubClass    0
MiscFeature            
Gar2                1.0
Othr                1.0
Shed                1.0
----------------------------------------
if_null_MSSubClass    0
SaleType               
COD                 1.0
CWD                 1.0
Con                 1.0
ConLD               1.0
ConLI               1.0
ConLw               1.0
New                 1.0
Oth                 1.0
WD                  1.0
----------------------------------------
if_null_MSZoning     0     1
MSSubClass                  
20                1.00  0.00
30                0.99  0.01
40                1.00  0.00
45                1.00  0.00
50                1.00  0.00
60                1.00  0.00
70                0.99  0.01
75                1.00  0.00
80                1.00  0.00
85                1.00  0.00
90                1.00  0.00
120               1.00  0.00
150               1.00  0.00
160               1.00  0.00
180               1.00  0.00
190               1.00  0.00
----------------------------------------
if_null_MSZoning    0
MSZoning             
C (all)           1.0
FV                1.0
RH                1.0
RL                1.0
RM                1.0
----------------------------------------
if_null_MSZoning     0     1
Street                      
Grvl              0.83  0.17
Pave              1.00  0.00
----------------------------------------
if_null_MSZoning    0
Alley                
Grvl              1.0
Pave              1.0
----------------------------------------
if_null_MSZoning    0    1
LotShape                  
IR1               1.0  0.0
IR2               1.0  0.0
IR3               1.0  0.0
Reg               1.0  0.0
----------------------------------------
if_null_MSZoning     0     1
LandContour                 
Bnk               1.00  0.00
HLS               1.00  0.00
Low               0.92  0.08
Lvl               1.00  0.00
----------------------------------------
if_null_MSZoning    0    1
Utilities                 
AllPub            1.0  0.0
----------------------------------------
if_null_MSZoning    0    1
LotConfig                 
Corner            1.0  0.0
CulDSac           1.0  0.0
FR2               1.0  0.0
FR3               1.0  0.0
Inside            1.0  0.0
----------------------------------------
if_null_MSZoning     0     1
LandSlope                   
Gtl               1.00  0.00
Mod               0.98  0.02
Sev               1.00  0.00
----------------------------------------
if_null_MSZoning     0     1
Neighborhood                
Blmngtn           1.00  0.00
Blueste           1.00  0.00
BrDale            1.00  0.00
BrkSide           1.00  0.00
ClearCr           1.00  0.00
CollgCr           1.00  0.00
Crawfor           1.00  0.00
Edwards           1.00  0.00
Gilbert           1.00  0.00
IDOTRR            0.95  0.05
MeadowV           1.00  0.00
Mitchel           0.98  0.02
NAmes             1.00  0.00
NPkVill           1.00  0.00
NWAmes            1.00  0.00
NoRidge           1.00  0.00
NridgHt           1.00  0.00
OldTown           1.00  0.00
SWISU             1.00  0.00
Sawyer            1.00  0.00
SawyerW           1.00  0.00
Somerst           1.00  0.00
StoneBr           1.00  0.00
Timber            1.00  0.00
Veenker           1.00  0.00
----------------------------------------
if_null_MSZoning     0     1
Condition1                  
Artery            0.98  0.02
Feedr             1.00  0.00
Norm              1.00  0.00
PosA              1.00  0.00
PosN              1.00  0.00
RRAe              1.00  0.00
RRAn              1.00  0.00
RRNe              1.00  0.00
RRNn              1.00  0.00
----------------------------------------
if_null_MSZoning    0    1
Condition2                
Artery            1.0  0.0
Feedr             1.0  0.0
Norm              1.0  0.0
PosA              1.0  0.0
PosN              1.0  0.0
----------------------------------------
if_null_MSZoning    0    1
BldgType                  
1Fam              1.0  0.0
2fmCon            1.0  0.0
Duplex            1.0  0.0
Twnhs             1.0  0.0
TwnhsE            1.0  0.0
----------------------------------------
if_null_MSZoning     0     1
HouseStyle                  
1.5Fin            1.00  0.00
1.5Unf            1.00  0.00
1Story            1.00  0.00
2.5Unf            0.92  0.08
2Story            1.00  0.00
SFoyer            1.00  0.00
SLvl              1.00  0.00
----------------------------------------
if_null_MSZoning    0    1
RoofStyle                 
Flat              1.0  0.0
Gable             1.0  0.0
Gambrel           1.0  0.0
Hip               1.0  0.0
Mansard           1.0  0.0
Shed              1.0  0.0
----------------------------------------
if_null_MSZoning    0    1
RoofMatl                  
CompShg           1.0  0.0
Tar&Grv           1.0  0.0
WdShake           1.0  0.0
WdShngl           1.0  0.0
----------------------------------------
if_null_MSZoning     0     1
Exterior1st                 
AsbShng           0.96  0.04
AsphShn           1.00  0.00
BrkComm           1.00  0.00
BrkFace           1.00  0.00
CBlock            0.00  1.00
CemntBd           1.00  0.00
HdBoard           1.00  0.00
MetalSd           1.00  0.00
Plywood           1.00  0.00
Stucco            1.00  0.00
VinylSd           1.00  0.00
Wd Sdng           0.99  0.01
WdShing           1.00  0.00
----------------------------------------
if_null_MSZoning     0     1
Exterior2nd                 
AsbShng           1.00  0.00
AsphShn           1.00  0.00
Brk Cmn           1.00  0.00
BrkFace           1.00  0.00
CBlock            1.00  0.00
CmentBd           1.00  0.00
HdBoard           1.00  0.00
ImStucc           1.00  0.00
MetalSd           1.00  0.00
Plywood           1.00  0.00
Stone             1.00  0.00
Stucco            1.00  0.00
VinylSd           1.00  0.00
Wd Sdng           0.99  0.01
Wd Shng           1.00  0.00
----------------------------------------
if_null_MSZoning    0
MasVnrType           
BrkCmn            1.0
BrkFace           1.0
Stone             1.0
----------------------------------------
if_null_MSZoning    0    1
ExterQual                 
Ex                1.0  0.0
Fa                0.9  0.1
Gd                1.0  0.0
TA                1.0  0.0
----------------------------------------
if_null_MSZoning     0     1
ExterCond                   
Ex                1.00  0.00
Fa                0.95  0.05
Gd                1.00  0.00
Po                0.50  0.50
TA                1.00  0.00
----------------------------------------
if_null_MSZoning     0     1
Foundation                  
BrkTil            0.99  0.01
CBlock            1.00  0.00
PConc             1.00  0.00
Slab              0.96  0.04
Stone             1.00  0.00
Wood              1.00  0.00
----------------------------------------
if_null_MSZoning    0    1
BsmtQual                  
Ex                1.0  0.0
Fa                1.0  0.0
Gd                1.0  0.0
TA                1.0  0.0
----------------------------------------
if_null_MSZoning    0    1
BsmtCond                  
Fa                1.0  0.0
Gd                1.0  0.0
Po                1.0  0.0
TA                1.0  0.0
----------------------------------------
if_null_MSZoning    0    1
BsmtExposure              
Av                1.0  0.0
Gd                1.0  0.0
Mn                1.0  0.0
No                1.0  0.0
----------------------------------------
if_null_MSZoning    0    1
BsmtFinType1              
ALQ               1.0  0.0
BLQ               1.0  0.0
GLQ               1.0  0.0
LwQ               1.0  0.0
Rec               1.0  0.0
Unf               1.0  0.0
----------------------------------------
if_null_MSZoning    0    1
BsmtFinType2              
ALQ               1.0  0.0
BLQ               1.0  0.0
GLQ               1.0  0.0
LwQ               1.0  0.0
Rec               1.0  0.0
Unf               1.0  0.0
----------------------------------------
if_null_MSZoning    0    1
Heating                   
GasA              1.0  0.0
GasW              1.0  0.0
Grav              1.0  0.0
Wall              0.5  0.5
----------------------------------------
if_null_MSZoning    0    1
HeatingQC                 
Ex                1.0  0.0
Fa                1.0  0.0
Gd                1.0  0.0
Po                0.5  0.5
TA                1.0  0.0
----------------------------------------
if_null_MSZoning     0     1
CentralAir                  
N                 0.98  0.02
Y                 1.00  0.00
----------------------------------------
if_null_MSZoning     0     1
Electrical                  
FuseA             0.97  0.03
FuseF             1.00  0.00
FuseP             1.00  0.00
SBrkr             1.00  0.00
----------------------------------------
if_null_MSZoning     0     1
KitchenQual                 
Ex                1.00  0.00
Fa                0.97  0.03
Gd                1.00  0.00
TA                1.00  0.00
----------------------------------------
if_null_MSZoning     0     1
Functional                  
Maj1              0.80  0.20
Maj2              1.00  0.00
Min1              0.97  0.03
Min2              1.00  0.00
Mod               0.95  0.05
Sev               1.00  0.00
Typ               1.00  0.00
----------------------------------------
if_null_MSZoning    0
FireplaceQu          
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_MSZoning     0     1
GarageType                  
2Types            1.00  0.00
Attchd            1.00  0.00
Basment           1.00  0.00
BuiltIn           1.00  0.00
CarPort           1.00  0.00
Detchd            0.99  0.01
----------------------------------------
if_null_MSZoning     0     1
GarageFinish                
Fin               1.00  0.00
RFn               1.00  0.00
Unf               0.99  0.01
----------------------------------------
if_null_MSZoning     0     1
GarageQual                  
Fa                0.97  0.03
Gd                1.00  0.00
Po                1.00  0.00
TA                1.00  0.00
----------------------------------------
if_null_MSZoning     0     1
GarageCond                  
Ex                1.00  0.00
Fa                0.97  0.03
Gd                1.00  0.00
Po                0.86  0.14
TA                1.00  0.00
----------------------------------------
if_null_MSZoning     0     1
PavedDrive                  
N                 0.97  0.03
P                 1.00  0.00
Y                 1.00  0.00
----------------------------------------
if_null_MSZoning    0
PoolQC               
Ex                1.0
Gd                1.0
----------------------------------------
if_null_MSZoning    0
Fence                
GdPrv             1.0
GdWo              1.0
MnPrv             1.0
MnWw              1.0
----------------------------------------
if_null_MSZoning    0
MiscFeature          
Gar2              1.0
Othr              1.0
Shed              1.0
----------------------------------------
if_null_MSZoning     0     1
SaleType                    
COD               1.00  0.00
CWD               1.00  0.00
Con               1.00  0.00
ConLD             0.94  0.06
ConLI             1.00  0.00
ConLw             1.00  0.00
New               1.00  0.00
Oth               1.00  0.00
WD                1.00  0.00
----------------------------------------
if_null_Street    0
MSSubClass         
20              1.0
30              1.0
40              1.0
45              1.0
50              1.0
60              1.0
70              1.0
75              1.0
80              1.0
85              1.0
90              1.0
120             1.0
150             1.0
160             1.0
180             1.0
190             1.0
----------------------------------------
if_null_Street    0
MSZoning           
C (all)         1.0
FV              1.0
RH              1.0
RL              1.0
RM              1.0
----------------------------------------
if_null_Street    0
Street             
Grvl            1.0
Pave            1.0
----------------------------------------
if_null_Street    0
Alley              
Grvl            1.0
Pave            1.0
----------------------------------------
if_null_Street    0
LotShape           
IR1             1.0
IR2             1.0
IR3             1.0
Reg             1.0
----------------------------------------
if_null_Street    0
LandContour        
Bnk             1.0
HLS             1.0
Low             1.0
Lvl             1.0
----------------------------------------
if_null_Street    0
Utilities          
AllPub          1.0
----------------------------------------
if_null_Street    0
LotConfig          
Corner          1.0
CulDSac         1.0
FR2             1.0
FR3             1.0
Inside          1.0
----------------------------------------
if_null_Street    0
LandSlope          
Gtl             1.0
Mod             1.0
Sev             1.0
----------------------------------------
if_null_Street    0
Neighborhood       
Blmngtn         1.0
Blueste         1.0
BrDale          1.0
BrkSide         1.0
ClearCr         1.0
CollgCr         1.0
Crawfor         1.0
Edwards         1.0
Gilbert         1.0
IDOTRR          1.0
MeadowV         1.0
Mitchel         1.0
NAmes           1.0
NPkVill         1.0
NWAmes          1.0
NoRidge         1.0
NridgHt         1.0
OldTown         1.0
SWISU           1.0
Sawyer          1.0
SawyerW         1.0
Somerst         1.0
StoneBr         1.0
Timber          1.0
Veenker         1.0
----------------------------------------
if_null_Street    0
Condition1         
Artery          1.0
Feedr           1.0
Norm            1.0
PosA            1.0
PosN            1.0
RRAe            1.0
RRAn            1.0
RRNe            1.0
RRNn            1.0
----------------------------------------
if_null_Street    0
Condition2         
Artery          1.0
Feedr           1.0
Norm            1.0
PosA            1.0
PosN            1.0
----------------------------------------
if_null_Street    0
BldgType           
1Fam            1.0
2fmCon          1.0
Duplex          1.0
Twnhs           1.0
TwnhsE          1.0
----------------------------------------
if_null_Street    0
HouseStyle         
1.5Fin          1.0
1.5Unf          1.0
1Story          1.0
2.5Unf          1.0
2Story          1.0
SFoyer          1.0
SLvl            1.0
----------------------------------------
if_null_Street    0
RoofStyle          
Flat            1.0
Gable           1.0
Gambrel         1.0
Hip             1.0
Mansard         1.0
Shed            1.0
----------------------------------------
if_null_Street    0
RoofMatl           
CompShg         1.0
Tar&Grv         1.0
WdShake         1.0
WdShngl         1.0
----------------------------------------
if_null_Street    0
Exterior1st        
AsbShng         1.0
AsphShn         1.0
BrkComm         1.0
BrkFace         1.0
CBlock          1.0
CemntBd         1.0
HdBoard         1.0
MetalSd         1.0
Plywood         1.0
Stucco          1.0
VinylSd         1.0
Wd Sdng         1.0
WdShing         1.0
----------------------------------------
if_null_Street    0
Exterior2nd        
AsbShng         1.0
AsphShn         1.0
Brk Cmn         1.0
BrkFace         1.0
CBlock          1.0
CmentBd         1.0
HdBoard         1.0
ImStucc         1.0
MetalSd         1.0
Plywood         1.0
Stone           1.0
Stucco          1.0
VinylSd         1.0
Wd Sdng         1.0
Wd Shng         1.0
----------------------------------------
if_null_Street    0
MasVnrType         
BrkCmn          1.0
BrkFace         1.0
Stone           1.0
----------------------------------------
if_null_Street    0
ExterQual          
Ex              1.0
Fa              1.0
Gd              1.0
TA              1.0
----------------------------------------
if_null_Street    0
ExterCond          
Ex              1.0
Fa              1.0
Gd              1.0
Po              1.0
TA              1.0
----------------------------------------
if_null_Street    0
Foundation         
BrkTil          1.0
CBlock          1.0
PConc           1.0
Slab            1.0
Stone           1.0
Wood            1.0
----------------------------------------
if_null_Street    0
BsmtQual           
Ex              1.0
Fa              1.0
Gd              1.0
TA              1.0
----------------------------------------
if_null_Street    0
BsmtCond           
Fa              1.0
Gd              1.0
Po              1.0
TA              1.0
----------------------------------------
if_null_Street    0
BsmtExposure       
Av              1.0
Gd              1.0
Mn              1.0
No              1.0
----------------------------------------
if_null_Street    0
BsmtFinType1       
ALQ             1.0
BLQ             1.0
GLQ             1.0
LwQ             1.0
Rec             1.0
Unf             1.0
----------------------------------------
if_null_Street    0
BsmtFinType2       
ALQ             1.0
BLQ             1.0
GLQ             1.0
LwQ             1.0
Rec             1.0
Unf             1.0
----------------------------------------
if_null_Street    0
Heating            
GasA            1.0
GasW            1.0
Grav            1.0
Wall            1.0
----------------------------------------
if_null_Street    0
HeatingQC          
Ex              1.0
Fa              1.0
Gd              1.0
Po              1.0
TA              1.0
----------------------------------------
if_null_Street    0
CentralAir         
N               1.0
Y               1.0
----------------------------------------
if_null_Street    0
Electrical         
FuseA           1.0
FuseF           1.0
FuseP           1.0
SBrkr           1.0
----------------------------------------
if_null_Street    0
KitchenQual        
Ex              1.0
Fa              1.0
Gd              1.0
TA              1.0
----------------------------------------
if_null_Street    0
Functional         
Maj1            1.0
Maj2            1.0
Min1            1.0
Min2            1.0
Mod             1.0
Sev             1.0
Typ             1.0
----------------------------------------
if_null_Street    0
FireplaceQu        
Ex              1.0
Fa              1.0
Gd              1.0
Po              1.0
TA              1.0
----------------------------------------
if_null_Street    0
GarageType         
2Types          1.0
Attchd          1.0
Basment         1.0
BuiltIn         1.0
CarPort         1.0
Detchd          1.0
----------------------------------------
if_null_Street    0
GarageFinish       
Fin             1.0
RFn             1.0
Unf             1.0
----------------------------------------
if_null_Street    0
GarageQual         
Fa              1.0
Gd              1.0
Po              1.0
TA              1.0
----------------------------------------
if_null_Street    0
GarageCond         
Ex              1.0
Fa              1.0
Gd              1.0
Po              1.0
TA              1.0
----------------------------------------
if_null_Street    0
PavedDrive         
N               1.0
P               1.0
Y               1.0
----------------------------------------
if_null_Street    0
PoolQC             
Ex              1.0
Gd              1.0
----------------------------------------
if_null_Street    0
Fence              
GdPrv           1.0
GdWo            1.0
MnPrv           1.0
MnWw            1.0
----------------------------------------
if_null_Street    0
MiscFeature        
Gar2            1.0
Othr            1.0
Shed            1.0
----------------------------------------
if_null_Street    0
SaleType           
COD             1.0
CWD             1.0
Con             1.0
ConLD           1.0
ConLI           1.0
ConLw           1.0
New             1.0
Oth             1.0
WD              1.0
----------------------------------------
if_null_Alley     0     1
MSSubClass               
20             0.02  0.98
30             0.17  0.83
40             0.00  1.00
45             0.17  0.83
50             0.17  0.83
60             0.01  0.99
70             0.31  0.69
75             0.14  0.86
80             0.02  0.98
85             0.04  0.96
90             0.05  0.95
120            0.08  0.92
150            0.00  1.00
160            0.22  0.78
180            0.00  1.00
190            0.23  0.77
----------------------------------------
if_null_Alley     0     1
MSZoning                 
C (all)        0.07  0.93
FV             0.38  0.62
RH             0.20  0.80
RL             0.02  0.98
RM             0.23  0.77
----------------------------------------
if_null_Alley     0     1
Street                   
Grvl           0.00  1.00
Pave           0.07  0.93
----------------------------------------
if_null_Alley    0
Alley             
Grvl           1.0
Pave           1.0
----------------------------------------
if_null_Alley     0     1
LotShape                 
IR1            0.03  0.97
IR2            0.06  0.94
IR3            0.00  1.00
Reg            0.10  0.90
----------------------------------------
if_null_Alley     0     1
LandContour              
Bnk            0.09  0.91
HLS            0.04  0.96
Low            0.00  1.00
Lvl            0.08  0.92
----------------------------------------
if_null_Alley     0     1
Utilities                
AllPub         0.07  0.93
----------------------------------------
if_null_Alley     0     1
LotConfig                
Corner         0.04  0.96
CulDSac        0.00  1.00
FR2            0.00  1.00
FR3            0.00  1.00
Inside         0.09  0.91
----------------------------------------
if_null_Alley     0     1
LandSlope                
Gtl            0.07  0.93
Mod            0.05  0.95
Sev            0.00  1.00
----------------------------------------
if_null_Alley     0     1
Neighborhood             
Blmngtn        0.00  1.00
Blueste        0.00  1.00
BrDale         0.00  1.00
BrkSide        0.06  0.94
ClearCr        0.00  1.00
CollgCr        0.00  1.00
Crawfor        0.06  0.94
Edwards        0.03  0.97
Gilbert        0.00  1.00
IDOTRR         0.18  0.82
MeadowV        0.00  1.00
Mitchel        0.00  1.00
NAmes          0.01  0.99
NPkVill        0.00  1.00
NWAmes         0.00  1.00
NoRidge        0.00  1.00
NridgHt        0.00  1.00
OldTown        0.44  0.56
SWISU          0.09  0.91
Sawyer         0.00  1.00
SawyerW        0.00  1.00
Somerst        0.29  0.71
StoneBr        0.00  1.00
Timber         0.00  1.00
Veenker        0.00  1.00
----------------------------------------
if_null_Alley     0     1
Condition1               
Artery         0.14  0.86
Feedr          0.02  0.98
Norm           0.08  0.92
PosA           0.00  1.00
PosN           0.00  1.00
RRAe           0.00  1.00
RRAn           0.00  1.00
RRNe           0.00  1.00
RRNn           0.00  1.00
----------------------------------------
if_null_Alley     0     1
Condition2               
Artery         0.00  1.00
Feedr          0.00  1.00
Norm           0.07  0.93
PosA           0.00  1.00
PosN           0.00  1.00
----------------------------------------
if_null_Alley     0     1
BldgType                 
1Fam           0.06  0.94
2fmCon         0.26  0.74
Duplex         0.05  0.95
Twnhs          0.17  0.83
TwnhsE         0.12  0.88
----------------------------------------
if_null_Alley     0     1
HouseStyle               
1.5Fin         0.19  0.81
1.5Unf         0.00  1.00
1Story         0.04  0.96
2.5Unf         0.15  0.85
2Story         0.10  0.90
SFoyer         0.02  0.98
SLvl           0.03  0.97
----------------------------------------
if_null_Alley     0     1
RoofStyle                
Flat           0.14  0.86
Gable          0.08  0.92
Gambrel        0.18  0.82
Hip            0.03  0.97
Mansard        0.00  1.00
Shed           0.00  1.00
----------------------------------------
if_null_Alley     0     1
RoofMatl                 
CompShg        0.07  0.93
Tar&Grv        0.08  0.92
WdShake        0.00  1.00
WdShngl        0.00  1.00
----------------------------------------
if_null_Alley     0     1
Exterior1st              
AsbShng        0.21  0.79
AsphShn        1.00  0.00
BrkComm        0.00  1.00
BrkFace        0.03  0.97
CBlock         0.00  1.00
CemntBd        0.09  0.91
HdBoard        0.01  0.99
MetalSd        0.17  0.83
Plywood        0.01  0.99
Stucco         0.06  0.94
VinylSd        0.04  0.96
Wd Sdng        0.13  0.87
WdShing        0.07  0.93
----------------------------------------
if_null_Alley     0     1
Exterior2nd              
AsbShng        0.22  0.78
AsphShn        1.00  0.00
Brk Cmn        0.00  1.00
BrkFace        0.00  1.00
CBlock         0.50  0.50
CmentBd        0.09  0.91
HdBoard        0.03  0.97
ImStucc        0.00  1.00
MetalSd        0.17  0.83
Plywood        0.00  1.00
Stone          0.00  1.00
Stucco         0.10  0.90
VinylSd        0.04  0.96
Wd Sdng        0.13  0.87
Wd Shng        0.07  0.93
----------------------------------------
if_null_Alley     0     1
MasVnrType               
BrkCmn         0.00  1.00
BrkFace        0.02  0.98
Stone          0.06  0.94
----------------------------------------
if_null_Alley     0     1
ExterQual                
Ex             0.02  0.98
Fa             0.10  0.90
Gd             0.07  0.93
TA             0.08  0.92
----------------------------------------
if_null_Alley     0     1
ExterCond                
Ex             0.22  0.78
Fa             0.13  0.87
Gd             0.10  0.90
Po             0.00  1.00
TA             0.07  0.93
----------------------------------------
if_null_Alley     0     1
Foundation               
BrkTil         0.23  0.77
CBlock         0.04  0.96
PConc          0.07  0.93
Slab           0.04  0.96
Stone          0.60  0.40
Wood           0.00  1.00
----------------------------------------
if_null_Alley     0     1
BsmtQual                 
Ex             0.02  0.98
Fa             0.13  0.87
Gd             0.05  0.95
TA             0.11  0.89
----------------------------------------
if_null_Alley     0     1
BsmtCond                 
Fa             0.24  0.76
Gd             0.04  0.96
Po             0.33  0.67
TA             0.07  0.93
----------------------------------------
if_null_Alley     0     1
BsmtExposure             
Av             0.02  0.98
Gd             0.00  1.00
Mn             0.05  0.95
No             0.10  0.90
----------------------------------------
if_null_Alley     0     1
BsmtFinType1             
ALQ            0.00  1.00
BLQ            0.07  0.93
GLQ            0.04  0.96
LwQ            0.06  0.94
Rec            0.08  0.92
Unf            0.14  0.86
----------------------------------------
if_null_Alley     0     1
BsmtFinType2             
ALQ            0.09  0.91
BLQ            0.00  1.00
GLQ            0.05  0.95
LwQ            0.00  1.00
Rec            0.10  0.90
Unf            0.08  0.92
----------------------------------------
if_null_Alley     0     1
Heating                  
GasA           0.07  0.93
GasW           0.11  0.89
Grav           0.00  1.00
Wall           0.00  1.00
----------------------------------------
if_null_Alley     0     1
HeatingQC                
Ex             0.07  0.93
Fa             0.12  0.88
Gd             0.09  0.91
Po             0.50  0.50
TA             0.06  0.94
----------------------------------------
if_null_Alley     0     1
CentralAir               
N              0.18  0.82
Y              0.07  0.93
----------------------------------------
if_null_Alley     0     1
Electrical               
FuseA          0.15  0.85
FuseF          0.22  0.78
FuseP          0.60  0.40
SBrkr          0.06  0.94
----------------------------------------
if_null_Alley     0     1
KitchenQual              
Ex             0.03  0.97
Fa             0.06  0.94
Gd             0.08  0.92
TA             0.07  0.93
----------------------------------------
if_null_Alley     0     1
Functional               
Maj1           0.00  1.00
Maj2           0.00  1.00
Min1           0.00  1.00
Min2           0.14  0.86
Mod            0.05  0.95
Sev            1.00  0.00
Typ            0.07  0.93
----------------------------------------
if_null_Alley     0     1
FireplaceQu              
Ex             0.00  1.00
Fa             0.00  1.00
Gd             0.06  0.94
Po             0.04  0.96
TA             0.03  0.97
----------------------------------------
if_null_Alley     0     1
GarageType               
2Types         0.06  0.94
Attchd         0.02  0.98
Basment        0.06  0.94
BuiltIn        0.02  0.98
CarPort        0.00  1.00
Detchd         0.19  0.81
----------------------------------------
if_null_Alley     0     1
GarageFinish             
Fin            0.03  0.97
RFn            0.03  0.97
Unf            0.11  0.89
----------------------------------------
if_null_Alley     0     1
GarageQual               
Fa             0.20  0.80
Gd             0.00  1.00
Po             0.00  1.00
TA             0.06  0.94
----------------------------------------
if_null_Alley     0     1
GarageCond               
Ex             0.00  1.00
Fa             0.26  0.74
Gd             0.00  1.00
Po             0.00  1.00
TA             0.06  0.94
----------------------------------------
if_null_Alley     0     1
PavedDrive               
N              0.25  0.75
P              0.12  0.88
Y              0.06  0.94
----------------------------------------
if_null_Alley    1
PoolQC            
Ex             1.0
Gd             1.0
----------------------------------------
if_null_Alley     0     1
Fence                    
GdPrv          0.05  0.95
GdWo           0.03  0.97
MnPrv          0.07  0.93
MnWw           0.00  1.00
----------------------------------------
if_null_Alley     0     1
MiscFeature              
Gar2           0.33  0.67
Othr           0.00  1.00
Shed           0.07  0.93
----------------------------------------
if_null_Alley     0     1
SaleType                 
COD            0.20  0.80
CWD            0.00  1.00
Con            0.33  0.67
ConLD          0.18  0.82
ConLI          0.00  1.00
ConLw          0.00  1.00
New            0.06  0.94
Oth            0.00  1.00
WD             0.07  0.93
----------------------------------------
if_null_LotShape    0
MSSubClass           
20                1.0
30                1.0
40                1.0
45                1.0
50                1.0
60                1.0
70                1.0
75                1.0
80                1.0
85                1.0
90                1.0
120               1.0
150               1.0
160               1.0
180               1.0
190               1.0
----------------------------------------
if_null_LotShape    0
MSZoning             
C (all)           1.0
FV                1.0
RH                1.0
RL                1.0
RM                1.0
----------------------------------------
if_null_LotShape    0
Street               
Grvl              1.0
Pave              1.0
----------------------------------------
if_null_LotShape    0
Alley                
Grvl              1.0
Pave              1.0
----------------------------------------
if_null_LotShape    0
LotShape             
IR1               1.0
IR2               1.0
IR3               1.0
Reg               1.0
----------------------------------------
if_null_LotShape    0
LandContour          
Bnk               1.0
HLS               1.0
Low               1.0
Lvl               1.0
----------------------------------------
if_null_LotShape    0
Utilities            
AllPub            1.0
----------------------------------------
if_null_LotShape    0
LotConfig            
Corner            1.0
CulDSac           1.0
FR2               1.0
FR3               1.0
Inside            1.0
----------------------------------------
if_null_LotShape    0
LandSlope            
Gtl               1.0
Mod               1.0
Sev               1.0
----------------------------------------
if_null_LotShape    0
Neighborhood         
Blmngtn           1.0
Blueste           1.0
BrDale            1.0
BrkSide           1.0
ClearCr           1.0
CollgCr           1.0
Crawfor           1.0
Edwards           1.0
Gilbert           1.0
IDOTRR            1.0
MeadowV           1.0
Mitchel           1.0
NAmes             1.0
NPkVill           1.0
NWAmes            1.0
NoRidge           1.0
NridgHt           1.0
OldTown           1.0
SWISU             1.0
Sawyer            1.0
SawyerW           1.0
Somerst           1.0
StoneBr           1.0
Timber            1.0
Veenker           1.0
----------------------------------------
if_null_LotShape    0
Condition1           
Artery            1.0
Feedr             1.0
Norm              1.0
PosA              1.0
PosN              1.0
RRAe              1.0
RRAn              1.0
RRNe              1.0
RRNn              1.0
----------------------------------------
if_null_LotShape    0
Condition2           
Artery            1.0
Feedr             1.0
Norm              1.0
PosA              1.0
PosN              1.0
----------------------------------------
if_null_LotShape    0
BldgType             
1Fam              1.0
2fmCon            1.0
Duplex            1.0
Twnhs             1.0
TwnhsE            1.0
----------------------------------------
if_null_LotShape    0
HouseStyle           
1.5Fin            1.0
1.5Unf            1.0
1Story            1.0
2.5Unf            1.0
2Story            1.0
SFoyer            1.0
SLvl              1.0
----------------------------------------
if_null_LotShape    0
RoofStyle            
Flat              1.0
Gable             1.0
Gambrel           1.0
Hip               1.0
Mansard           1.0
Shed              1.0
----------------------------------------
if_null_LotShape    0
RoofMatl             
CompShg           1.0
Tar&Grv           1.0
WdShake           1.0
WdShngl           1.0
----------------------------------------
if_null_LotShape    0
Exterior1st          
AsbShng           1.0
AsphShn           1.0
BrkComm           1.0
BrkFace           1.0
CBlock            1.0
CemntBd           1.0
HdBoard           1.0
MetalSd           1.0
Plywood           1.0
Stucco            1.0
VinylSd           1.0
Wd Sdng           1.0
WdShing           1.0
----------------------------------------
if_null_LotShape    0
Exterior2nd          
AsbShng           1.0
AsphShn           1.0
Brk Cmn           1.0
BrkFace           1.0
CBlock            1.0
CmentBd           1.0
HdBoard           1.0
ImStucc           1.0
MetalSd           1.0
Plywood           1.0
Stone             1.0
Stucco            1.0
VinylSd           1.0
Wd Sdng           1.0
Wd Shng           1.0
----------------------------------------
if_null_LotShape    0
MasVnrType           
BrkCmn            1.0
BrkFace           1.0
Stone             1.0
----------------------------------------
if_null_LotShape    0
ExterQual            
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_LotShape    0
ExterCond            
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_LotShape    0
Foundation           
BrkTil            1.0
CBlock            1.0
PConc             1.0
Slab              1.0
Stone             1.0
Wood              1.0
----------------------------------------
if_null_LotShape    0
BsmtQual             
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_LotShape    0
BsmtCond             
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_LotShape    0
BsmtExposure         
Av                1.0
Gd                1.0
Mn                1.0
No                1.0
----------------------------------------
if_null_LotShape    0
BsmtFinType1         
ALQ               1.0
BLQ               1.0
GLQ               1.0
LwQ               1.0
Rec               1.0
Unf               1.0
----------------------------------------
if_null_LotShape    0
BsmtFinType2         
ALQ               1.0
BLQ               1.0
GLQ               1.0
LwQ               1.0
Rec               1.0
Unf               1.0
----------------------------------------
if_null_LotShape    0
Heating              
GasA              1.0
GasW              1.0
Grav              1.0
Wall              1.0
----------------------------------------
if_null_LotShape    0
HeatingQC            
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_LotShape    0
CentralAir           
N                 1.0
Y                 1.0
----------------------------------------
if_null_LotShape    0
Electrical           
FuseA             1.0
FuseF             1.0
FuseP             1.0
SBrkr             1.0
----------------------------------------
if_null_LotShape    0
KitchenQual          
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_LotShape    0
Functional           
Maj1              1.0
Maj2              1.0
Min1              1.0
Min2              1.0
Mod               1.0
Sev               1.0
Typ               1.0
----------------------------------------
if_null_LotShape    0
FireplaceQu          
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_LotShape    0
GarageType           
2Types            1.0
Attchd            1.0
Basment           1.0
BuiltIn           1.0
CarPort           1.0
Detchd            1.0
----------------------------------------
if_null_LotShape    0
GarageFinish         
Fin               1.0
RFn               1.0
Unf               1.0
----------------------------------------
if_null_LotShape    0
GarageQual           
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_LotShape    0
GarageCond           
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_LotShape    0
PavedDrive           
N                 1.0
P                 1.0
Y                 1.0
----------------------------------------
if_null_LotShape    0
PoolQC               
Ex                1.0
Gd                1.0
----------------------------------------
if_null_LotShape    0
Fence                
GdPrv             1.0
GdWo              1.0
MnPrv             1.0
MnWw              1.0
----------------------------------------
if_null_LotShape    0
MiscFeature          
Gar2              1.0
Othr              1.0
Shed              1.0
----------------------------------------
if_null_LotShape    0
SaleType             
COD               1.0
CWD               1.0
Con               1.0
ConLD             1.0
ConLI             1.0
ConLw             1.0
New               1.0
Oth               1.0
WD                1.0
----------------------------------------
if_null_LandContour    0
MSSubClass              
20                   1.0
30                   1.0
40                   1.0
45                   1.0
50                   1.0
60                   1.0
70                   1.0
75                   1.0
80                   1.0
85                   1.0
90                   1.0
120                  1.0
150                  1.0
160                  1.0
180                  1.0
190                  1.0
----------------------------------------
if_null_LandContour    0
MSZoning                
C (all)              1.0
FV                   1.0
RH                   1.0
RL                   1.0
RM                   1.0
----------------------------------------
if_null_LandContour    0
Street                  
Grvl                 1.0
Pave                 1.0
----------------------------------------
if_null_LandContour    0
Alley                   
Grvl                 1.0
Pave                 1.0
----------------------------------------
if_null_LandContour    0
LotShape                
IR1                  1.0
IR2                  1.0
IR3                  1.0
Reg                  1.0
----------------------------------------
if_null_LandContour    0
LandContour             
Bnk                  1.0
HLS                  1.0
Low                  1.0
Lvl                  1.0
----------------------------------------
if_null_LandContour    0
Utilities               
AllPub               1.0
----------------------------------------
if_null_LandContour    0
LotConfig               
Corner               1.0
CulDSac              1.0
FR2                  1.0
FR3                  1.0
Inside               1.0
----------------------------------------
if_null_LandContour    0
LandSlope               
Gtl                  1.0
Mod                  1.0
Sev                  1.0
----------------------------------------
if_null_LandContour    0
Neighborhood            
Blmngtn              1.0
Blueste              1.0
BrDale               1.0
BrkSide              1.0
ClearCr              1.0
CollgCr              1.0
Crawfor              1.0
Edwards              1.0
Gilbert              1.0
IDOTRR               1.0
MeadowV              1.0
Mitchel              1.0
NAmes                1.0
NPkVill              1.0
NWAmes               1.0
NoRidge              1.0
NridgHt              1.0
OldTown              1.0
SWISU                1.0
Sawyer               1.0
SawyerW              1.0
Somerst              1.0
StoneBr              1.0
Timber               1.0
Veenker              1.0
----------------------------------------
if_null_LandContour    0
Condition1              
Artery               1.0
Feedr                1.0
Norm                 1.0
PosA                 1.0
PosN                 1.0
RRAe                 1.0
RRAn                 1.0
RRNe                 1.0
RRNn                 1.0
----------------------------------------
if_null_LandContour    0
Condition2              
Artery               1.0
Feedr                1.0
Norm                 1.0
PosA                 1.0
PosN                 1.0
----------------------------------------
if_null_LandContour    0
BldgType                
1Fam                 1.0
2fmCon               1.0
Duplex               1.0
Twnhs                1.0
TwnhsE               1.0
----------------------------------------
if_null_LandContour    0
HouseStyle              
1.5Fin               1.0
1.5Unf               1.0
1Story               1.0
2.5Unf               1.0
2Story               1.0
SFoyer               1.0
SLvl                 1.0
----------------------------------------
if_null_LandContour    0
RoofStyle               
Flat                 1.0
Gable                1.0
Gambrel              1.0
Hip                  1.0
Mansard              1.0
Shed                 1.0
----------------------------------------
if_null_LandContour    0
RoofMatl                
CompShg              1.0
Tar&Grv              1.0
WdShake              1.0
WdShngl              1.0
----------------------------------------
if_null_LandContour    0
Exterior1st             
AsbShng              1.0
AsphShn              1.0
BrkComm              1.0
BrkFace              1.0
CBlock               1.0
CemntBd              1.0
HdBoard              1.0
MetalSd              1.0
Plywood              1.0
Stucco               1.0
VinylSd              1.0
Wd Sdng              1.0
WdShing              1.0
----------------------------------------
if_null_LandContour    0
Exterior2nd             
AsbShng              1.0
AsphShn              1.0
Brk Cmn              1.0
BrkFace              1.0
CBlock               1.0
CmentBd              1.0
HdBoard              1.0
ImStucc              1.0
MetalSd              1.0
Plywood              1.0
Stone                1.0
Stucco               1.0
VinylSd              1.0
Wd Sdng              1.0
Wd Shng              1.0
----------------------------------------
if_null_LandContour    0
MasVnrType              
BrkCmn               1.0
BrkFace              1.0
Stone                1.0
----------------------------------------
if_null_LandContour    0
ExterQual               
Ex                   1.0
Fa                   1.0
Gd                   1.0
TA                   1.0
----------------------------------------
if_null_LandContour    0
ExterCond               
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_LandContour    0
Foundation              
BrkTil               1.0
CBlock               1.0
PConc                1.0
Slab                 1.0
Stone                1.0
Wood                 1.0
----------------------------------------
if_null_LandContour    0
BsmtQual                
Ex                   1.0
Fa                   1.0
Gd                   1.0
TA                   1.0
----------------------------------------
if_null_LandContour    0
BsmtCond                
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_LandContour    0
BsmtExposure            
Av                   1.0
Gd                   1.0
Mn                   1.0
No                   1.0
----------------------------------------
if_null_LandContour    0
BsmtFinType1            
ALQ                  1.0
BLQ                  1.0
GLQ                  1.0
LwQ                  1.0
Rec                  1.0
Unf                  1.0
----------------------------------------
if_null_LandContour    0
BsmtFinType2            
ALQ                  1.0
BLQ                  1.0
GLQ                  1.0
LwQ                  1.0
Rec                  1.0
Unf                  1.0
----------------------------------------
if_null_LandContour    0
Heating                 
GasA                 1.0
GasW                 1.0
Grav                 1.0
Wall                 1.0
----------------------------------------
if_null_LandContour    0
HeatingQC               
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_LandContour    0
CentralAir              
N                    1.0
Y                    1.0
----------------------------------------
if_null_LandContour    0
Electrical              
FuseA                1.0
FuseF                1.0
FuseP                1.0
SBrkr                1.0
----------------------------------------
if_null_LandContour    0
KitchenQual             
Ex                   1.0
Fa                   1.0
Gd                   1.0
TA                   1.0
----------------------------------------
if_null_LandContour    0
Functional              
Maj1                 1.0
Maj2                 1.0
Min1                 1.0
Min2                 1.0
Mod                  1.0
Sev                  1.0
Typ                  1.0
----------------------------------------
if_null_LandContour    0
FireplaceQu             
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_LandContour    0
GarageType              
2Types               1.0
Attchd               1.0
Basment              1.0
BuiltIn              1.0
CarPort              1.0
Detchd               1.0
----------------------------------------
if_null_LandContour    0
GarageFinish            
Fin                  1.0
RFn                  1.0
Unf                  1.0
----------------------------------------
if_null_LandContour    0
GarageQual              
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_LandContour    0
GarageCond              
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_LandContour    0
PavedDrive              
N                    1.0
P                    1.0
Y                    1.0
----------------------------------------
if_null_LandContour    0
PoolQC                  
Ex                   1.0
Gd                   1.0
----------------------------------------
if_null_LandContour    0
Fence                   
GdPrv                1.0
GdWo                 1.0
MnPrv                1.0
MnWw                 1.0
----------------------------------------
if_null_LandContour    0
MiscFeature             
Gar2                 1.0
Othr                 1.0
Shed                 1.0
----------------------------------------
if_null_LandContour    0
SaleType                
COD                  1.0
CWD                  1.0
Con                  1.0
ConLD                1.0
ConLI                1.0
ConLw                1.0
New                  1.0
Oth                  1.0
WD                   1.0
----------------------------------------
if_null_Utilities     0     1
MSSubClass                   
20                 1.00  0.00
30                 0.99  0.01
40                 1.00  0.00
45                 1.00  0.00
50                 1.00  0.00
60                 1.00  0.00
70                 1.00  0.00
75                 1.00  0.00
80                 1.00  0.00
85                 1.00  0.00
90                 1.00  0.00
120                1.00  0.00
150                1.00  0.00
160                1.00  0.00
180                1.00  0.00
190                1.00  0.00
----------------------------------------
if_null_Utilities    0    1
MSZoning                   
C (all)            1.0  0.0
FV                 1.0  0.0
RH                 1.0  0.0
RL                 1.0  0.0
RM                 1.0  0.0
----------------------------------------
if_null_Utilities     0     1
Street                       
Grvl               0.83  0.17
Pave               1.00  0.00
----------------------------------------
if_null_Utilities    0
Alley                 
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_Utilities    0    1
LotShape                   
IR1                1.0  0.0
IR2                1.0  0.0
IR3                1.0  0.0
Reg                1.0  0.0
----------------------------------------
if_null_Utilities     0     1
LandContour                  
Bnk                0.98  0.02
HLS                1.00  0.00
Low                1.00  0.00
Lvl                1.00  0.00
----------------------------------------
if_null_Utilities    0
Utilities             
AllPub             1.0
----------------------------------------
if_null_Utilities     0     1
LotConfig                    
Corner             1.00  0.00
CulDSac            1.00  0.00
FR2                0.97  0.03
FR3                1.00  0.00
Inside             1.00  0.00
----------------------------------------
if_null_Utilities    0    1
LandSlope                  
Gtl                1.0  0.0
Mod                1.0  0.0
Sev                1.0  0.0
----------------------------------------
if_null_Utilities     0     1
Neighborhood                 
Blmngtn            1.00  0.00
Blueste            1.00  0.00
BrDale             1.00  0.00
BrkSide            1.00  0.00
ClearCr            1.00  0.00
CollgCr            1.00  0.00
Crawfor            1.00  0.00
Edwards            1.00  0.00
Gilbert            0.99  0.01
IDOTRR             0.98  0.02
MeadowV            1.00  0.00
Mitchel            1.00  0.00
NAmes              1.00  0.00
NPkVill            1.00  0.00
NWAmes             1.00  0.00
NoRidge            1.00  0.00
NridgHt            1.00  0.00
OldTown            1.00  0.00
SWISU              1.00  0.00
Sawyer             1.00  0.00
SawyerW            1.00  0.00
Somerst            1.00  0.00
StoneBr            1.00  0.00
Timber             1.00  0.00
Veenker            1.00  0.00
----------------------------------------
if_null_Utilities     0     1
Condition1                   
Artery             1.00  0.00
Feedr              0.99  0.01
Norm               1.00  0.00
PosA               1.00  0.00
PosN               1.00  0.00
RRAe               1.00  0.00
RRAn               1.00  0.00
RRNe               1.00  0.00
RRNn               1.00  0.00
----------------------------------------
if_null_Utilities    0    1
Condition2                 
Artery             1.0  0.0
Feedr              1.0  0.0
Norm               1.0  0.0
PosA               1.0  0.0
PosN               1.0  0.0
----------------------------------------
if_null_Utilities    0    1
BldgType                   
1Fam               1.0  0.0
2fmCon             1.0  0.0
Duplex             1.0  0.0
Twnhs              1.0  0.0
TwnhsE             1.0  0.0
----------------------------------------
if_null_Utilities    0    1
HouseStyle                 
1.5Fin             1.0  0.0
1.5Unf             1.0  0.0
1Story             1.0  0.0
2.5Unf             1.0  0.0
2Story             1.0  0.0
SFoyer             1.0  0.0
SLvl               1.0  0.0
----------------------------------------
if_null_Utilities    0    1
RoofStyle                  
Flat               1.0  0.0
Gable              1.0  0.0
Gambrel            1.0  0.0
Hip                1.0  0.0
Mansard            1.0  0.0
Shed               1.0  0.0
----------------------------------------
if_null_Utilities    0    1
RoofMatl                   
CompShg            1.0  0.0
Tar&Grv            1.0  0.0
WdShake            1.0  0.0
WdShngl            1.0  0.0
----------------------------------------
if_null_Utilities     0     1
Exterior1st                  
AsbShng            1.00  0.00
AsphShn            1.00  0.00
BrkComm            1.00  0.00
BrkFace            0.97  0.03
CBlock             1.00  0.00
CemntBd            1.00  0.00
HdBoard            1.00  0.00
MetalSd            1.00  0.00
Plywood            1.00  0.00
Stucco             1.00  0.00
VinylSd            1.00  0.00
Wd Sdng            1.00  0.00
WdShing            1.00  0.00
----------------------------------------
if_null_Utilities     0     1
Exterior2nd                  
AsbShng            1.00  0.00
AsphShn            1.00  0.00
Brk Cmn            1.00  0.00
BrkFace            0.95  0.05
CBlock             1.00  0.00
CmentBd            1.00  0.00
HdBoard            1.00  0.00
ImStucc            1.00  0.00
MetalSd            1.00  0.00
Plywood            1.00  0.00
Stone              1.00  0.00
Stucco             1.00  0.00
VinylSd            1.00  0.00
Wd Sdng            0.99  0.01
Wd Shng            1.00  0.00
----------------------------------------
if_null_Utilities    0
MasVnrType            
BrkCmn             1.0
BrkFace            1.0
Stone              1.0
----------------------------------------
if_null_Utilities     0     1
ExterQual                    
Ex                 1.00  0.00
Fa                 0.95  0.05
Gd                 1.00  0.00
TA                 1.00  0.00
----------------------------------------
if_null_Utilities     0     1
ExterCond                    
Ex                 1.00  0.00
Fa                 0.97  0.03
Gd                 1.00  0.00
Po                 1.00  0.00
TA                 1.00  0.00
----------------------------------------
if_null_Utilities    0    1
Foundation                 
BrkTil             1.0  0.0
CBlock             1.0  0.0
PConc              1.0  0.0
Slab               1.0  0.0
Stone              1.0  0.0
Wood               1.0  0.0
----------------------------------------
if_null_Utilities    0    1
BsmtQual                   
Ex                 1.0  0.0
Fa                 1.0  0.0
Gd                 1.0  0.0
TA                 1.0  0.0
----------------------------------------
if_null_Utilities    0    1
BsmtCond                   
Fa                 1.0  0.0
Gd                 1.0  0.0
Po                 1.0  0.0
TA                 1.0  0.0
----------------------------------------
if_null_Utilities    0    1
BsmtExposure               
Av                 1.0  0.0
Gd                 1.0  0.0
Mn                 1.0  0.0
No                 1.0  0.0
----------------------------------------
if_null_Utilities    0    1
BsmtFinType1               
ALQ                1.0  0.0
BLQ                1.0  0.0
GLQ                1.0  0.0
LwQ                1.0  0.0
Rec                1.0  0.0
Unf                1.0  0.0
----------------------------------------
if_null_Utilities    0    1
BsmtFinType2               
ALQ                1.0  0.0
BLQ                1.0  0.0
GLQ                1.0  0.0
LwQ                1.0  0.0
Rec                1.0  0.0
Unf                1.0  0.0
----------------------------------------
if_null_Utilities    0    1
Heating                    
GasA               1.0  0.0
GasW               1.0  0.0
Grav               1.0  0.0
Wall               1.0  0.0
----------------------------------------
if_null_Utilities    0    1
HeatingQC                  
Ex                 1.0  0.0
Fa                 1.0  0.0
Gd                 1.0  0.0
Po                 1.0  0.0
TA                 1.0  0.0
----------------------------------------
if_null_Utilities     0     1
CentralAir                   
N                  0.99  0.01
Y                  1.00  0.00
----------------------------------------
if_null_Utilities     0     1
Electrical                   
FuseA              0.98  0.02
FuseF              1.00  0.00
FuseP              1.00  0.00
SBrkr              1.00  0.00
----------------------------------------
if_null_Utilities    0    1
KitchenQual                
Ex                 1.0  0.0
Fa                 1.0  0.0
Gd                 1.0  0.0
TA                 1.0  0.0
----------------------------------------
if_null_Utilities     0     1
Functional                   
Maj1               1.00  0.00
Maj2               1.00  0.00
Min1               0.97  0.03
Min2               0.97  0.03
Mod                1.00  0.00
Sev                1.00  0.00
Typ                1.00  0.00
----------------------------------------
if_null_Utilities    0    1
FireplaceQu                
Ex                 1.0  0.0
Fa                 1.0  0.0
Gd                 1.0  0.0
Po                 1.0  0.0
TA                 1.0  0.0
----------------------------------------
if_null_Utilities    0    1
GarageType                 
2Types             1.0  0.0
Attchd             1.0  0.0
Basment            1.0  0.0
BuiltIn            1.0  0.0
CarPort            1.0  0.0
Detchd             1.0  0.0
----------------------------------------
if_null_Utilities    0    1
GarageFinish               
Fin                1.0  0.0
RFn                1.0  0.0
Unf                1.0  0.0
----------------------------------------
if_null_Utilities    0    1
GarageQual                 
Fa                 1.0  0.0
Gd                 1.0  0.0
Po                 1.0  0.0
TA                 1.0  0.0
----------------------------------------
if_null_Utilities    0    1
GarageCond                 
Ex                 1.0  0.0
Fa                 1.0  0.0
Gd                 1.0  0.0
Po                 1.0  0.0
TA                 1.0  0.0
----------------------------------------
if_null_Utilities     0     1
PavedDrive                   
N                  0.99  0.01
P                  1.00  0.00
Y                  1.00  0.00
----------------------------------------
if_null_Utilities    0
PoolQC                
Ex                 1.0
Gd                 1.0
----------------------------------------
if_null_Utilities    0
Fence                 
GdPrv              1.0
GdWo               1.0
MnPrv              1.0
MnWw               1.0
----------------------------------------
if_null_Utilities     0     1
MiscFeature                  
Gar2               1.00  0.00
Othr               1.00  0.00
Shed               0.98  0.02
----------------------------------------
if_null_Utilities     0     1
SaleType                     
COD                1.00  0.00
CWD                1.00  0.00
Con                1.00  0.00
ConLD              0.94  0.06
ConLI              1.00  0.00
ConLw              1.00  0.00
New                1.00  0.00
Oth                1.00  0.00
WD                 1.00  0.00
----------------------------------------
if_null_LotConfig    0
MSSubClass            
20                 1.0
30                 1.0
40                 1.0
45                 1.0
50                 1.0
60                 1.0
70                 1.0
75                 1.0
80                 1.0
85                 1.0
90                 1.0
120                1.0
150                1.0
160                1.0
180                1.0
190                1.0
----------------------------------------
if_null_LotConfig    0
MSZoning              
C (all)            1.0
FV                 1.0
RH                 1.0
RL                 1.0
RM                 1.0
----------------------------------------
if_null_LotConfig    0
Street                
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_LotConfig    0
Alley                 
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_LotConfig    0
LotShape              
IR1                1.0
IR2                1.0
IR3                1.0
Reg                1.0
----------------------------------------
if_null_LotConfig    0
LandContour           
Bnk                1.0
HLS                1.0
Low                1.0
Lvl                1.0
----------------------------------------
if_null_LotConfig    0
Utilities             
AllPub             1.0
----------------------------------------
if_null_LotConfig    0
LotConfig             
Corner             1.0
CulDSac            1.0
FR2                1.0
FR3                1.0
Inside             1.0
----------------------------------------
if_null_LotConfig    0
LandSlope             
Gtl                1.0
Mod                1.0
Sev                1.0
----------------------------------------
if_null_LotConfig    0
Neighborhood          
Blmngtn            1.0
Blueste            1.0
BrDale             1.0
BrkSide            1.0
ClearCr            1.0
CollgCr            1.0
Crawfor            1.0
Edwards            1.0
Gilbert            1.0
IDOTRR             1.0
MeadowV            1.0
Mitchel            1.0
NAmes              1.0
NPkVill            1.0
NWAmes             1.0
NoRidge            1.0
NridgHt            1.0
OldTown            1.0
SWISU              1.0
Sawyer             1.0
SawyerW            1.0
Somerst            1.0
StoneBr            1.0
Timber             1.0
Veenker            1.0
----------------------------------------
if_null_LotConfig    0
Condition1            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
RRAe               1.0
RRAn               1.0
RRNe               1.0
RRNn               1.0
----------------------------------------
if_null_LotConfig    0
Condition2            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
----------------------------------------
if_null_LotConfig    0
BldgType              
1Fam               1.0
2fmCon             1.0
Duplex             1.0
Twnhs              1.0
TwnhsE             1.0
----------------------------------------
if_null_LotConfig    0
HouseStyle            
1.5Fin             1.0
1.5Unf             1.0
1Story             1.0
2.5Unf             1.0
2Story             1.0
SFoyer             1.0
SLvl               1.0
----------------------------------------
if_null_LotConfig    0
RoofStyle             
Flat               1.0
Gable              1.0
Gambrel            1.0
Hip                1.0
Mansard            1.0
Shed               1.0
----------------------------------------
if_null_LotConfig    0
RoofMatl              
CompShg            1.0
Tar&Grv            1.0
WdShake            1.0
WdShngl            1.0
----------------------------------------
if_null_LotConfig    0
Exterior1st           
AsbShng            1.0
AsphShn            1.0
BrkComm            1.0
BrkFace            1.0
CBlock             1.0
CemntBd            1.0
HdBoard            1.0
MetalSd            1.0
Plywood            1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
WdShing            1.0
----------------------------------------
if_null_LotConfig    0
Exterior2nd           
AsbShng            1.0
AsphShn            1.0
Brk Cmn            1.0
BrkFace            1.0
CBlock             1.0
CmentBd            1.0
HdBoard            1.0
ImStucc            1.0
MetalSd            1.0
Plywood            1.0
Stone              1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
Wd Shng            1.0
----------------------------------------
if_null_LotConfig    0
MasVnrType            
BrkCmn             1.0
BrkFace            1.0
Stone              1.0
----------------------------------------
if_null_LotConfig    0
ExterQual             
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_LotConfig    0
ExterCond             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LotConfig    0
Foundation            
BrkTil             1.0
CBlock             1.0
PConc              1.0
Slab               1.0
Stone              1.0
Wood               1.0
----------------------------------------
if_null_LotConfig    0
BsmtQual              
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_LotConfig    0
BsmtCond              
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LotConfig    0
BsmtExposure          
Av                 1.0
Gd                 1.0
Mn                 1.0
No                 1.0
----------------------------------------
if_null_LotConfig    0
BsmtFinType1          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_LotConfig    0
BsmtFinType2          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_LotConfig    0
Heating               
GasA               1.0
GasW               1.0
Grav               1.0
Wall               1.0
----------------------------------------
if_null_LotConfig    0
HeatingQC             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LotConfig    0
CentralAir            
N                  1.0
Y                  1.0
----------------------------------------
if_null_LotConfig    0
Electrical            
FuseA              1.0
FuseF              1.0
FuseP              1.0
SBrkr              1.0
----------------------------------------
if_null_LotConfig    0
KitchenQual           
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_LotConfig    0
Functional            
Maj1               1.0
Maj2               1.0
Min1               1.0
Min2               1.0
Mod                1.0
Sev                1.0
Typ                1.0
----------------------------------------
if_null_LotConfig    0
FireplaceQu           
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LotConfig    0
GarageType            
2Types             1.0
Attchd             1.0
Basment            1.0
BuiltIn            1.0
CarPort            1.0
Detchd             1.0
----------------------------------------
if_null_LotConfig    0
GarageFinish          
Fin                1.0
RFn                1.0
Unf                1.0
----------------------------------------
if_null_LotConfig    0
GarageQual            
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LotConfig    0
GarageCond            
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LotConfig    0
PavedDrive            
N                  1.0
P                  1.0
Y                  1.0
----------------------------------------
if_null_LotConfig    0
PoolQC                
Ex                 1.0
Gd                 1.0
----------------------------------------
if_null_LotConfig    0
Fence                 
GdPrv              1.0
GdWo               1.0
MnPrv              1.0
MnWw               1.0
----------------------------------------
if_null_LotConfig    0
MiscFeature           
Gar2               1.0
Othr               1.0
Shed               1.0
----------------------------------------
if_null_LotConfig    0
SaleType              
COD                1.0
CWD                1.0
Con                1.0
ConLD              1.0
ConLI              1.0
ConLw              1.0
New                1.0
Oth                1.0
WD                 1.0
----------------------------------------
if_null_LandSlope    0
MSSubClass            
20                 1.0
30                 1.0
40                 1.0
45                 1.0
50                 1.0
60                 1.0
70                 1.0
75                 1.0
80                 1.0
85                 1.0
90                 1.0
120                1.0
150                1.0
160                1.0
180                1.0
190                1.0
----------------------------------------
if_null_LandSlope    0
MSZoning              
C (all)            1.0
FV                 1.0
RH                 1.0
RL                 1.0
RM                 1.0
----------------------------------------
if_null_LandSlope    0
Street                
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_LandSlope    0
Alley                 
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_LandSlope    0
LotShape              
IR1                1.0
IR2                1.0
IR3                1.0
Reg                1.0
----------------------------------------
if_null_LandSlope    0
LandContour           
Bnk                1.0
HLS                1.0
Low                1.0
Lvl                1.0
----------------------------------------
if_null_LandSlope    0
Utilities             
AllPub             1.0
----------------------------------------
if_null_LandSlope    0
LotConfig             
Corner             1.0
CulDSac            1.0
FR2                1.0
FR3                1.0
Inside             1.0
----------------------------------------
if_null_LandSlope    0
LandSlope             
Gtl                1.0
Mod                1.0
Sev                1.0
----------------------------------------
if_null_LandSlope    0
Neighborhood          
Blmngtn            1.0
Blueste            1.0
BrDale             1.0
BrkSide            1.0
ClearCr            1.0
CollgCr            1.0
Crawfor            1.0
Edwards            1.0
Gilbert            1.0
IDOTRR             1.0
MeadowV            1.0
Mitchel            1.0
NAmes              1.0
NPkVill            1.0
NWAmes             1.0
NoRidge            1.0
NridgHt            1.0
OldTown            1.0
SWISU              1.0
Sawyer             1.0
SawyerW            1.0
Somerst            1.0
StoneBr            1.0
Timber             1.0
Veenker            1.0
----------------------------------------
if_null_LandSlope    0
Condition1            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
RRAe               1.0
RRAn               1.0
RRNe               1.0
RRNn               1.0
----------------------------------------
if_null_LandSlope    0
Condition2            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
----------------------------------------
if_null_LandSlope    0
BldgType              
1Fam               1.0
2fmCon             1.0
Duplex             1.0
Twnhs              1.0
TwnhsE             1.0
----------------------------------------
if_null_LandSlope    0
HouseStyle            
1.5Fin             1.0
1.5Unf             1.0
1Story             1.0
2.5Unf             1.0
2Story             1.0
SFoyer             1.0
SLvl               1.0
----------------------------------------
if_null_LandSlope    0
RoofStyle             
Flat               1.0
Gable              1.0
Gambrel            1.0
Hip                1.0
Mansard            1.0
Shed               1.0
----------------------------------------
if_null_LandSlope    0
RoofMatl              
CompShg            1.0
Tar&Grv            1.0
WdShake            1.0
WdShngl            1.0
----------------------------------------
if_null_LandSlope    0
Exterior1st           
AsbShng            1.0
AsphShn            1.0
BrkComm            1.0
BrkFace            1.0
CBlock             1.0
CemntBd            1.0
HdBoard            1.0
MetalSd            1.0
Plywood            1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
WdShing            1.0
----------------------------------------
if_null_LandSlope    0
Exterior2nd           
AsbShng            1.0
AsphShn            1.0
Brk Cmn            1.0
BrkFace            1.0
CBlock             1.0
CmentBd            1.0
HdBoard            1.0
ImStucc            1.0
MetalSd            1.0
Plywood            1.0
Stone              1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
Wd Shng            1.0
----------------------------------------
if_null_LandSlope    0
MasVnrType            
BrkCmn             1.0
BrkFace            1.0
Stone              1.0
----------------------------------------
if_null_LandSlope    0
ExterQual             
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_LandSlope    0
ExterCond             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LandSlope    0
Foundation            
BrkTil             1.0
CBlock             1.0
PConc              1.0
Slab               1.0
Stone              1.0
Wood               1.0
----------------------------------------
if_null_LandSlope    0
BsmtQual              
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_LandSlope    0
BsmtCond              
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LandSlope    0
BsmtExposure          
Av                 1.0
Gd                 1.0
Mn                 1.0
No                 1.0
----------------------------------------
if_null_LandSlope    0
BsmtFinType1          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_LandSlope    0
BsmtFinType2          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_LandSlope    0
Heating               
GasA               1.0
GasW               1.0
Grav               1.0
Wall               1.0
----------------------------------------
if_null_LandSlope    0
HeatingQC             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LandSlope    0
CentralAir            
N                  1.0
Y                  1.0
----------------------------------------
if_null_LandSlope    0
Electrical            
FuseA              1.0
FuseF              1.0
FuseP              1.0
SBrkr              1.0
----------------------------------------
if_null_LandSlope    0
KitchenQual           
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_LandSlope    0
Functional            
Maj1               1.0
Maj2               1.0
Min1               1.0
Min2               1.0
Mod                1.0
Sev                1.0
Typ                1.0
----------------------------------------
if_null_LandSlope    0
FireplaceQu           
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LandSlope    0
GarageType            
2Types             1.0
Attchd             1.0
Basment            1.0
BuiltIn            1.0
CarPort            1.0
Detchd             1.0
----------------------------------------
if_null_LandSlope    0
GarageFinish          
Fin                1.0
RFn                1.0
Unf                1.0
----------------------------------------
if_null_LandSlope    0
GarageQual            
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LandSlope    0
GarageCond            
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_LandSlope    0
PavedDrive            
N                  1.0
P                  1.0
Y                  1.0
----------------------------------------
if_null_LandSlope    0
PoolQC                
Ex                 1.0
Gd                 1.0
----------------------------------------
if_null_LandSlope    0
Fence                 
GdPrv              1.0
GdWo               1.0
MnPrv              1.0
MnWw               1.0
----------------------------------------
if_null_LandSlope    0
MiscFeature           
Gar2               1.0
Othr               1.0
Shed               1.0
----------------------------------------
if_null_LandSlope    0
SaleType              
COD                1.0
CWD                1.0
Con                1.0
ConLD              1.0
ConLI              1.0
ConLw              1.0
New                1.0
Oth                1.0
WD                 1.0
----------------------------------------
if_null_Neighborhood    0
MSSubClass               
20                    1.0
30                    1.0
40                    1.0
45                    1.0
50                    1.0
60                    1.0
70                    1.0
75                    1.0
80                    1.0
85                    1.0
90                    1.0
120                   1.0
150                   1.0
160                   1.0
180                   1.0
190                   1.0
----------------------------------------
if_null_Neighborhood    0
MSZoning                 
C (all)               1.0
FV                    1.0
RH                    1.0
RL                    1.0
RM                    1.0
----------------------------------------
if_null_Neighborhood    0
Street                   
Grvl                  1.0
Pave                  1.0
----------------------------------------
if_null_Neighborhood    0
Alley                    
Grvl                  1.0
Pave                  1.0
----------------------------------------
if_null_Neighborhood    0
LotShape                 
IR1                   1.0
IR2                   1.0
IR3                   1.0
Reg                   1.0
----------------------------------------
if_null_Neighborhood    0
LandContour              
Bnk                   1.0
HLS                   1.0
Low                   1.0
Lvl                   1.0
----------------------------------------
if_null_Neighborhood    0
Utilities                
AllPub                1.0
----------------------------------------
if_null_Neighborhood    0
LotConfig                
Corner                1.0
CulDSac               1.0
FR2                   1.0
FR3                   1.0
Inside                1.0
----------------------------------------
if_null_Neighborhood    0
LandSlope                
Gtl                   1.0
Mod                   1.0
Sev                   1.0
----------------------------------------
if_null_Neighborhood    0
Neighborhood             
Blmngtn               1.0
Blueste               1.0
BrDale                1.0
BrkSide               1.0
ClearCr               1.0
CollgCr               1.0
Crawfor               1.0
Edwards               1.0
Gilbert               1.0
IDOTRR                1.0
MeadowV               1.0
Mitchel               1.0
NAmes                 1.0
NPkVill               1.0
NWAmes                1.0
NoRidge               1.0
NridgHt               1.0
OldTown               1.0
SWISU                 1.0
Sawyer                1.0
SawyerW               1.0
Somerst               1.0
StoneBr               1.0
Timber                1.0
Veenker               1.0
----------------------------------------
if_null_Neighborhood    0
Condition1               
Artery                1.0
Feedr                 1.0
Norm                  1.0
PosA                  1.0
PosN                  1.0
RRAe                  1.0
RRAn                  1.0
RRNe                  1.0
RRNn                  1.0
----------------------------------------
if_null_Neighborhood    0
Condition2               
Artery                1.0
Feedr                 1.0
Norm                  1.0
PosA                  1.0
PosN                  1.0
----------------------------------------
if_null_Neighborhood    0
BldgType                 
1Fam                  1.0
2fmCon                1.0
Duplex                1.0
Twnhs                 1.0
TwnhsE                1.0
----------------------------------------
if_null_Neighborhood    0
HouseStyle               
1.5Fin                1.0
1.5Unf                1.0
1Story                1.0
2.5Unf                1.0
2Story                1.0
SFoyer                1.0
SLvl                  1.0
----------------------------------------
if_null_Neighborhood    0
RoofStyle                
Flat                  1.0
Gable                 1.0
Gambrel               1.0
Hip                   1.0
Mansard               1.0
Shed                  1.0
----------------------------------------
if_null_Neighborhood    0
RoofMatl                 
CompShg               1.0
Tar&Grv               1.0
WdShake               1.0
WdShngl               1.0
----------------------------------------
if_null_Neighborhood    0
Exterior1st              
AsbShng               1.0
AsphShn               1.0
BrkComm               1.0
BrkFace               1.0
CBlock                1.0
CemntBd               1.0
HdBoard               1.0
MetalSd               1.0
Plywood               1.0
Stucco                1.0
VinylSd               1.0
Wd Sdng               1.0
WdShing               1.0
----------------------------------------
if_null_Neighborhood    0
Exterior2nd              
AsbShng               1.0
AsphShn               1.0
Brk Cmn               1.0
BrkFace               1.0
CBlock                1.0
CmentBd               1.0
HdBoard               1.0
ImStucc               1.0
MetalSd               1.0
Plywood               1.0
Stone                 1.0
Stucco                1.0
VinylSd               1.0
Wd Sdng               1.0
Wd Shng               1.0
----------------------------------------
if_null_Neighborhood    0
MasVnrType               
BrkCmn                1.0
BrkFace               1.0
Stone                 1.0
----------------------------------------
if_null_Neighborhood    0
ExterQual                
Ex                    1.0
Fa                    1.0
Gd                    1.0
TA                    1.0
----------------------------------------
if_null_Neighborhood    0
ExterCond                
Ex                    1.0
Fa                    1.0
Gd                    1.0
Po                    1.0
TA                    1.0
----------------------------------------
if_null_Neighborhood    0
Foundation               
BrkTil                1.0
CBlock                1.0
PConc                 1.0
Slab                  1.0
Stone                 1.0
Wood                  1.0
----------------------------------------
if_null_Neighborhood    0
BsmtQual                 
Ex                    1.0
Fa                    1.0
Gd                    1.0
TA                    1.0
----------------------------------------
if_null_Neighborhood    0
BsmtCond                 
Fa                    1.0
Gd                    1.0
Po                    1.0
TA                    1.0
----------------------------------------
if_null_Neighborhood    0
BsmtExposure             
Av                    1.0
Gd                    1.0
Mn                    1.0
No                    1.0
----------------------------------------
if_null_Neighborhood    0
BsmtFinType1             
ALQ                   1.0
BLQ                   1.0
GLQ                   1.0
LwQ                   1.0
Rec                   1.0
Unf                   1.0
----------------------------------------
if_null_Neighborhood    0
BsmtFinType2             
ALQ                   1.0
BLQ                   1.0
GLQ                   1.0
LwQ                   1.0
Rec                   1.0
Unf                   1.0
----------------------------------------
if_null_Neighborhood    0
Heating                  
GasA                  1.0
GasW                  1.0
Grav                  1.0
Wall                  1.0
----------------------------------------
if_null_Neighborhood    0
HeatingQC                
Ex                    1.0
Fa                    1.0
Gd                    1.0
Po                    1.0
TA                    1.0
----------------------------------------
if_null_Neighborhood    0
CentralAir               
N                     1.0
Y                     1.0
----------------------------------------
if_null_Neighborhood    0
Electrical               
FuseA                 1.0
FuseF                 1.0
FuseP                 1.0
SBrkr                 1.0
----------------------------------------
if_null_Neighborhood    0
KitchenQual              
Ex                    1.0
Fa                    1.0
Gd                    1.0
TA                    1.0
----------------------------------------
if_null_Neighborhood    0
Functional               
Maj1                  1.0
Maj2                  1.0
Min1                  1.0
Min2                  1.0
Mod                   1.0
Sev                   1.0
Typ                   1.0
----------------------------------------
if_null_Neighborhood    0
FireplaceQu              
Ex                    1.0
Fa                    1.0
Gd                    1.0
Po                    1.0
TA                    1.0
----------------------------------------
if_null_Neighborhood    0
GarageType               
2Types                1.0
Attchd                1.0
Basment               1.0
BuiltIn               1.0
CarPort               1.0
Detchd                1.0
----------------------------------------
if_null_Neighborhood    0
GarageFinish             
Fin                   1.0
RFn                   1.0
Unf                   1.0
----------------------------------------
if_null_Neighborhood    0
GarageQual               
Fa                    1.0
Gd                    1.0
Po                    1.0
TA                    1.0
----------------------------------------
if_null_Neighborhood    0
GarageCond               
Ex                    1.0
Fa                    1.0
Gd                    1.0
Po                    1.0
TA                    1.0
----------------------------------------
if_null_Neighborhood    0
PavedDrive               
N                     1.0
P                     1.0
Y                     1.0
----------------------------------------
if_null_Neighborhood    0
PoolQC                   
Ex                    1.0
Gd                    1.0
----------------------------------------
if_null_Neighborhood    0
Fence                    
GdPrv                 1.0
GdWo                  1.0
MnPrv                 1.0
MnWw                  1.0
----------------------------------------
if_null_Neighborhood    0
MiscFeature              
Gar2                  1.0
Othr                  1.0
Shed                  1.0
----------------------------------------
if_null_Neighborhood    0
SaleType                 
COD                   1.0
CWD                   1.0
Con                   1.0
ConLD                 1.0
ConLI                 1.0
ConLw                 1.0
New                   1.0
Oth                   1.0
WD                    1.0
----------------------------------------
if_null_Condition1    0
MSSubClass             
20                  1.0
30                  1.0
40                  1.0
45                  1.0
50                  1.0
60                  1.0
70                  1.0
75                  1.0
80                  1.0
85                  1.0
90                  1.0
120                 1.0
150                 1.0
160                 1.0
180                 1.0
190                 1.0
----------------------------------------
if_null_Condition1    0
MSZoning               
C (all)             1.0
FV                  1.0
RH                  1.0
RL                  1.0
RM                  1.0
----------------------------------------
if_null_Condition1    0
Street                 
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_Condition1    0
Alley                  
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_Condition1    0
LotShape               
IR1                 1.0
IR2                 1.0
IR3                 1.0
Reg                 1.0
----------------------------------------
if_null_Condition1    0
LandContour            
Bnk                 1.0
HLS                 1.0
Low                 1.0
Lvl                 1.0
----------------------------------------
if_null_Condition1    0
Utilities              
AllPub              1.0
----------------------------------------
if_null_Condition1    0
LotConfig              
Corner              1.0
CulDSac             1.0
FR2                 1.0
FR3                 1.0
Inside              1.0
----------------------------------------
if_null_Condition1    0
LandSlope              
Gtl                 1.0
Mod                 1.0
Sev                 1.0
----------------------------------------
if_null_Condition1    0
Neighborhood           
Blmngtn             1.0
Blueste             1.0
BrDale              1.0
BrkSide             1.0
ClearCr             1.0
CollgCr             1.0
Crawfor             1.0
Edwards             1.0
Gilbert             1.0
IDOTRR              1.0
MeadowV             1.0
Mitchel             1.0
NAmes               1.0
NPkVill             1.0
NWAmes              1.0
NoRidge             1.0
NridgHt             1.0
OldTown             1.0
SWISU               1.0
Sawyer              1.0
SawyerW             1.0
Somerst             1.0
StoneBr             1.0
Timber              1.0
Veenker             1.0
----------------------------------------
if_null_Condition1    0
Condition1             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNe                1.0
RRNn                1.0
----------------------------------------
if_null_Condition1    0
Condition2             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
----------------------------------------
if_null_Condition1    0
BldgType               
1Fam                1.0
2fmCon              1.0
Duplex              1.0
Twnhs               1.0
TwnhsE              1.0
----------------------------------------
if_null_Condition1    0
HouseStyle             
1.5Fin              1.0
1.5Unf              1.0
1Story              1.0
2.5Unf              1.0
2Story              1.0
SFoyer              1.0
SLvl                1.0
----------------------------------------
if_null_Condition1    0
RoofStyle              
Flat                1.0
Gable               1.0
Gambrel             1.0
Hip                 1.0
Mansard             1.0
Shed                1.0
----------------------------------------
if_null_Condition1    0
RoofMatl               
CompShg             1.0
Tar&Grv             1.0
WdShake             1.0
WdShngl             1.0
----------------------------------------
if_null_Condition1    0
Exterior1st            
AsbShng             1.0
AsphShn             1.0
BrkComm             1.0
BrkFace             1.0
CBlock              1.0
CemntBd             1.0
HdBoard             1.0
MetalSd             1.0
Plywood             1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
WdShing             1.0
----------------------------------------
if_null_Condition1    0
Exterior2nd            
AsbShng             1.0
AsphShn             1.0
Brk Cmn             1.0
BrkFace             1.0
CBlock              1.0
CmentBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
Wd Shng             1.0
----------------------------------------
if_null_Condition1    0
MasVnrType             
BrkCmn              1.0
BrkFace             1.0
Stone               1.0
----------------------------------------
if_null_Condition1    0
ExterQual              
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Condition1    0
ExterCond              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition1    0
Foundation             
BrkTil              1.0
CBlock              1.0
PConc               1.0
Slab                1.0
Stone               1.0
Wood                1.0
----------------------------------------
if_null_Condition1    0
BsmtQual               
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Condition1    0
BsmtCond               
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition1    0
BsmtExposure           
Av                  1.0
Gd                  1.0
Mn                  1.0
No                  1.0
----------------------------------------
if_null_Condition1    0
BsmtFinType1           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_Condition1    0
BsmtFinType2           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_Condition1    0
Heating                
GasA                1.0
GasW                1.0
Grav                1.0
Wall                1.0
----------------------------------------
if_null_Condition1    0
HeatingQC              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition1    0
CentralAir             
N                   1.0
Y                   1.0
----------------------------------------
if_null_Condition1    0
Electrical             
FuseA               1.0
FuseF               1.0
FuseP               1.0
SBrkr               1.0
----------------------------------------
if_null_Condition1    0
KitchenQual            
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Condition1    0
Functional             
Maj1                1.0
Maj2                1.0
Min1                1.0
Min2                1.0
Mod                 1.0
Sev                 1.0
Typ                 1.0
----------------------------------------
if_null_Condition1    0
FireplaceQu            
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition1    0
GarageType             
2Types              1.0
Attchd              1.0
Basment             1.0
BuiltIn             1.0
CarPort             1.0
Detchd              1.0
----------------------------------------
if_null_Condition1    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_Condition1    0
GarageQual             
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition1    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition1    0
PavedDrive             
N                   1.0
P                   1.0
Y                   1.0
----------------------------------------
if_null_Condition1    0
PoolQC                 
Ex                  1.0
Gd                  1.0
----------------------------------------
if_null_Condition1    0
Fence                  
GdPrv               1.0
GdWo                1.0
MnPrv               1.0
MnWw                1.0
----------------------------------------
if_null_Condition1    0
MiscFeature            
Gar2                1.0
Othr                1.0
Shed                1.0
----------------------------------------
if_null_Condition1    0
SaleType               
COD                 1.0
CWD                 1.0
Con                 1.0
ConLD               1.0
ConLI               1.0
ConLw               1.0
New                 1.0
Oth                 1.0
WD                  1.0
----------------------------------------
if_null_Condition2    0
MSSubClass             
20                  1.0
30                  1.0
40                  1.0
45                  1.0
50                  1.0
60                  1.0
70                  1.0
75                  1.0
80                  1.0
85                  1.0
90                  1.0
120                 1.0
150                 1.0
160                 1.0
180                 1.0
190                 1.0
----------------------------------------
if_null_Condition2    0
MSZoning               
C (all)             1.0
FV                  1.0
RH                  1.0
RL                  1.0
RM                  1.0
----------------------------------------
if_null_Condition2    0
Street                 
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_Condition2    0
Alley                  
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_Condition2    0
LotShape               
IR1                 1.0
IR2                 1.0
IR3                 1.0
Reg                 1.0
----------------------------------------
if_null_Condition2    0
LandContour            
Bnk                 1.0
HLS                 1.0
Low                 1.0
Lvl                 1.0
----------------------------------------
if_null_Condition2    0
Utilities              
AllPub              1.0
----------------------------------------
if_null_Condition2    0
LotConfig              
Corner              1.0
CulDSac             1.0
FR2                 1.0
FR3                 1.0
Inside              1.0
----------------------------------------
if_null_Condition2    0
LandSlope              
Gtl                 1.0
Mod                 1.0
Sev                 1.0
----------------------------------------
if_null_Condition2    0
Neighborhood           
Blmngtn             1.0
Blueste             1.0
BrDale              1.0
BrkSide             1.0
ClearCr             1.0
CollgCr             1.0
Crawfor             1.0
Edwards             1.0
Gilbert             1.0
IDOTRR              1.0
MeadowV             1.0
Mitchel             1.0
NAmes               1.0
NPkVill             1.0
NWAmes              1.0
NoRidge             1.0
NridgHt             1.0
OldTown             1.0
SWISU               1.0
Sawyer              1.0
SawyerW             1.0
Somerst             1.0
StoneBr             1.0
Timber              1.0
Veenker             1.0
----------------------------------------
if_null_Condition2    0
Condition1             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNe                1.0
RRNn                1.0
----------------------------------------
if_null_Condition2    0
Condition2             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
----------------------------------------
if_null_Condition2    0
BldgType               
1Fam                1.0
2fmCon              1.0
Duplex              1.0
Twnhs               1.0
TwnhsE              1.0
----------------------------------------
if_null_Condition2    0
HouseStyle             
1.5Fin              1.0
1.5Unf              1.0
1Story              1.0
2.5Unf              1.0
2Story              1.0
SFoyer              1.0
SLvl                1.0
----------------------------------------
if_null_Condition2    0
RoofStyle              
Flat                1.0
Gable               1.0
Gambrel             1.0
Hip                 1.0
Mansard             1.0
Shed                1.0
----------------------------------------
if_null_Condition2    0
RoofMatl               
CompShg             1.0
Tar&Grv             1.0
WdShake             1.0
WdShngl             1.0
----------------------------------------
if_null_Condition2    0
Exterior1st            
AsbShng             1.0
AsphShn             1.0
BrkComm             1.0
BrkFace             1.0
CBlock              1.0
CemntBd             1.0
HdBoard             1.0
MetalSd             1.0
Plywood             1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
WdShing             1.0
----------------------------------------
if_null_Condition2    0
Exterior2nd            
AsbShng             1.0
AsphShn             1.0
Brk Cmn             1.0
BrkFace             1.0
CBlock              1.0
CmentBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
Wd Shng             1.0
----------------------------------------
if_null_Condition2    0
MasVnrType             
BrkCmn              1.0
BrkFace             1.0
Stone               1.0
----------------------------------------
if_null_Condition2    0
ExterQual              
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Condition2    0
ExterCond              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition2    0
Foundation             
BrkTil              1.0
CBlock              1.0
PConc               1.0
Slab                1.0
Stone               1.0
Wood                1.0
----------------------------------------
if_null_Condition2    0
BsmtQual               
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Condition2    0
BsmtCond               
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition2    0
BsmtExposure           
Av                  1.0
Gd                  1.0
Mn                  1.0
No                  1.0
----------------------------------------
if_null_Condition2    0
BsmtFinType1           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_Condition2    0
BsmtFinType2           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_Condition2    0
Heating                
GasA                1.0
GasW                1.0
Grav                1.0
Wall                1.0
----------------------------------------
if_null_Condition2    0
HeatingQC              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition2    0
CentralAir             
N                   1.0
Y                   1.0
----------------------------------------
if_null_Condition2    0
Electrical             
FuseA               1.0
FuseF               1.0
FuseP               1.0
SBrkr               1.0
----------------------------------------
if_null_Condition2    0
KitchenQual            
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Condition2    0
Functional             
Maj1                1.0
Maj2                1.0
Min1                1.0
Min2                1.0
Mod                 1.0
Sev                 1.0
Typ                 1.0
----------------------------------------
if_null_Condition2    0
FireplaceQu            
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition2    0
GarageType             
2Types              1.0
Attchd              1.0
Basment             1.0
BuiltIn             1.0
CarPort             1.0
Detchd              1.0
----------------------------------------
if_null_Condition2    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_Condition2    0
GarageQual             
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition2    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Condition2    0
PavedDrive             
N                   1.0
P                   1.0
Y                   1.0
----------------------------------------
if_null_Condition2    0
PoolQC                 
Ex                  1.0
Gd                  1.0
----------------------------------------
if_null_Condition2    0
Fence                  
GdPrv               1.0
GdWo                1.0
MnPrv               1.0
MnWw                1.0
----------------------------------------
if_null_Condition2    0
MiscFeature            
Gar2                1.0
Othr                1.0
Shed                1.0
----------------------------------------
if_null_Condition2    0
SaleType               
COD                 1.0
CWD                 1.0
Con                 1.0
ConLD               1.0
ConLI               1.0
ConLw               1.0
New                 1.0
Oth                 1.0
WD                  1.0
----------------------------------------
if_null_BldgType    0
MSSubClass           
20                1.0
30                1.0
40                1.0
45                1.0
50                1.0
60                1.0
70                1.0
75                1.0
80                1.0
85                1.0
90                1.0
120               1.0
150               1.0
160               1.0
180               1.0
190               1.0
----------------------------------------
if_null_BldgType    0
MSZoning             
C (all)           1.0
FV                1.0
RH                1.0
RL                1.0
RM                1.0
----------------------------------------
if_null_BldgType    0
Street               
Grvl              1.0
Pave              1.0
----------------------------------------
if_null_BldgType    0
Alley                
Grvl              1.0
Pave              1.0
----------------------------------------
if_null_BldgType    0
LotShape             
IR1               1.0
IR2               1.0
IR3               1.0
Reg               1.0
----------------------------------------
if_null_BldgType    0
LandContour          
Bnk               1.0
HLS               1.0
Low               1.0
Lvl               1.0
----------------------------------------
if_null_BldgType    0
Utilities            
AllPub            1.0
----------------------------------------
if_null_BldgType    0
LotConfig            
Corner            1.0
CulDSac           1.0
FR2               1.0
FR3               1.0
Inside            1.0
----------------------------------------
if_null_BldgType    0
LandSlope            
Gtl               1.0
Mod               1.0
Sev               1.0
----------------------------------------
if_null_BldgType    0
Neighborhood         
Blmngtn           1.0
Blueste           1.0
BrDale            1.0
BrkSide           1.0
ClearCr           1.0
CollgCr           1.0
Crawfor           1.0
Edwards           1.0
Gilbert           1.0
IDOTRR            1.0
MeadowV           1.0
Mitchel           1.0
NAmes             1.0
NPkVill           1.0
NWAmes            1.0
NoRidge           1.0
NridgHt           1.0
OldTown           1.0
SWISU             1.0
Sawyer            1.0
SawyerW           1.0
Somerst           1.0
StoneBr           1.0
Timber            1.0
Veenker           1.0
----------------------------------------
if_null_BldgType    0
Condition1           
Artery            1.0
Feedr             1.0
Norm              1.0
PosA              1.0
PosN              1.0
RRAe              1.0
RRAn              1.0
RRNe              1.0
RRNn              1.0
----------------------------------------
if_null_BldgType    0
Condition2           
Artery            1.0
Feedr             1.0
Norm              1.0
PosA              1.0
PosN              1.0
----------------------------------------
if_null_BldgType    0
BldgType             
1Fam              1.0
2fmCon            1.0
Duplex            1.0
Twnhs             1.0
TwnhsE            1.0
----------------------------------------
if_null_BldgType    0
HouseStyle           
1.5Fin            1.0
1.5Unf            1.0
1Story            1.0
2.5Unf            1.0
2Story            1.0
SFoyer            1.0
SLvl              1.0
----------------------------------------
if_null_BldgType    0
RoofStyle            
Flat              1.0
Gable             1.0
Gambrel           1.0
Hip               1.0
Mansard           1.0
Shed              1.0
----------------------------------------
if_null_BldgType    0
RoofMatl             
CompShg           1.0
Tar&Grv           1.0
WdShake           1.0
WdShngl           1.0
----------------------------------------
if_null_BldgType    0
Exterior1st          
AsbShng           1.0
AsphShn           1.0
BrkComm           1.0
BrkFace           1.0
CBlock            1.0
CemntBd           1.0
HdBoard           1.0
MetalSd           1.0
Plywood           1.0
Stucco            1.0
VinylSd           1.0
Wd Sdng           1.0
WdShing           1.0
----------------------------------------
if_null_BldgType    0
Exterior2nd          
AsbShng           1.0
AsphShn           1.0
Brk Cmn           1.0
BrkFace           1.0
CBlock            1.0
CmentBd           1.0
HdBoard           1.0
ImStucc           1.0
MetalSd           1.0
Plywood           1.0
Stone             1.0
Stucco            1.0
VinylSd           1.0
Wd Sdng           1.0
Wd Shng           1.0
----------------------------------------
if_null_BldgType    0
MasVnrType           
BrkCmn            1.0
BrkFace           1.0
Stone             1.0
----------------------------------------
if_null_BldgType    0
ExterQual            
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_BldgType    0
ExterCond            
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_BldgType    0
Foundation           
BrkTil            1.0
CBlock            1.0
PConc             1.0
Slab              1.0
Stone             1.0
Wood              1.0
----------------------------------------
if_null_BldgType    0
BsmtQual             
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_BldgType    0
BsmtCond             
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_BldgType    0
BsmtExposure         
Av                1.0
Gd                1.0
Mn                1.0
No                1.0
----------------------------------------
if_null_BldgType    0
BsmtFinType1         
ALQ               1.0
BLQ               1.0
GLQ               1.0
LwQ               1.0
Rec               1.0
Unf               1.0
----------------------------------------
if_null_BldgType    0
BsmtFinType2         
ALQ               1.0
BLQ               1.0
GLQ               1.0
LwQ               1.0
Rec               1.0
Unf               1.0
----------------------------------------
if_null_BldgType    0
Heating              
GasA              1.0
GasW              1.0
Grav              1.0
Wall              1.0
----------------------------------------
if_null_BldgType    0
HeatingQC            
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_BldgType    0
CentralAir           
N                 1.0
Y                 1.0
----------------------------------------
if_null_BldgType    0
Electrical           
FuseA             1.0
FuseF             1.0
FuseP             1.0
SBrkr             1.0
----------------------------------------
if_null_BldgType    0
KitchenQual          
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_BldgType    0
Functional           
Maj1              1.0
Maj2              1.0
Min1              1.0
Min2              1.0
Mod               1.0
Sev               1.0
Typ               1.0
----------------------------------------
if_null_BldgType    0
FireplaceQu          
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_BldgType    0
GarageType           
2Types            1.0
Attchd            1.0
Basment           1.0
BuiltIn           1.0
CarPort           1.0
Detchd            1.0
----------------------------------------
if_null_BldgType    0
GarageFinish         
Fin               1.0
RFn               1.0
Unf               1.0
----------------------------------------
if_null_BldgType    0
GarageQual           
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_BldgType    0
GarageCond           
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_BldgType    0
PavedDrive           
N                 1.0
P                 1.0
Y                 1.0
----------------------------------------
if_null_BldgType    0
PoolQC               
Ex                1.0
Gd                1.0
----------------------------------------
if_null_BldgType    0
Fence                
GdPrv             1.0
GdWo              1.0
MnPrv             1.0
MnWw              1.0
----------------------------------------
if_null_BldgType    0
MiscFeature          
Gar2              1.0
Othr              1.0
Shed              1.0
----------------------------------------
if_null_BldgType    0
SaleType             
COD               1.0
CWD               1.0
Con               1.0
ConLD             1.0
ConLI             1.0
ConLw             1.0
New               1.0
Oth               1.0
WD                1.0
----------------------------------------
if_null_HouseStyle    0
MSSubClass             
20                  1.0
30                  1.0
40                  1.0
45                  1.0
50                  1.0
60                  1.0
70                  1.0
75                  1.0
80                  1.0
85                  1.0
90                  1.0
120                 1.0
150                 1.0
160                 1.0
180                 1.0
190                 1.0
----------------------------------------
if_null_HouseStyle    0
MSZoning               
C (all)             1.0
FV                  1.0
RH                  1.0
RL                  1.0
RM                  1.0
----------------------------------------
if_null_HouseStyle    0
Street                 
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_HouseStyle    0
Alley                  
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_HouseStyle    0
LotShape               
IR1                 1.0
IR2                 1.0
IR3                 1.0
Reg                 1.0
----------------------------------------
if_null_HouseStyle    0
LandContour            
Bnk                 1.0
HLS                 1.0
Low                 1.0
Lvl                 1.0
----------------------------------------
if_null_HouseStyle    0
Utilities              
AllPub              1.0
----------------------------------------
if_null_HouseStyle    0
LotConfig              
Corner              1.0
CulDSac             1.0
FR2                 1.0
FR3                 1.0
Inside              1.0
----------------------------------------
if_null_HouseStyle    0
LandSlope              
Gtl                 1.0
Mod                 1.0
Sev                 1.0
----------------------------------------
if_null_HouseStyle    0
Neighborhood           
Blmngtn             1.0
Blueste             1.0
BrDale              1.0
BrkSide             1.0
ClearCr             1.0
CollgCr             1.0
Crawfor             1.0
Edwards             1.0
Gilbert             1.0
IDOTRR              1.0
MeadowV             1.0
Mitchel             1.0
NAmes               1.0
NPkVill             1.0
NWAmes              1.0
NoRidge             1.0
NridgHt             1.0
OldTown             1.0
SWISU               1.0
Sawyer              1.0
SawyerW             1.0
Somerst             1.0
StoneBr             1.0
Timber              1.0
Veenker             1.0
----------------------------------------
if_null_HouseStyle    0
Condition1             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNe                1.0
RRNn                1.0
----------------------------------------
if_null_HouseStyle    0
Condition2             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
----------------------------------------
if_null_HouseStyle    0
BldgType               
1Fam                1.0
2fmCon              1.0
Duplex              1.0
Twnhs               1.0
TwnhsE              1.0
----------------------------------------
if_null_HouseStyle    0
HouseStyle             
1.5Fin              1.0
1.5Unf              1.0
1Story              1.0
2.5Unf              1.0
2Story              1.0
SFoyer              1.0
SLvl                1.0
----------------------------------------
if_null_HouseStyle    0
RoofStyle              
Flat                1.0
Gable               1.0
Gambrel             1.0
Hip                 1.0
Mansard             1.0
Shed                1.0
----------------------------------------
if_null_HouseStyle    0
RoofMatl               
CompShg             1.0
Tar&Grv             1.0
WdShake             1.0
WdShngl             1.0
----------------------------------------
if_null_HouseStyle    0
Exterior1st            
AsbShng             1.0
AsphShn             1.0
BrkComm             1.0
BrkFace             1.0
CBlock              1.0
CemntBd             1.0
HdBoard             1.0
MetalSd             1.0
Plywood             1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
WdShing             1.0
----------------------------------------
if_null_HouseStyle    0
Exterior2nd            
AsbShng             1.0
AsphShn             1.0
Brk Cmn             1.0
BrkFace             1.0
CBlock              1.0
CmentBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
Wd Shng             1.0
----------------------------------------
if_null_HouseStyle    0
MasVnrType             
BrkCmn              1.0
BrkFace             1.0
Stone               1.0
----------------------------------------
if_null_HouseStyle    0
ExterQual              
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_HouseStyle    0
ExterCond              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_HouseStyle    0
Foundation             
BrkTil              1.0
CBlock              1.0
PConc               1.0
Slab                1.0
Stone               1.0
Wood                1.0
----------------------------------------
if_null_HouseStyle    0
BsmtQual               
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_HouseStyle    0
BsmtCond               
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_HouseStyle    0
BsmtExposure           
Av                  1.0
Gd                  1.0
Mn                  1.0
No                  1.0
----------------------------------------
if_null_HouseStyle    0
BsmtFinType1           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_HouseStyle    0
BsmtFinType2           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_HouseStyle    0
Heating                
GasA                1.0
GasW                1.0
Grav                1.0
Wall                1.0
----------------------------------------
if_null_HouseStyle    0
HeatingQC              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_HouseStyle    0
CentralAir             
N                   1.0
Y                   1.0
----------------------------------------
if_null_HouseStyle    0
Electrical             
FuseA               1.0
FuseF               1.0
FuseP               1.0
SBrkr               1.0
----------------------------------------
if_null_HouseStyle    0
KitchenQual            
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_HouseStyle    0
Functional             
Maj1                1.0
Maj2                1.0
Min1                1.0
Min2                1.0
Mod                 1.0
Sev                 1.0
Typ                 1.0
----------------------------------------
if_null_HouseStyle    0
FireplaceQu            
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_HouseStyle    0
GarageType             
2Types              1.0
Attchd              1.0
Basment             1.0
BuiltIn             1.0
CarPort             1.0
Detchd              1.0
----------------------------------------
if_null_HouseStyle    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_HouseStyle    0
GarageQual             
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_HouseStyle    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_HouseStyle    0
PavedDrive             
N                   1.0
P                   1.0
Y                   1.0
----------------------------------------
if_null_HouseStyle    0
PoolQC                 
Ex                  1.0
Gd                  1.0
----------------------------------------
if_null_HouseStyle    0
Fence                  
GdPrv               1.0
GdWo                1.0
MnPrv               1.0
MnWw                1.0
----------------------------------------
if_null_HouseStyle    0
MiscFeature            
Gar2                1.0
Othr                1.0
Shed                1.0
----------------------------------------
if_null_HouseStyle    0
SaleType               
COD                 1.0
CWD                 1.0
Con                 1.0
ConLD               1.0
ConLI               1.0
ConLw               1.0
New                 1.0
Oth                 1.0
WD                  1.0
----------------------------------------
if_null_RoofStyle    0
MSSubClass            
20                 1.0
30                 1.0
40                 1.0
45                 1.0
50                 1.0
60                 1.0
70                 1.0
75                 1.0
80                 1.0
85                 1.0
90                 1.0
120                1.0
150                1.0
160                1.0
180                1.0
190                1.0
----------------------------------------
if_null_RoofStyle    0
MSZoning              
C (all)            1.0
FV                 1.0
RH                 1.0
RL                 1.0
RM                 1.0
----------------------------------------
if_null_RoofStyle    0
Street                
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_RoofStyle    0
Alley                 
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_RoofStyle    0
LotShape              
IR1                1.0
IR2                1.0
IR3                1.0
Reg                1.0
----------------------------------------
if_null_RoofStyle    0
LandContour           
Bnk                1.0
HLS                1.0
Low                1.0
Lvl                1.0
----------------------------------------
if_null_RoofStyle    0
Utilities             
AllPub             1.0
----------------------------------------
if_null_RoofStyle    0
LotConfig             
Corner             1.0
CulDSac            1.0
FR2                1.0
FR3                1.0
Inside             1.0
----------------------------------------
if_null_RoofStyle    0
LandSlope             
Gtl                1.0
Mod                1.0
Sev                1.0
----------------------------------------
if_null_RoofStyle    0
Neighborhood          
Blmngtn            1.0
Blueste            1.0
BrDale             1.0
BrkSide            1.0
ClearCr            1.0
CollgCr            1.0
Crawfor            1.0
Edwards            1.0
Gilbert            1.0
IDOTRR             1.0
MeadowV            1.0
Mitchel            1.0
NAmes              1.0
NPkVill            1.0
NWAmes             1.0
NoRidge            1.0
NridgHt            1.0
OldTown            1.0
SWISU              1.0
Sawyer             1.0
SawyerW            1.0
Somerst            1.0
StoneBr            1.0
Timber             1.0
Veenker            1.0
----------------------------------------
if_null_RoofStyle    0
Condition1            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
RRAe               1.0
RRAn               1.0
RRNe               1.0
RRNn               1.0
----------------------------------------
if_null_RoofStyle    0
Condition2            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
----------------------------------------
if_null_RoofStyle    0
BldgType              
1Fam               1.0
2fmCon             1.0
Duplex             1.0
Twnhs              1.0
TwnhsE             1.0
----------------------------------------
if_null_RoofStyle    0
HouseStyle            
1.5Fin             1.0
1.5Unf             1.0
1Story             1.0
2.5Unf             1.0
2Story             1.0
SFoyer             1.0
SLvl               1.0
----------------------------------------
if_null_RoofStyle    0
RoofStyle             
Flat               1.0
Gable              1.0
Gambrel            1.0
Hip                1.0
Mansard            1.0
Shed               1.0
----------------------------------------
if_null_RoofStyle    0
RoofMatl              
CompShg            1.0
Tar&Grv            1.0
WdShake            1.0
WdShngl            1.0
----------------------------------------
if_null_RoofStyle    0
Exterior1st           
AsbShng            1.0
AsphShn            1.0
BrkComm            1.0
BrkFace            1.0
CBlock             1.0
CemntBd            1.0
HdBoard            1.0
MetalSd            1.0
Plywood            1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
WdShing            1.0
----------------------------------------
if_null_RoofStyle    0
Exterior2nd           
AsbShng            1.0
AsphShn            1.0
Brk Cmn            1.0
BrkFace            1.0
CBlock             1.0
CmentBd            1.0
HdBoard            1.0
ImStucc            1.0
MetalSd            1.0
Plywood            1.0
Stone              1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
Wd Shng            1.0
----------------------------------------
if_null_RoofStyle    0
MasVnrType            
BrkCmn             1.0
BrkFace            1.0
Stone              1.0
----------------------------------------
if_null_RoofStyle    0
ExterQual             
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_RoofStyle    0
ExterCond             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_RoofStyle    0
Foundation            
BrkTil             1.0
CBlock             1.0
PConc              1.0
Slab               1.0
Stone              1.0
Wood               1.0
----------------------------------------
if_null_RoofStyle    0
BsmtQual              
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_RoofStyle    0
BsmtCond              
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_RoofStyle    0
BsmtExposure          
Av                 1.0
Gd                 1.0
Mn                 1.0
No                 1.0
----------------------------------------
if_null_RoofStyle    0
BsmtFinType1          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_RoofStyle    0
BsmtFinType2          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_RoofStyle    0
Heating               
GasA               1.0
GasW               1.0
Grav               1.0
Wall               1.0
----------------------------------------
if_null_RoofStyle    0
HeatingQC             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_RoofStyle    0
CentralAir            
N                  1.0
Y                  1.0
----------------------------------------
if_null_RoofStyle    0
Electrical            
FuseA              1.0
FuseF              1.0
FuseP              1.0
SBrkr              1.0
----------------------------------------
if_null_RoofStyle    0
KitchenQual           
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_RoofStyle    0
Functional            
Maj1               1.0
Maj2               1.0
Min1               1.0
Min2               1.0
Mod                1.0
Sev                1.0
Typ                1.0
----------------------------------------
if_null_RoofStyle    0
FireplaceQu           
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_RoofStyle    0
GarageType            
2Types             1.0
Attchd             1.0
Basment            1.0
BuiltIn            1.0
CarPort            1.0
Detchd             1.0
----------------------------------------
if_null_RoofStyle    0
GarageFinish          
Fin                1.0
RFn                1.0
Unf                1.0
----------------------------------------
if_null_RoofStyle    0
GarageQual            
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_RoofStyle    0
GarageCond            
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_RoofStyle    0
PavedDrive            
N                  1.0
P                  1.0
Y                  1.0
----------------------------------------
if_null_RoofStyle    0
PoolQC                
Ex                 1.0
Gd                 1.0
----------------------------------------
if_null_RoofStyle    0
Fence                 
GdPrv              1.0
GdWo               1.0
MnPrv              1.0
MnWw               1.0
----------------------------------------
if_null_RoofStyle    0
MiscFeature           
Gar2               1.0
Othr               1.0
Shed               1.0
----------------------------------------
if_null_RoofStyle    0
SaleType              
COD                1.0
CWD                1.0
Con                1.0
ConLD              1.0
ConLI              1.0
ConLw              1.0
New                1.0
Oth                1.0
WD                 1.0
----------------------------------------
if_null_RoofMatl    0
MSSubClass           
20                1.0
30                1.0
40                1.0
45                1.0
50                1.0
60                1.0
70                1.0
75                1.0
80                1.0
85                1.0
90                1.0
120               1.0
150               1.0
160               1.0
180               1.0
190               1.0
----------------------------------------
if_null_RoofMatl    0
MSZoning             
C (all)           1.0
FV                1.0
RH                1.0
RL                1.0
RM                1.0
----------------------------------------
if_null_RoofMatl    0
Street               
Grvl              1.0
Pave              1.0
----------------------------------------
if_null_RoofMatl    0
Alley                
Grvl              1.0
Pave              1.0
----------------------------------------
if_null_RoofMatl    0
LotShape             
IR1               1.0
IR2               1.0
IR3               1.0
Reg               1.0
----------------------------------------
if_null_RoofMatl    0
LandContour          
Bnk               1.0
HLS               1.0
Low               1.0
Lvl               1.0
----------------------------------------
if_null_RoofMatl    0
Utilities            
AllPub            1.0
----------------------------------------
if_null_RoofMatl    0
LotConfig            
Corner            1.0
CulDSac           1.0
FR2               1.0
FR3               1.0
Inside            1.0
----------------------------------------
if_null_RoofMatl    0
LandSlope            
Gtl               1.0
Mod               1.0
Sev               1.0
----------------------------------------
if_null_RoofMatl    0
Neighborhood         
Blmngtn           1.0
Blueste           1.0
BrDale            1.0
BrkSide           1.0
ClearCr           1.0
CollgCr           1.0
Crawfor           1.0
Edwards           1.0
Gilbert           1.0
IDOTRR            1.0
MeadowV           1.0
Mitchel           1.0
NAmes             1.0
NPkVill           1.0
NWAmes            1.0
NoRidge           1.0
NridgHt           1.0
OldTown           1.0
SWISU             1.0
Sawyer            1.0
SawyerW           1.0
Somerst           1.0
StoneBr           1.0
Timber            1.0
Veenker           1.0
----------------------------------------
if_null_RoofMatl    0
Condition1           
Artery            1.0
Feedr             1.0
Norm              1.0
PosA              1.0
PosN              1.0
RRAe              1.0
RRAn              1.0
RRNe              1.0
RRNn              1.0
----------------------------------------
if_null_RoofMatl    0
Condition2           
Artery            1.0
Feedr             1.0
Norm              1.0
PosA              1.0
PosN              1.0
----------------------------------------
if_null_RoofMatl    0
BldgType             
1Fam              1.0
2fmCon            1.0
Duplex            1.0
Twnhs             1.0
TwnhsE            1.0
----------------------------------------
if_null_RoofMatl    0
HouseStyle           
1.5Fin            1.0
1.5Unf            1.0
1Story            1.0
2.5Unf            1.0
2Story            1.0
SFoyer            1.0
SLvl              1.0
----------------------------------------
if_null_RoofMatl    0
RoofStyle            
Flat              1.0
Gable             1.0
Gambrel           1.0
Hip               1.0
Mansard           1.0
Shed              1.0
----------------------------------------
if_null_RoofMatl    0
RoofMatl             
CompShg           1.0
Tar&Grv           1.0
WdShake           1.0
WdShngl           1.0
----------------------------------------
if_null_RoofMatl    0
Exterior1st          
AsbShng           1.0
AsphShn           1.0
BrkComm           1.0
BrkFace           1.0
CBlock            1.0
CemntBd           1.0
HdBoard           1.0
MetalSd           1.0
Plywood           1.0
Stucco            1.0
VinylSd           1.0
Wd Sdng           1.0
WdShing           1.0
----------------------------------------
if_null_RoofMatl    0
Exterior2nd          
AsbShng           1.0
AsphShn           1.0
Brk Cmn           1.0
BrkFace           1.0
CBlock            1.0
CmentBd           1.0
HdBoard           1.0
ImStucc           1.0
MetalSd           1.0
Plywood           1.0
Stone             1.0
Stucco            1.0
VinylSd           1.0
Wd Sdng           1.0
Wd Shng           1.0
----------------------------------------
if_null_RoofMatl    0
MasVnrType           
BrkCmn            1.0
BrkFace           1.0
Stone             1.0
----------------------------------------
if_null_RoofMatl    0
ExterQual            
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_RoofMatl    0
ExterCond            
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_RoofMatl    0
Foundation           
BrkTil            1.0
CBlock            1.0
PConc             1.0
Slab              1.0
Stone             1.0
Wood              1.0
----------------------------------------
if_null_RoofMatl    0
BsmtQual             
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_RoofMatl    0
BsmtCond             
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_RoofMatl    0
BsmtExposure         
Av                1.0
Gd                1.0
Mn                1.0
No                1.0
----------------------------------------
if_null_RoofMatl    0
BsmtFinType1         
ALQ               1.0
BLQ               1.0
GLQ               1.0
LwQ               1.0
Rec               1.0
Unf               1.0
----------------------------------------
if_null_RoofMatl    0
BsmtFinType2         
ALQ               1.0
BLQ               1.0
GLQ               1.0
LwQ               1.0
Rec               1.0
Unf               1.0
----------------------------------------
if_null_RoofMatl    0
Heating              
GasA              1.0
GasW              1.0
Grav              1.0
Wall              1.0
----------------------------------------
if_null_RoofMatl    0
HeatingQC            
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_RoofMatl    0
CentralAir           
N                 1.0
Y                 1.0
----------------------------------------
if_null_RoofMatl    0
Electrical           
FuseA             1.0
FuseF             1.0
FuseP             1.0
SBrkr             1.0
----------------------------------------
if_null_RoofMatl    0
KitchenQual          
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_RoofMatl    0
Functional           
Maj1              1.0
Maj2              1.0
Min1              1.0
Min2              1.0
Mod               1.0
Sev               1.0
Typ               1.0
----------------------------------------
if_null_RoofMatl    0
FireplaceQu          
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_RoofMatl    0
GarageType           
2Types            1.0
Attchd            1.0
Basment           1.0
BuiltIn           1.0
CarPort           1.0
Detchd            1.0
----------------------------------------
if_null_RoofMatl    0
GarageFinish         
Fin               1.0
RFn               1.0
Unf               1.0
----------------------------------------
if_null_RoofMatl    0
GarageQual           
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_RoofMatl    0
GarageCond           
Ex                1.0
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_RoofMatl    0
PavedDrive           
N                 1.0
P                 1.0
Y                 1.0
----------------------------------------
if_null_RoofMatl    0
PoolQC               
Ex                1.0
Gd                1.0
----------------------------------------
if_null_RoofMatl    0
Fence                
GdPrv             1.0
GdWo              1.0
MnPrv             1.0
MnWw              1.0
----------------------------------------
if_null_RoofMatl    0
MiscFeature          
Gar2              1.0
Othr              1.0
Shed              1.0
----------------------------------------
if_null_RoofMatl    0
SaleType             
COD               1.0
CWD               1.0
Con               1.0
ConLD             1.0
ConLI             1.0
ConLw             1.0
New               1.0
Oth               1.0
WD                1.0
----------------------------------------
if_null_Exterior1st     0     1
MSSubClass                     
20                   1.00  0.00
30                   0.99  0.01
40                   1.00  0.00
45                   1.00  0.00
50                   1.00  0.00
60                   1.00  0.00
70                   1.00  0.00
75                   1.00  0.00
80                   1.00  0.00
85                   1.00  0.00
90                   1.00  0.00
120                  1.00  0.00
150                  1.00  0.00
160                  1.00  0.00
180                  1.00  0.00
190                  1.00  0.00
----------------------------------------
if_null_Exterior1st    0    1
MSZoning                     
C (all)              1.0  0.0
FV                   1.0  0.0
RH                   1.0  0.0
RL                   1.0  0.0
RM                   1.0  0.0
----------------------------------------
if_null_Exterior1st    0    1
Street                       
Grvl                 1.0  0.0
Pave                 1.0  0.0
----------------------------------------
if_null_Exterior1st    0
Alley                   
Grvl                 1.0
Pave                 1.0
----------------------------------------
if_null_Exterior1st    0    1
LotShape                     
IR1                  1.0  0.0
IR2                  1.0  0.0
IR3                  1.0  0.0
Reg                  1.0  0.0
----------------------------------------
if_null_Exterior1st    0    1
LandContour                  
Bnk                  1.0  0.0
HLS                  1.0  0.0
Low                  1.0  0.0
Lvl                  1.0  0.0
----------------------------------------
if_null_Exterior1st    0    1
Utilities                    
AllPub               1.0  0.0
----------------------------------------
if_null_Exterior1st    0    1
LotConfig                    
Corner               1.0  0.0
CulDSac              1.0  0.0
FR2                  1.0  0.0
FR3                  1.0  0.0
Inside               1.0  0.0
----------------------------------------
if_null_Exterior1st    0    1
LandSlope                    
Gtl                  1.0  0.0
Mod                  1.0  0.0
Sev                  1.0  0.0
----------------------------------------
if_null_Exterior1st     0     1
Neighborhood                   
Blmngtn              1.00  0.00
Blueste              1.00  0.00
BrDale               1.00  0.00
BrkSide              1.00  0.00
ClearCr              1.00  0.00
CollgCr              1.00  0.00
Crawfor              1.00  0.00
Edwards              0.99  0.01
Gilbert              1.00  0.00
IDOTRR               1.00  0.00
MeadowV              1.00  0.00
Mitchel              1.00  0.00
NAmes                1.00  0.00
NPkVill              1.00  0.00
NWAmes               1.00  0.00
NoRidge              1.00  0.00
NridgHt              1.00  0.00
OldTown              1.00  0.00
SWISU                1.00  0.00
Sawyer               1.00  0.00
SawyerW              1.00  0.00
Somerst              1.00  0.00
StoneBr              1.00  0.00
Timber               1.00  0.00
Veenker              1.00  0.00
----------------------------------------
if_null_Exterior1st    0    1
Condition1                   
Artery               1.0  0.0
Feedr                1.0  0.0
Norm                 1.0  0.0
PosA                 1.0  0.0
PosN                 1.0  0.0
RRAe                 1.0  0.0
RRAn                 1.0  0.0
RRNe                 1.0  0.0
RRNn                 1.0  0.0
----------------------------------------
if_null_Exterior1st    0    1
Condition2                   
Artery               1.0  0.0
Feedr                1.0  0.0
Norm                 1.0  0.0
PosA                 1.0  0.0
PosN                 1.0  0.0
----------------------------------------
if_null_Exterior1st    0    1
BldgType                     
1Fam                 1.0  0.0
2fmCon               1.0  0.0
Duplex               1.0  0.0
Twnhs                1.0  0.0
TwnhsE               1.0  0.0
----------------------------------------
if_null_Exterior1st    0    1
HouseStyle                   
1.5Fin               1.0  0.0
1.5Unf               1.0  0.0
1Story               1.0  0.0
2.5Unf               1.0  0.0
2Story               1.0  0.0
SFoyer               1.0  0.0
SLvl                 1.0  0.0
----------------------------------------
if_null_Exterior1st     0     1
RoofStyle                      
Flat                 0.86  0.14
Gable                1.00  0.00
Gambrel              1.00  0.00
Hip                  1.00  0.00
Mansard              1.00  0.00
Shed                 1.00  0.00
----------------------------------------
if_null_Exterior1st     0     1
RoofMatl                       
CompShg              1.00  0.00
Tar&Grv              0.92  0.08
WdShake              1.00  0.00
WdShngl              1.00  0.00
----------------------------------------
if_null_Exterior1st    0
Exterior1st             
AsbShng              1.0
AsphShn              1.0
BrkComm              1.0
BrkFace              1.0
CBlock               1.0
CemntBd              1.0
HdBoard              1.0
MetalSd              1.0
Plywood              1.0
Stucco               1.0
VinylSd              1.0
Wd Sdng              1.0
WdShing              1.0
----------------------------------------
if_null_Exterior1st    0
Exterior2nd             
AsbShng              1.0
AsphShn              1.0
Brk Cmn              1.0
BrkFace              1.0
CBlock               1.0
CmentBd              1.0
HdBoard              1.0
ImStucc              1.0
MetalSd              1.0
Plywood              1.0
Stone                1.0
Stucco               1.0
VinylSd              1.0
Wd Sdng              1.0
Wd Shng              1.0
----------------------------------------
if_null_Exterior1st    0
MasVnrType              
BrkCmn               1.0
BrkFace              1.0
Stone                1.0
----------------------------------------
if_null_Exterior1st    0    1
ExterQual                    
Ex                   1.0  0.0
Fa                   1.0  0.0
Gd                   1.0  0.0
TA                   1.0  0.0
----------------------------------------
if_null_Exterior1st    0    1
ExterCond                    
Ex                   1.0  0.0
Fa                   1.0  0.0
Gd                   1.0  0.0
Po                   1.0  0.0
TA                   1.0  0.0
----------------------------------------
if_null_Exterior1st    0    1
Foundation                   
BrkTil               1.0  0.0
CBlock               1.0  0.0
PConc                1.0  0.0
Slab                 1.0  0.0
Stone                1.0  0.0
Wood                 1.0  0.0
----------------------------------------
if_null_Exterior1st    0    1
BsmtQual                     
Ex                   1.0  0.0
Fa                   1.0  0.0
Gd                   1.0  0.0
TA                   1.0  0.0
----------------------------------------
if_null_Exterior1st    0    1
BsmtCond                     
Fa                   1.0  0.0
Gd                   1.0  0.0
Po                   1.0  0.0
TA                   1.0  0.0
----------------------------------------
if_null_Exterior1st     0     1
BsmtExposure                   
Av                   1.00  0.00
Gd                   0.99  0.01
Mn                   1.00  0.00
No                   1.00  0.00
----------------------------------------
if_null_Exterior1st    0    1
BsmtFinType1                 
ALQ                  1.0  0.0
BLQ                  1.0  0.0
GLQ                  1.0  0.0
LwQ                  1.0  0.0
Rec                  1.0  0.0
Unf                  1.0  0.0
----------------------------------------
if_null_Exterior1st    0    1
BsmtFinType2                 
ALQ                  1.0  0.0
BLQ                  1.0  0.0
GLQ                  1.0  0.0
LwQ                  1.0  0.0
Rec                  1.0  0.0
Unf                  1.0  0.0
----------------------------------------
if_null_Exterior1st    0    1
Heating                      
GasA                 1.0  0.0
GasW                 1.0  0.0
Grav                 1.0  0.0
Wall                 1.0  0.0
----------------------------------------
if_null_Exterior1st    0    1
HeatingQC                    
Ex                   1.0  0.0
Fa                   1.0  0.0
Gd                   1.0  0.0
Po                   1.0  0.0
TA                   1.0  0.0
----------------------------------------
if_null_Exterior1st    0    1
CentralAir                   
N                    1.0  0.0
Y                    1.0  0.0
----------------------------------------
if_null_Exterior1st    0    1
Electrical                   
FuseA                1.0  0.0
FuseF                1.0  0.0
FuseP                1.0  0.0
SBrkr                1.0  0.0
----------------------------------------
if_null_Exterior1st     0     1
KitchenQual                    
Ex                   1.00  0.00
Fa                   0.97  0.03
Gd                   1.00  0.00
TA                   1.00  0.00
----------------------------------------
if_null_Exterior1st    0    1
Functional                   
Maj1                 1.0  0.0
Maj2                 1.0  0.0
Min1                 1.0  0.0
Min2                 1.0  0.0
Mod                  1.0  0.0
Sev                  1.0  0.0
Typ                  1.0  0.0
----------------------------------------
if_null_Exterior1st    0    1
FireplaceQu                  
Ex                   1.0  0.0
Fa                   1.0  0.0
Gd                   1.0  0.0
Po                   1.0  0.0
TA                   1.0  0.0
----------------------------------------
if_null_Exterior1st    0
GarageType              
2Types               1.0
Attchd               1.0
Basment              1.0
BuiltIn              1.0
CarPort              1.0
Detchd               1.0
----------------------------------------
if_null_Exterior1st    0
GarageFinish            
Fin                  1.0
RFn                  1.0
Unf                  1.0
----------------------------------------
if_null_Exterior1st    0
GarageQual              
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior1st    0
GarageCond              
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior1st    0    1
PavedDrive                   
N                    1.0  0.0
P                    1.0  0.0
Y                    1.0  0.0
----------------------------------------
if_null_Exterior1st    0
PoolQC                  
Ex                   1.0
Gd                   1.0
----------------------------------------
if_null_Exterior1st    0
Fence                   
GdPrv                1.0
GdWo                 1.0
MnPrv                1.0
MnWw                 1.0
----------------------------------------
if_null_Exterior1st    0
MiscFeature             
Gar2                 1.0
Othr                 1.0
Shed                 1.0
----------------------------------------
if_null_Exterior1st    0    1
SaleType                     
COD                  1.0  0.0
CWD                  1.0  0.0
Con                  1.0  0.0
ConLD                1.0  0.0
ConLI                1.0  0.0
ConLw                1.0  0.0
New                  1.0  0.0
Oth                  1.0  0.0
WD                   1.0  0.0
----------------------------------------
if_null_Exterior2nd     0     1
MSSubClass                     
20                   1.00  0.00
30                   0.99  0.01
40                   1.00  0.00
45                   1.00  0.00
50                   1.00  0.00
60                   1.00  0.00
70                   1.00  0.00
75                   1.00  0.00
80                   1.00  0.00
85                   1.00  0.00
90                   1.00  0.00
120                  1.00  0.00
150                  1.00  0.00
160                  1.00  0.00
180                  1.00  0.00
190                  1.00  0.00
----------------------------------------
if_null_Exterior2nd    0    1
MSZoning                     
C (all)              1.0  0.0
FV                   1.0  0.0
RH                   1.0  0.0
RL                   1.0  0.0
RM                   1.0  0.0
----------------------------------------
if_null_Exterior2nd    0    1
Street                       
Grvl                 1.0  0.0
Pave                 1.0  0.0
----------------------------------------
if_null_Exterior2nd    0
Alley                   
Grvl                 1.0
Pave                 1.0
----------------------------------------
if_null_Exterior2nd    0    1
LotShape                     
IR1                  1.0  0.0
IR2                  1.0  0.0
IR3                  1.0  0.0
Reg                  1.0  0.0
----------------------------------------
if_null_Exterior2nd    0    1
LandContour                  
Bnk                  1.0  0.0
HLS                  1.0  0.0
Low                  1.0  0.0
Lvl                  1.0  0.0
----------------------------------------
if_null_Exterior2nd    0    1
Utilities                    
AllPub               1.0  0.0
----------------------------------------
if_null_Exterior2nd    0    1
LotConfig                    
Corner               1.0  0.0
CulDSac              1.0  0.0
FR2                  1.0  0.0
FR3                  1.0  0.0
Inside               1.0  0.0
----------------------------------------
if_null_Exterior2nd    0    1
LandSlope                    
Gtl                  1.0  0.0
Mod                  1.0  0.0
Sev                  1.0  0.0
----------------------------------------
if_null_Exterior2nd     0     1
Neighborhood                   
Blmngtn              1.00  0.00
Blueste              1.00  0.00
BrDale               1.00  0.00
BrkSide              1.00  0.00
ClearCr              1.00  0.00
CollgCr              1.00  0.00
Crawfor              1.00  0.00
Edwards              0.99  0.01
Gilbert              1.00  0.00
IDOTRR               1.00  0.00
MeadowV              1.00  0.00
Mitchel              1.00  0.00
NAmes                1.00  0.00
NPkVill              1.00  0.00
NWAmes               1.00  0.00
NoRidge              1.00  0.00
NridgHt              1.00  0.00
OldTown              1.00  0.00
SWISU                1.00  0.00
Sawyer               1.00  0.00
SawyerW              1.00  0.00
Somerst              1.00  0.00
StoneBr              1.00  0.00
Timber               1.00  0.00
Veenker              1.00  0.00
----------------------------------------
if_null_Exterior2nd    0    1
Condition1                   
Artery               1.0  0.0
Feedr                1.0  0.0
Norm                 1.0  0.0
PosA                 1.0  0.0
PosN                 1.0  0.0
RRAe                 1.0  0.0
RRAn                 1.0  0.0
RRNe                 1.0  0.0
RRNn                 1.0  0.0
----------------------------------------
if_null_Exterior2nd    0    1
Condition2                   
Artery               1.0  0.0
Feedr                1.0  0.0
Norm                 1.0  0.0
PosA                 1.0  0.0
PosN                 1.0  0.0
----------------------------------------
if_null_Exterior2nd    0    1
BldgType                     
1Fam                 1.0  0.0
2fmCon               1.0  0.0
Duplex               1.0  0.0
Twnhs                1.0  0.0
TwnhsE               1.0  0.0
----------------------------------------
if_null_Exterior2nd    0    1
HouseStyle                   
1.5Fin               1.0  0.0
1.5Unf               1.0  0.0
1Story               1.0  0.0
2.5Unf               1.0  0.0
2Story               1.0  0.0
SFoyer               1.0  0.0
SLvl                 1.0  0.0
----------------------------------------
if_null_Exterior2nd     0     1
RoofStyle                      
Flat                 0.86  0.14
Gable                1.00  0.00
Gambrel              1.00  0.00
Hip                  1.00  0.00
Mansard              1.00  0.00
Shed                 1.00  0.00
----------------------------------------
if_null_Exterior2nd     0     1
RoofMatl                       
CompShg              1.00  0.00
Tar&Grv              0.92  0.08
WdShake              1.00  0.00
WdShngl              1.00  0.00
----------------------------------------
if_null_Exterior2nd    0
Exterior1st             
AsbShng              1.0
AsphShn              1.0
BrkComm              1.0
BrkFace              1.0
CBlock               1.0
CemntBd              1.0
HdBoard              1.0
MetalSd              1.0
Plywood              1.0
Stucco               1.0
VinylSd              1.0
Wd Sdng              1.0
WdShing              1.0
----------------------------------------
if_null_Exterior2nd    0
Exterior2nd             
AsbShng              1.0
AsphShn              1.0
Brk Cmn              1.0
BrkFace              1.0
CBlock               1.0
CmentBd              1.0
HdBoard              1.0
ImStucc              1.0
MetalSd              1.0
Plywood              1.0
Stone                1.0
Stucco               1.0
VinylSd              1.0
Wd Sdng              1.0
Wd Shng              1.0
----------------------------------------
if_null_Exterior2nd    0
MasVnrType              
BrkCmn               1.0
BrkFace              1.0
Stone                1.0
----------------------------------------
if_null_Exterior2nd    0    1
ExterQual                    
Ex                   1.0  0.0
Fa                   1.0  0.0
Gd                   1.0  0.0
TA                   1.0  0.0
----------------------------------------
if_null_Exterior2nd    0    1
ExterCond                    
Ex                   1.0  0.0
Fa                   1.0  0.0
Gd                   1.0  0.0
Po                   1.0  0.0
TA                   1.0  0.0
----------------------------------------
if_null_Exterior2nd    0    1
Foundation                   
BrkTil               1.0  0.0
CBlock               1.0  0.0
PConc                1.0  0.0
Slab                 1.0  0.0
Stone                1.0  0.0
Wood                 1.0  0.0
----------------------------------------
if_null_Exterior2nd    0    1
BsmtQual                     
Ex                   1.0  0.0
Fa                   1.0  0.0
Gd                   1.0  0.0
TA                   1.0  0.0
----------------------------------------
if_null_Exterior2nd    0    1
BsmtCond                     
Fa                   1.0  0.0
Gd                   1.0  0.0
Po                   1.0  0.0
TA                   1.0  0.0
----------------------------------------
if_null_Exterior2nd     0     1
BsmtExposure                   
Av                   1.00  0.00
Gd                   0.99  0.01
Mn                   1.00  0.00
No                   1.00  0.00
----------------------------------------
if_null_Exterior2nd    0    1
BsmtFinType1                 
ALQ                  1.0  0.0
BLQ                  1.0  0.0
GLQ                  1.0  0.0
LwQ                  1.0  0.0
Rec                  1.0  0.0
Unf                  1.0  0.0
----------------------------------------
if_null_Exterior2nd    0    1
BsmtFinType2                 
ALQ                  1.0  0.0
BLQ                  1.0  0.0
GLQ                  1.0  0.0
LwQ                  1.0  0.0
Rec                  1.0  0.0
Unf                  1.0  0.0
----------------------------------------
if_null_Exterior2nd    0    1
Heating                      
GasA                 1.0  0.0
GasW                 1.0  0.0
Grav                 1.0  0.0
Wall                 1.0  0.0
----------------------------------------
if_null_Exterior2nd    0    1
HeatingQC                    
Ex                   1.0  0.0
Fa                   1.0  0.0
Gd                   1.0  0.0
Po                   1.0  0.0
TA                   1.0  0.0
----------------------------------------
if_null_Exterior2nd    0    1
CentralAir                   
N                    1.0  0.0
Y                    1.0  0.0
----------------------------------------
if_null_Exterior2nd    0    1
Electrical                   
FuseA                1.0  0.0
FuseF                1.0  0.0
FuseP                1.0  0.0
SBrkr                1.0  0.0
----------------------------------------
if_null_Exterior2nd     0     1
KitchenQual                    
Ex                   1.00  0.00
Fa                   0.97  0.03
Gd                   1.00  0.00
TA                   1.00  0.00
----------------------------------------
if_null_Exterior2nd    0    1
Functional                   
Maj1                 1.0  0.0
Maj2                 1.0  0.0
Min1                 1.0  0.0
Min2                 1.0  0.0
Mod                  1.0  0.0
Sev                  1.0  0.0
Typ                  1.0  0.0
----------------------------------------
if_null_Exterior2nd    0    1
FireplaceQu                  
Ex                   1.0  0.0
Fa                   1.0  0.0
Gd                   1.0  0.0
Po                   1.0  0.0
TA                   1.0  0.0
----------------------------------------
if_null_Exterior2nd    0
GarageType              
2Types               1.0
Attchd               1.0
Basment              1.0
BuiltIn              1.0
CarPort              1.0
Detchd               1.0
----------------------------------------
if_null_Exterior2nd    0
GarageFinish            
Fin                  1.0
RFn                  1.0
Unf                  1.0
----------------------------------------
if_null_Exterior2nd    0
GarageQual              
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior2nd    0
GarageCond              
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_Exterior2nd    0    1
PavedDrive                   
N                    1.0  0.0
P                    1.0  0.0
Y                    1.0  0.0
----------------------------------------
if_null_Exterior2nd    0
PoolQC                  
Ex                   1.0
Gd                   1.0
----------------------------------------
if_null_Exterior2nd    0
Fence                   
GdPrv                1.0
GdWo                 1.0
MnPrv                1.0
MnWw                 1.0
----------------------------------------
if_null_Exterior2nd    0
MiscFeature             
Gar2                 1.0
Othr                 1.0
Shed                 1.0
----------------------------------------
if_null_Exterior2nd    0    1
SaleType                     
COD                  1.0  0.0
CWD                  1.0  0.0
Con                  1.0  0.0
ConLD                1.0  0.0
ConLI                1.0  0.0
ConLw                1.0  0.0
New                  1.0  0.0
Oth                  1.0  0.0
WD                   1.0  0.0
----------------------------------------
if_null_MasVnrType     0     1
MSSubClass                    
20                  0.47  0.53
30                  0.06  0.94
40                  0.00  1.00
45                  0.00  1.00
50                  0.09  0.91
60                  0.50  0.50
70                  0.01  0.99
75                  0.14  0.86
80                  0.50  0.50
85                  0.46  0.54
90                  0.32  0.68
120                 0.60  0.40
150                 0.00  1.00
160                 0.45  0.55
180                 0.43  0.57
190                 0.10  0.90
----------------------------------------
if_null_MasVnrType     0     1
MSZoning                      
C (all)             0.00  1.00
FV                  0.38  0.62
RH                  0.10  0.90
RL                  0.44  0.56
RM                  0.19  0.81
----------------------------------------
if_null_MasVnrType     0     1
Street                        
Grvl                0.17  0.83
Pave                0.39  0.61
----------------------------------------
if_null_MasVnrType     0     1
Alley                         
Grvl                0.01  0.99
Pave                0.35  0.65
----------------------------------------
if_null_MasVnrType     0     1
LotShape                      
IR1                 0.51  0.49
IR2                 0.31  0.69
IR3                 0.83  0.17
Reg                 0.32  0.68
----------------------------------------
if_null_MasVnrType     0     1
LandContour                   
Bnk                 0.15  0.85
HLS                 0.50  0.50
Low                 0.33  0.67
Lvl                 0.39  0.61
----------------------------------------
if_null_MasVnrType     0     1
Utilities                     
AllPub              0.39  0.61
----------------------------------------
if_null_MasVnrType     0     1
LotConfig                     
Corner              0.36  0.64
CulDSac             0.52  0.48
FR2                 0.24  0.76
FR3                 0.60  0.40
Inside              0.39  0.61
----------------------------------------
if_null_MasVnrType     0     1
LandSlope                     
Gtl                 0.38  0.62
Mod                 0.47  0.53
Sev                 0.33  0.67
----------------------------------------
if_null_MasVnrType     0     1
Neighborhood                  
Blmngtn             1.00  0.00
Blueste             0.00  1.00
BrDale              1.00  0.00
BrkSide             0.04  0.96
ClearCr             0.44  0.56
CollgCr             0.49  0.51
Crawfor             0.37  0.63
Edwards             0.27  0.73
Gilbert             0.28  0.72
IDOTRR              0.05  0.95
MeadowV             0.05  0.95
Mitchel             0.23  0.77
NAmes               0.39  0.61
NPkVill             0.00  1.00
NWAmes              0.72  0.28
NoRidge             0.93  0.07
NridgHt             0.92  0.08
OldTown             0.05  0.95
SWISU               0.13  0.87
Sawyer              0.35  0.65
SawyerW             0.41  0.59
Somerst             0.46  0.54
StoneBr             0.58  0.42
Timber              0.62  0.38
Veenker             0.62  0.38
----------------------------------------
if_null_MasVnrType     0     1
Condition1                    
Artery              0.11  0.89
Feedr               0.29  0.71
Norm                0.40  0.60
PosA                0.83  0.17
PosN                0.70  0.30
RRAe                0.29  0.71
RRAn                0.25  0.75
RRNe                0.25  0.75
RRNn                0.50  0.50
----------------------------------------
if_null_MasVnrType     0     1
Condition2                    
Artery              0.00  1.00
Feedr               0.14  0.86
Norm                0.39  0.61
PosA                1.00  0.00
PosN                1.00  0.00
----------------------------------------
if_null_MasVnrType     0     1
BldgType                      
1Fam                0.38  0.62
2fmCon              0.06  0.94
Duplex              0.32  0.68
Twnhs               0.47  0.53
TwnhsE              0.58  0.42
----------------------------------------
if_null_MasVnrType     0     1
HouseStyle                    
1.5Fin              0.09  0.91
1.5Unf              0.00  1.00
1Story              0.44  0.56
2.5Unf              0.15  0.85
2Story              0.40  0.60
SFoyer              0.48  0.52
SLvl                0.49  0.51
----------------------------------------
if_null_MasVnrType     0     1
RoofStyle                     
Flat                0.43  0.57
Gable               0.33  0.67
Gambrel             0.00  1.00
Hip                 0.65  0.35
Mansard             0.50  0.50
Shed                0.00  1.00
----------------------------------------
if_null_MasVnrType     0     1
RoofMatl                      
CompShg             0.38  0.62
Tar&Grv             0.58  0.42
WdShake             0.75  0.25
WdShngl             0.00  1.00
----------------------------------------
if_null_MasVnrType     0     1
Exterior1st                   
AsbShng             0.08  0.92
AsphShn             0.00  1.00
BrkComm             0.00  1.00
BrkFace             0.05  0.95
CBlock              0.00  1.00
CemntBd             0.38  0.62
HdBoard             0.52  0.48
MetalSd             0.31  0.69
Plywood             0.38  0.62
Stucco              0.11  0.89
VinylSd             0.49  0.51
Wd Sdng             0.22  0.78
WdShing             0.27  0.73
----------------------------------------
if_null_MasVnrType     0     1
Exterior2nd                   
AsbShng             0.06  0.94
AsphShn             0.00  1.00
Brk Cmn             0.00  1.00
BrkFace             0.00  1.00
CBlock              0.00  1.00
CmentBd             0.38  0.62
HdBoard             0.52  0.48
ImStucc             0.80  0.20
MetalSd             0.31  0.69
Plywood             0.41  0.59
Stone               0.00  1.00
Stucco              0.14  0.86
VinylSd             0.49  0.51
Wd Sdng             0.24  0.76
Wd Shng             0.21  0.79
----------------------------------------
if_null_MasVnrType    0
MasVnrType             
BrkCmn              1.0
BrkFace             1.0
Stone               1.0
----------------------------------------
if_null_MasVnrType     0     1
ExterQual                     
Ex                  0.93  0.07
Fa                  0.10  0.90
Gd                  0.53  0.47
TA                  0.28  0.72
----------------------------------------
if_null_MasVnrType     0     1
ExterCond                     
Ex                  0.44  0.56
Fa                  0.21  0.79
Gd                  0.26  0.74
Po                  0.00  1.00
TA                  0.41  0.59
----------------------------------------
if_null_MasVnrType     0     1
Foundation                    
BrkTil              0.05  0.95
CBlock              0.36  0.64
PConc               0.51  0.49
Slab                0.16  0.84
Stone               0.00  1.00
Wood                0.50  0.50
----------------------------------------
if_null_MasVnrType     0     1
BsmtQual                      
Ex                  0.82  0.18
Fa                  0.02  0.98
Gd                  0.46  0.54
TA                  0.28  0.72
----------------------------------------
if_null_MasVnrType     0     1
BsmtCond                      
Fa                  0.12  0.88
Gd                  0.40  0.60
Po                  0.00  1.00
TA                  0.41  0.59
----------------------------------------
if_null_MasVnrType     0     1
BsmtExposure                  
Av                  0.57  0.43
Gd                  0.74  0.26
Mn                  0.39  0.61
No                  0.31  0.69
----------------------------------------
if_null_MasVnrType     0     1
BsmtFinType1                  
ALQ                 0.40  0.60
BLQ                 0.36  0.64
GLQ                 0.60  0.40
LwQ                 0.32  0.68
Rec                 0.30  0.70
Unf                 0.24  0.76
----------------------------------------
if_null_MasVnrType     0     1
BsmtFinType2                  
ALQ                 0.18  0.82
BLQ                 0.46  0.54
GLQ                 0.60  0.40
LwQ                 0.41  0.59
Rec                 0.39  0.61
Unf                 0.40  0.60
----------------------------------------
if_null_MasVnrType     0     1
Heating                       
GasA                0.39  0.61
GasW                0.00  1.00
Grav                0.00  1.00
Wall                0.00  1.00
----------------------------------------
if_null_MasVnrType     0     1
HeatingQC                     
Ex                  0.49  0.51
Fa                  0.35  0.65
Gd                  0.28  0.72
Po                  0.00  1.00
TA                  0.26  0.74
----------------------------------------
if_null_MasVnrType     0     1
CentralAir                    
N                   0.07  0.93
Y                   0.41  0.59
----------------------------------------
if_null_MasVnrType     0     1
Electrical                    
FuseA               0.13  0.87
FuseF               0.13  0.87
FuseP               0.00  1.00
SBrkr               0.41  0.59
----------------------------------------
if_null_MasVnrType     0     1
KitchenQual                   
Ex                  0.80  0.20
Fa                  0.16  0.84
Gd                  0.47  0.53
TA                  0.28  0.72
----------------------------------------
if_null_MasVnrType     0     1
Functional                    
Maj1                0.40  0.60
Maj2                0.00  1.00
Min1                0.26  0.74
Min2                0.33  0.67
Mod                 0.20  0.80
Sev                 0.00  1.00
Typ                 0.40  0.60
----------------------------------------
if_null_MasVnrType     0     1
FireplaceQu                   
Ex                  0.79  0.21
Fa                  0.56  0.44
Gd                  0.56  0.44
Po                  0.35  0.65
TA                  0.49  0.51
----------------------------------------
if_null_MasVnrType     0     1
GarageType                    
2Types              0.18  0.82
Attchd              0.49  0.51
Basment             0.71  0.29
BuiltIn             0.55  0.45
CarPort             0.17  0.83
Detchd              0.16  0.84
----------------------------------------
if_null_MasVnrType     0     1
GarageFinish                  
Fin                 0.59  0.41
RFn                 0.52  0.48
Unf                 0.22  0.78
----------------------------------------
if_null_MasVnrType     0     1
GarageQual                    
Fa                  0.05  0.95
Gd                  0.40  0.60
Po                  0.00  1.00
TA                  0.42  0.58
----------------------------------------
if_null_MasVnrType     0     1
GarageCond                    
Ex                  0.00  1.00
Fa                  0.05  0.95
Gd                  0.50  0.50
Po                  0.00  1.00
TA                  0.41  0.59
----------------------------------------
if_null_MasVnrType     0     1
PavedDrive                    
N                   0.04  0.96
P                   0.12  0.88
Y                   0.43  0.57
----------------------------------------
if_null_MasVnrType    0    1
PoolQC                      
Ex                  0.5  0.5
Gd                  1.0  0.0
----------------------------------------
if_null_MasVnrType     0     1
Fence                         
GdPrv               0.34  0.66
GdWo                0.19  0.81
MnPrv               0.27  0.73
MnWw                0.00  1.00
----------------------------------------
if_null_MasVnrType     0     1
MiscFeature                   
Gar2                0.67  0.33
Othr                0.50  0.50
Shed                0.26  0.74
----------------------------------------
if_null_MasVnrType     0     1
SaleType                      
COD                 0.23  0.77
CWD                 0.38  0.62
Con                 0.33  0.67
ConLD               0.24  0.76
ConLI               0.25  0.75
ConLw               0.00  1.00
New                 0.59  0.41
Oth                 0.25  0.75
WD                  0.38  0.62
----------------------------------------
if_null_ExterQual    0
MSSubClass            
20                 1.0
30                 1.0
40                 1.0
45                 1.0
50                 1.0
60                 1.0
70                 1.0
75                 1.0
80                 1.0
85                 1.0
90                 1.0
120                1.0
150                1.0
160                1.0
180                1.0
190                1.0
----------------------------------------
if_null_ExterQual    0
MSZoning              
C (all)            1.0
FV                 1.0
RH                 1.0
RL                 1.0
RM                 1.0
----------------------------------------
if_null_ExterQual    0
Street                
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_ExterQual    0
Alley                 
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_ExterQual    0
LotShape              
IR1                1.0
IR2                1.0
IR3                1.0
Reg                1.0
----------------------------------------
if_null_ExterQual    0
LandContour           
Bnk                1.0
HLS                1.0
Low                1.0
Lvl                1.0
----------------------------------------
if_null_ExterQual    0
Utilities             
AllPub             1.0
----------------------------------------
if_null_ExterQual    0
LotConfig             
Corner             1.0
CulDSac            1.0
FR2                1.0
FR3                1.0
Inside             1.0
----------------------------------------
if_null_ExterQual    0
LandSlope             
Gtl                1.0
Mod                1.0
Sev                1.0
----------------------------------------
if_null_ExterQual    0
Neighborhood          
Blmngtn            1.0
Blueste            1.0
BrDale             1.0
BrkSide            1.0
ClearCr            1.0
CollgCr            1.0
Crawfor            1.0
Edwards            1.0
Gilbert            1.0
IDOTRR             1.0
MeadowV            1.0
Mitchel            1.0
NAmes              1.0
NPkVill            1.0
NWAmes             1.0
NoRidge            1.0
NridgHt            1.0
OldTown            1.0
SWISU              1.0
Sawyer             1.0
SawyerW            1.0
Somerst            1.0
StoneBr            1.0
Timber             1.0
Veenker            1.0
----------------------------------------
if_null_ExterQual    0
Condition1            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
RRAe               1.0
RRAn               1.0
RRNe               1.0
RRNn               1.0
----------------------------------------
if_null_ExterQual    0
Condition2            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
----------------------------------------
if_null_ExterQual    0
BldgType              
1Fam               1.0
2fmCon             1.0
Duplex             1.0
Twnhs              1.0
TwnhsE             1.0
----------------------------------------
if_null_ExterQual    0
HouseStyle            
1.5Fin             1.0
1.5Unf             1.0
1Story             1.0
2.5Unf             1.0
2Story             1.0
SFoyer             1.0
SLvl               1.0
----------------------------------------
if_null_ExterQual    0
RoofStyle             
Flat               1.0
Gable              1.0
Gambrel            1.0
Hip                1.0
Mansard            1.0
Shed               1.0
----------------------------------------
if_null_ExterQual    0
RoofMatl              
CompShg            1.0
Tar&Grv            1.0
WdShake            1.0
WdShngl            1.0
----------------------------------------
if_null_ExterQual    0
Exterior1st           
AsbShng            1.0
AsphShn            1.0
BrkComm            1.0
BrkFace            1.0
CBlock             1.0
CemntBd            1.0
HdBoard            1.0
MetalSd            1.0
Plywood            1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
WdShing            1.0
----------------------------------------
if_null_ExterQual    0
Exterior2nd           
AsbShng            1.0
AsphShn            1.0
Brk Cmn            1.0
BrkFace            1.0
CBlock             1.0
CmentBd            1.0
HdBoard            1.0
ImStucc            1.0
MetalSd            1.0
Plywood            1.0
Stone              1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
Wd Shng            1.0
----------------------------------------
if_null_ExterQual    0
MasVnrType            
BrkCmn             1.0
BrkFace            1.0
Stone              1.0
----------------------------------------
if_null_ExterQual    0
ExterQual             
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_ExterQual    0
ExterCond             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterQual    0
Foundation            
BrkTil             1.0
CBlock             1.0
PConc              1.0
Slab               1.0
Stone              1.0
Wood               1.0
----------------------------------------
if_null_ExterQual    0
BsmtQual              
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_ExterQual    0
BsmtCond              
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterQual    0
BsmtExposure          
Av                 1.0
Gd                 1.0
Mn                 1.0
No                 1.0
----------------------------------------
if_null_ExterQual    0
BsmtFinType1          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_ExterQual    0
BsmtFinType2          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_ExterQual    0
Heating               
GasA               1.0
GasW               1.0
Grav               1.0
Wall               1.0
----------------------------------------
if_null_ExterQual    0
HeatingQC             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterQual    0
CentralAir            
N                  1.0
Y                  1.0
----------------------------------------
if_null_ExterQual    0
Electrical            
FuseA              1.0
FuseF              1.0
FuseP              1.0
SBrkr              1.0
----------------------------------------
if_null_ExterQual    0
KitchenQual           
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_ExterQual    0
Functional            
Maj1               1.0
Maj2               1.0
Min1               1.0
Min2               1.0
Mod                1.0
Sev                1.0
Typ                1.0
----------------------------------------
if_null_ExterQual    0
FireplaceQu           
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterQual    0
GarageType            
2Types             1.0
Attchd             1.0
Basment            1.0
BuiltIn            1.0
CarPort            1.0
Detchd             1.0
----------------------------------------
if_null_ExterQual    0
GarageFinish          
Fin                1.0
RFn                1.0
Unf                1.0
----------------------------------------
if_null_ExterQual    0
GarageQual            
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterQual    0
GarageCond            
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterQual    0
PavedDrive            
N                  1.0
P                  1.0
Y                  1.0
----------------------------------------
if_null_ExterQual    0
PoolQC                
Ex                 1.0
Gd                 1.0
----------------------------------------
if_null_ExterQual    0
Fence                 
GdPrv              1.0
GdWo               1.0
MnPrv              1.0
MnWw               1.0
----------------------------------------
if_null_ExterQual    0
MiscFeature           
Gar2               1.0
Othr               1.0
Shed               1.0
----------------------------------------
if_null_ExterQual    0
SaleType              
COD                1.0
CWD                1.0
Con                1.0
ConLD              1.0
ConLI              1.0
ConLw              1.0
New                1.0
Oth                1.0
WD                 1.0
----------------------------------------
if_null_ExterCond    0
MSSubClass            
20                 1.0
30                 1.0
40                 1.0
45                 1.0
50                 1.0
60                 1.0
70                 1.0
75                 1.0
80                 1.0
85                 1.0
90                 1.0
120                1.0
150                1.0
160                1.0
180                1.0
190                1.0
----------------------------------------
if_null_ExterCond    0
MSZoning              
C (all)            1.0
FV                 1.0
RH                 1.0
RL                 1.0
RM                 1.0
----------------------------------------
if_null_ExterCond    0
Street                
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_ExterCond    0
Alley                 
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_ExterCond    0
LotShape              
IR1                1.0
IR2                1.0
IR3                1.0
Reg                1.0
----------------------------------------
if_null_ExterCond    0
LandContour           
Bnk                1.0
HLS                1.0
Low                1.0
Lvl                1.0
----------------------------------------
if_null_ExterCond    0
Utilities             
AllPub             1.0
----------------------------------------
if_null_ExterCond    0
LotConfig             
Corner             1.0
CulDSac            1.0
FR2                1.0
FR3                1.0
Inside             1.0
----------------------------------------
if_null_ExterCond    0
LandSlope             
Gtl                1.0
Mod                1.0
Sev                1.0
----------------------------------------
if_null_ExterCond    0
Neighborhood          
Blmngtn            1.0
Blueste            1.0
BrDale             1.0
BrkSide            1.0
ClearCr            1.0
CollgCr            1.0
Crawfor            1.0
Edwards            1.0
Gilbert            1.0
IDOTRR             1.0
MeadowV            1.0
Mitchel            1.0
NAmes              1.0
NPkVill            1.0
NWAmes             1.0
NoRidge            1.0
NridgHt            1.0
OldTown            1.0
SWISU              1.0
Sawyer             1.0
SawyerW            1.0
Somerst            1.0
StoneBr            1.0
Timber             1.0
Veenker            1.0
----------------------------------------
if_null_ExterCond    0
Condition1            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
RRAe               1.0
RRAn               1.0
RRNe               1.0
RRNn               1.0
----------------------------------------
if_null_ExterCond    0
Condition2            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
----------------------------------------
if_null_ExterCond    0
BldgType              
1Fam               1.0
2fmCon             1.0
Duplex             1.0
Twnhs              1.0
TwnhsE             1.0
----------------------------------------
if_null_ExterCond    0
HouseStyle            
1.5Fin             1.0
1.5Unf             1.0
1Story             1.0
2.5Unf             1.0
2Story             1.0
SFoyer             1.0
SLvl               1.0
----------------------------------------
if_null_ExterCond    0
RoofStyle             
Flat               1.0
Gable              1.0
Gambrel            1.0
Hip                1.0
Mansard            1.0
Shed               1.0
----------------------------------------
if_null_ExterCond    0
RoofMatl              
CompShg            1.0
Tar&Grv            1.0
WdShake            1.0
WdShngl            1.0
----------------------------------------
if_null_ExterCond    0
Exterior1st           
AsbShng            1.0
AsphShn            1.0
BrkComm            1.0
BrkFace            1.0
CBlock             1.0
CemntBd            1.0
HdBoard            1.0
MetalSd            1.0
Plywood            1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
WdShing            1.0
----------------------------------------
if_null_ExterCond    0
Exterior2nd           
AsbShng            1.0
AsphShn            1.0
Brk Cmn            1.0
BrkFace            1.0
CBlock             1.0
CmentBd            1.0
HdBoard            1.0
ImStucc            1.0
MetalSd            1.0
Plywood            1.0
Stone              1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
Wd Shng            1.0
----------------------------------------
if_null_ExterCond    0
MasVnrType            
BrkCmn             1.0
BrkFace            1.0
Stone              1.0
----------------------------------------
if_null_ExterCond    0
ExterQual             
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_ExterCond    0
ExterCond             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterCond    0
Foundation            
BrkTil             1.0
CBlock             1.0
PConc              1.0
Slab               1.0
Stone              1.0
Wood               1.0
----------------------------------------
if_null_ExterCond    0
BsmtQual              
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_ExterCond    0
BsmtCond              
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterCond    0
BsmtExposure          
Av                 1.0
Gd                 1.0
Mn                 1.0
No                 1.0
----------------------------------------
if_null_ExterCond    0
BsmtFinType1          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_ExterCond    0
BsmtFinType2          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_ExterCond    0
Heating               
GasA               1.0
GasW               1.0
Grav               1.0
Wall               1.0
----------------------------------------
if_null_ExterCond    0
HeatingQC             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterCond    0
CentralAir            
N                  1.0
Y                  1.0
----------------------------------------
if_null_ExterCond    0
Electrical            
FuseA              1.0
FuseF              1.0
FuseP              1.0
SBrkr              1.0
----------------------------------------
if_null_ExterCond    0
KitchenQual           
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_ExterCond    0
Functional            
Maj1               1.0
Maj2               1.0
Min1               1.0
Min2               1.0
Mod                1.0
Sev                1.0
Typ                1.0
----------------------------------------
if_null_ExterCond    0
FireplaceQu           
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterCond    0
GarageType            
2Types             1.0
Attchd             1.0
Basment            1.0
BuiltIn            1.0
CarPort            1.0
Detchd             1.0
----------------------------------------
if_null_ExterCond    0
GarageFinish          
Fin                1.0
RFn                1.0
Unf                1.0
----------------------------------------
if_null_ExterCond    0
GarageQual            
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterCond    0
GarageCond            
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_ExterCond    0
PavedDrive            
N                  1.0
P                  1.0
Y                  1.0
----------------------------------------
if_null_ExterCond    0
PoolQC                
Ex                 1.0
Gd                 1.0
----------------------------------------
if_null_ExterCond    0
Fence                 
GdPrv              1.0
GdWo               1.0
MnPrv              1.0
MnWw               1.0
----------------------------------------
if_null_ExterCond    0
MiscFeature           
Gar2               1.0
Othr               1.0
Shed               1.0
----------------------------------------
if_null_ExterCond    0
SaleType              
COD                1.0
CWD                1.0
Con                1.0
ConLD              1.0
ConLI              1.0
ConLw              1.0
New                1.0
Oth                1.0
WD                 1.0
----------------------------------------
if_null_Foundation    0
MSSubClass             
20                  1.0
30                  1.0
40                  1.0
45                  1.0
50                  1.0
60                  1.0
70                  1.0
75                  1.0
80                  1.0
85                  1.0
90                  1.0
120                 1.0
150                 1.0
160                 1.0
180                 1.0
190                 1.0
----------------------------------------
if_null_Foundation    0
MSZoning               
C (all)             1.0
FV                  1.0
RH                  1.0
RL                  1.0
RM                  1.0
----------------------------------------
if_null_Foundation    0
Street                 
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_Foundation    0
Alley                  
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_Foundation    0
LotShape               
IR1                 1.0
IR2                 1.0
IR3                 1.0
Reg                 1.0
----------------------------------------
if_null_Foundation    0
LandContour            
Bnk                 1.0
HLS                 1.0
Low                 1.0
Lvl                 1.0
----------------------------------------
if_null_Foundation    0
Utilities              
AllPub              1.0
----------------------------------------
if_null_Foundation    0
LotConfig              
Corner              1.0
CulDSac             1.0
FR2                 1.0
FR3                 1.0
Inside              1.0
----------------------------------------
if_null_Foundation    0
LandSlope              
Gtl                 1.0
Mod                 1.0
Sev                 1.0
----------------------------------------
if_null_Foundation    0
Neighborhood           
Blmngtn             1.0
Blueste             1.0
BrDale              1.0
BrkSide             1.0
ClearCr             1.0
CollgCr             1.0
Crawfor             1.0
Edwards             1.0
Gilbert             1.0
IDOTRR              1.0
MeadowV             1.0
Mitchel             1.0
NAmes               1.0
NPkVill             1.0
NWAmes              1.0
NoRidge             1.0
NridgHt             1.0
OldTown             1.0
SWISU               1.0
Sawyer              1.0
SawyerW             1.0
Somerst             1.0
StoneBr             1.0
Timber              1.0
Veenker             1.0
----------------------------------------
if_null_Foundation    0
Condition1             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNe                1.0
RRNn                1.0
----------------------------------------
if_null_Foundation    0
Condition2             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
----------------------------------------
if_null_Foundation    0
BldgType               
1Fam                1.0
2fmCon              1.0
Duplex              1.0
Twnhs               1.0
TwnhsE              1.0
----------------------------------------
if_null_Foundation    0
HouseStyle             
1.5Fin              1.0
1.5Unf              1.0
1Story              1.0
2.5Unf              1.0
2Story              1.0
SFoyer              1.0
SLvl                1.0
----------------------------------------
if_null_Foundation    0
RoofStyle              
Flat                1.0
Gable               1.0
Gambrel             1.0
Hip                 1.0
Mansard             1.0
Shed                1.0
----------------------------------------
if_null_Foundation    0
RoofMatl               
CompShg             1.0
Tar&Grv             1.0
WdShake             1.0
WdShngl             1.0
----------------------------------------
if_null_Foundation    0
Exterior1st            
AsbShng             1.0
AsphShn             1.0
BrkComm             1.0
BrkFace             1.0
CBlock              1.0
CemntBd             1.0
HdBoard             1.0
MetalSd             1.0
Plywood             1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
WdShing             1.0
----------------------------------------
if_null_Foundation    0
Exterior2nd            
AsbShng             1.0
AsphShn             1.0
Brk Cmn             1.0
BrkFace             1.0
CBlock              1.0
CmentBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
Wd Shng             1.0
----------------------------------------
if_null_Foundation    0
MasVnrType             
BrkCmn              1.0
BrkFace             1.0
Stone               1.0
----------------------------------------
if_null_Foundation    0
ExterQual              
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Foundation    0
ExterCond              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Foundation    0
Foundation             
BrkTil              1.0
CBlock              1.0
PConc               1.0
Slab                1.0
Stone               1.0
Wood                1.0
----------------------------------------
if_null_Foundation    0
BsmtQual               
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Foundation    0
BsmtCond               
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Foundation    0
BsmtExposure           
Av                  1.0
Gd                  1.0
Mn                  1.0
No                  1.0
----------------------------------------
if_null_Foundation    0
BsmtFinType1           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_Foundation    0
BsmtFinType2           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_Foundation    0
Heating                
GasA                1.0
GasW                1.0
Grav                1.0
Wall                1.0
----------------------------------------
if_null_Foundation    0
HeatingQC              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Foundation    0
CentralAir             
N                   1.0
Y                   1.0
----------------------------------------
if_null_Foundation    0
Electrical             
FuseA               1.0
FuseF               1.0
FuseP               1.0
SBrkr               1.0
----------------------------------------
if_null_Foundation    0
KitchenQual            
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Foundation    0
Functional             
Maj1                1.0
Maj2                1.0
Min1                1.0
Min2                1.0
Mod                 1.0
Sev                 1.0
Typ                 1.0
----------------------------------------
if_null_Foundation    0
FireplaceQu            
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Foundation    0
GarageType             
2Types              1.0
Attchd              1.0
Basment             1.0
BuiltIn             1.0
CarPort             1.0
Detchd              1.0
----------------------------------------
if_null_Foundation    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_Foundation    0
GarageQual             
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Foundation    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Foundation    0
PavedDrive             
N                   1.0
P                   1.0
Y                   1.0
----------------------------------------
if_null_Foundation    0
PoolQC                 
Ex                  1.0
Gd                  1.0
----------------------------------------
if_null_Foundation    0
Fence                  
GdPrv               1.0
GdWo                1.0
MnPrv               1.0
MnWw                1.0
----------------------------------------
if_null_Foundation    0
MiscFeature            
Gar2                1.0
Othr                1.0
Shed                1.0
----------------------------------------
if_null_Foundation    0
SaleType               
COD                 1.0
CWD                 1.0
Con                 1.0
ConLD               1.0
ConLI               1.0
ConLw               1.0
New                 1.0
Oth                 1.0
WD                  1.0
----------------------------------------
if_null_BsmtQual     0     1
MSSubClass                  
20                0.97  0.03
30                0.90  0.10
40                1.00  0.00
45                1.00  0.00
50                0.98  0.02
60                1.00  0.00
70                0.97  0.03
75                1.00  0.00
80                0.98  0.02
85                1.00  0.00
90                0.77  0.23
120               1.00  0.00
150               1.00  0.00
160               1.00  0.00
180               1.00  0.00
190               1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
MSZoning                    
C (all)           0.80  0.20
FV                1.00  0.00
RH                0.90  0.10
RL                0.97  0.03
RM                0.97  0.03
----------------------------------------
if_null_BsmtQual     0     1
Street                      
Grvl              0.83  0.17
Pave              0.97  0.03
----------------------------------------
if_null_BsmtQual     0     1
Alley                       
Grvl              1.00  0.00
Pave              0.97  0.03
----------------------------------------
if_null_BsmtQual     0     1
LotShape                    
IR1               0.99  0.01
IR2               0.97  0.03
IR3               1.00  0.00
Reg               0.96  0.04
----------------------------------------
if_null_BsmtQual     0     1
LandContour                 
Bnk               0.94  0.06
HLS               0.99  0.01
Low               0.96  0.04
Lvl               0.97  0.03
----------------------------------------
if_null_BsmtQual     0     1
Utilities                   
AllPub            0.97  0.03
----------------------------------------
if_null_BsmtQual     0     1
LotConfig                   
Corner            0.96  0.04
CulDSac           0.96  0.04
FR2               0.95  0.05
FR3               0.90  0.10
Inside            0.97  0.03
----------------------------------------
if_null_BsmtQual     0     1
LandSlope                   
Gtl               0.97  0.03
Mod               0.97  0.03
Sev               1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
Neighborhood                
Blmngtn           1.00  0.00
Blueste           1.00  0.00
BrDale            1.00  0.00
BrkSide           0.96  0.04
ClearCr           1.00  0.00
CollgCr           1.00  0.00
Crawfor           0.98  0.02
Edwards           0.88  0.12
Gilbert           1.00  0.00
IDOTRR            0.89  0.11
MeadowV           1.00  0.00
Mitchel           0.95  0.05
NAmes             0.97  0.03
NPkVill           1.00  0.00
NWAmes            1.00  0.00
NoRidge           1.00  0.00
NridgHt           1.00  0.00
OldTown           0.97  0.03
SWISU             0.96  0.04
Sawyer            0.95  0.05
SawyerW           0.92  0.08
Somerst           1.00  0.00
StoneBr           1.00  0.00
Timber            1.00  0.00
Veenker           1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
Condition1                  
Artery            0.95  0.05
Feedr             0.90  0.10
Norm              0.97  0.03
PosA              0.92  0.08
PosN              1.00  0.00
RRAe              0.94  0.06
RRAn              1.00  0.00
RRNe              1.00  0.00
RRNn              1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
Condition2                  
Artery            1.00  0.00
Feedr             1.00  0.00
Norm              0.97  0.03
PosA              1.00  0.00
PosN              1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
BldgType                    
1Fam              0.97  0.03
2fmCon            1.00  0.00
Duplex            0.77  0.23
Twnhs             1.00  0.00
TwnhsE            1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
HouseStyle                  
1.5Fin            0.98  0.02
1.5Unf            1.00  0.00
1Story            0.96  0.04
2.5Unf            1.00  0.00
2Story            0.98  0.02
SFoyer            1.00  0.00
SLvl              0.98  0.02
----------------------------------------
if_null_BsmtQual     0     1
RoofStyle                   
Flat              0.86  0.14
Gable             0.96  0.04
Gambrel           1.00  0.00
Hip               0.99  0.01
Mansard           1.00  0.00
Shed              1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
RoofMatl                    
CompShg           0.97  0.03
Tar&Grv           0.92  0.08
WdShake           1.00  0.00
WdShngl           1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
Exterior1st                 
AsbShng           0.88  0.12
AsphShn           1.00  0.00
BrkComm           1.00  0.00
BrkFace           0.95  0.05
CBlock            0.00  1.00
CemntBd           1.00  0.00
HdBoard           0.97  0.03
MetalSd           0.97  0.03
Plywood           0.94  0.06
Stucco            0.94  0.06
VinylSd           0.99  0.01
Wd Sdng           0.95  0.05
WdShing           0.97  0.03
----------------------------------------
if_null_BsmtQual     0     1
Exterior2nd                 
AsbShng           1.00  0.00
AsphShn           1.00  0.00
Brk Cmn           1.00  0.00
BrkFace           1.00  0.00
CBlock            0.00  1.00
CmentBd           1.00  0.00
HdBoard           0.96  0.04
ImStucc           1.00  0.00
MetalSd           0.97  0.03
Plywood           0.94  0.06
Stone             0.00  1.00
Stucco            1.00  0.00
VinylSd           0.99  0.01
Wd Sdng           0.94  0.06
Wd Shng           0.95  0.05
----------------------------------------
if_null_BsmtQual    0    1
MasVnrType                
BrkCmn            0.7  0.3
BrkFace           1.0  0.0
Stone             1.0  0.0
----------------------------------------
if_null_BsmtQual     0     1
ExterQual                   
Ex                1.00  0.00
Fa                0.86  0.14
Gd                1.00  0.00
TA                0.96  0.04
----------------------------------------
if_null_BsmtQual     0     1
ExterCond                   
Ex                1.00  0.00
Fa                0.92  0.08
Gd                0.97  0.03
Po                0.50  0.50
TA                0.97  0.03
----------------------------------------
if_null_BsmtQual     0     1
Foundation                  
BrkTil            0.98  0.02
CBlock            0.98  0.02
PConc             0.99  0.01
Slab              0.00  1.00
Stone             0.80  0.20
Wood              1.00  0.00
----------------------------------------
if_null_BsmtQual    0
BsmtQual             
Ex                1.0
Fa                1.0
Gd                1.0
TA                1.0
----------------------------------------
if_null_BsmtQual     0     1
BsmtCond                    
Fa                0.98  0.02
Gd                1.00  0.00
Po                1.00  0.00
TA                1.00  0.00
----------------------------------------
if_null_BsmtQual    0    1
BsmtExposure              
Av                1.0  0.0
Gd                1.0  0.0
Mn                1.0  0.0
No                1.0  0.0
----------------------------------------
if_null_BsmtQual    0    1
BsmtFinType1              
ALQ               1.0  0.0
BLQ               1.0  0.0
GLQ               1.0  0.0
LwQ               1.0  0.0
Rec               1.0  0.0
Unf               1.0  0.0
----------------------------------------
if_null_BsmtQual    0    1
BsmtFinType2              
ALQ               1.0  0.0
BLQ               1.0  0.0
GLQ               1.0  0.0
LwQ               1.0  0.0
Rec               1.0  0.0
Unf               1.0  0.0
----------------------------------------
if_null_BsmtQual     0     1
Heating                     
GasA              0.97  0.03
GasW              1.00  0.00
Grav              1.00  0.00
Wall              0.00  1.00
----------------------------------------
if_null_BsmtQual     0     1
HeatingQC                   
Ex                0.99  0.01
Fa                0.91  0.09
Gd                0.97  0.03
Po                0.50  0.50
TA                0.94  0.06
----------------------------------------
if_null_BsmtQual     0     1
CentralAir                  
N                 0.82  0.18
Y                 0.98  0.02
----------------------------------------
if_null_BsmtQual     0     1
Electrical                  
FuseA             0.89  0.11
FuseF             0.91  0.09
FuseP             1.00  0.00
SBrkr             0.98  0.02
----------------------------------------
if_null_BsmtQual     0     1
KitchenQual                 
Ex                0.99  0.01
Fa                0.90  0.10
Gd                1.00  0.00
TA                0.95  0.05
----------------------------------------
if_null_BsmtQual     0     1
Functional                  
Maj1              1.00  0.00
Maj2              0.50  0.50
Min1              0.82  0.18
Min2              0.86  0.14
Mod               0.75  0.25
Sev               1.00  0.00
Typ               0.98  0.02
----------------------------------------
if_null_BsmtQual     0     1
FireplaceQu                 
Ex                0.95  0.05
Fa                1.00  0.00
Gd                0.99  0.01
Po                1.00  0.00
TA                0.98  0.02
----------------------------------------
if_null_BsmtQual     0     1
GarageType                  
2Types            0.88  0.12
Attchd            0.97  0.03
Basment           1.00  0.00
BuiltIn           1.00  0.00
CarPort           0.83  0.17
Detchd            0.97  0.03
----------------------------------------
if_null_BsmtQual     0     1
GarageFinish                
Fin               0.99  0.01
RFn               0.98  0.02
Unf               0.96  0.04
----------------------------------------
if_null_BsmtQual     0     1
GarageQual                  
Fa                0.91  0.09
Gd                1.00  0.00
Po                0.50  0.50
TA                0.98  0.02
----------------------------------------
if_null_BsmtQual     0     1
GarageCond                  
Ex                1.00  0.00
Fa                0.90  0.10
Gd                0.83  0.17
Po                0.86  0.14
TA                0.98  0.02
----------------------------------------
if_null_BsmtQual     0     1
PavedDrive                  
N                 0.88  0.12
P                 0.94  0.06
Y                 0.98  0.02
----------------------------------------
if_null_BsmtQual    0
PoolQC               
Ex                1.0
Gd                1.0
----------------------------------------
if_null_BsmtQual     0     1
Fence                       
GdPrv             0.95  0.05
GdWo              0.98  0.02
MnPrv             0.99  0.01
MnWw              1.00  0.00
----------------------------------------
if_null_BsmtQual     0     1
MiscFeature                 
Gar2              1.00  0.00
Othr              1.00  0.00
Shed              0.96  0.04
----------------------------------------
if_null_BsmtQual     0     1
SaleType                    
COD               1.00  0.00
CWD               1.00  0.00
Con               1.00  0.00
ConLD             0.76  0.24
ConLI             1.00  0.00
ConLw             1.00  0.00
New               1.00  0.00
Oth               1.00  0.00
WD                0.97  0.03
----------------------------------------
if_null_BsmtCond     0     1
MSSubClass                  
20                0.96  0.04
30                0.90  0.10
40                1.00  0.00
45                1.00  0.00
50                0.99  0.01
60                1.00  0.00
70                0.99  0.01
75                1.00  0.00
80                0.97  0.03
85                1.00  0.00
90                0.77  0.23
120               1.00  0.00
150               1.00  0.00
160               1.00  0.00
180               1.00  0.00
190               1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
MSZoning                    
C (all)           0.93  0.07
FV                1.00  0.00
RH                0.90  0.10
RL                0.97  0.03
RM                0.97  0.03
----------------------------------------
if_null_BsmtCond     0     1
Street                      
Grvl              0.83  0.17
Pave              0.97  0.03
----------------------------------------
if_null_BsmtCond     0     1
Alley                       
Grvl              1.00  0.00
Pave              0.97  0.03
----------------------------------------
if_null_BsmtCond     0     1
LotShape                    
IR1               0.99  0.01
IR2               0.97  0.03
IR3               1.00  0.00
Reg               0.96  0.04
----------------------------------------
if_null_BsmtCond     0     1
LandContour                 
Bnk               0.94  0.06
HLS               0.99  0.01
Low               0.96  0.04
Lvl               0.97  0.03
----------------------------------------
if_null_BsmtCond     0     1
Utilities                   
AllPub            0.97  0.03
----------------------------------------
if_null_BsmtCond     0     1
LotConfig                   
Corner            0.97  0.03
CulDSac           0.96  0.04
FR2               0.95  0.05
FR3               0.90  0.10
Inside            0.97  0.03
----------------------------------------
if_null_BsmtCond     0     1
LandSlope                   
Gtl               0.97  0.03
Mod               0.97  0.03
Sev               1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
Neighborhood                
Blmngtn           1.00  0.00
Blueste           1.00  0.00
BrDale            1.00  0.00
BrkSide           0.96  0.04
ClearCr           1.00  0.00
CollgCr           0.99  0.01
Crawfor           0.98  0.02
Edwards           0.87  0.13
Gilbert           1.00  0.00
IDOTRR            0.93  0.07
MeadowV           1.00  0.00
Mitchel           0.95  0.05
NAmes             0.97  0.03
NPkVill           1.00  0.00
NWAmes            1.00  0.00
NoRidge           1.00  0.00
NridgHt           1.00  0.00
OldTown           0.97  0.03
SWISU             0.96  0.04
Sawyer            0.95  0.05
SawyerW           0.92  0.08
Somerst           1.00  0.00
StoneBr           1.00  0.00
Timber            1.00  0.00
Veenker           0.92  0.08
----------------------------------------
if_null_BsmtCond     0     1
Condition1                  
Artery            0.95  0.05
Feedr             0.93  0.07
Norm              0.97  0.03
PosA              0.92  0.08
PosN              1.00  0.00
RRAe              0.94  0.06
RRAn              1.00  0.00
RRNe              1.00  0.00
RRNn              1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
Condition2                  
Artery            1.00  0.00
Feedr             1.00  0.00
Norm              0.97  0.03
PosA              1.00  0.00
PosN              1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
BldgType                    
1Fam              0.97  0.03
2fmCon            1.00  0.00
Duplex            0.77  0.23
Twnhs             1.00  0.00
TwnhsE            1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
HouseStyle                  
1.5Fin            0.98  0.02
1.5Unf            1.00  0.00
1Story            0.95  0.05
2.5Unf            1.00  0.00
2Story            0.99  0.01
SFoyer            1.00  0.00
SLvl              0.97  0.03
----------------------------------------
if_null_BsmtCond     0     1
RoofStyle                   
Flat              0.86  0.14
Gable             0.96  0.04
Gambrel           1.00  0.00
Hip               0.99  0.01
Mansard           1.00  0.00
Shed              1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
RoofMatl                    
CompShg           0.97  0.03
Tar&Grv           0.92  0.08
WdShake           1.00  0.00
WdShngl           1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
Exterior1st                 
AsbShng           0.88  0.12
AsphShn           1.00  0.00
BrkComm           1.00  0.00
BrkFace           0.95  0.05
CBlock            0.00  1.00
CemntBd           1.00  0.00
HdBoard           0.96  0.04
MetalSd           0.97  0.03
Plywood           0.94  0.06
Stucco            0.94  0.06
VinylSd           0.99  0.01
Wd Sdng           0.95  0.05
WdShing           0.97  0.03
----------------------------------------
if_null_BsmtCond     0     1
Exterior2nd                 
AsbShng           1.00  0.00
AsphShn           1.00  0.00
Brk Cmn           1.00  0.00
BrkFace           1.00  0.00
CBlock            0.00  1.00
CmentBd           1.00  0.00
HdBoard           0.96  0.04
ImStucc           1.00  0.00
MetalSd           0.97  0.03
Plywood           0.94  0.06
Stone             0.00  1.00
Stucco            1.00  0.00
VinylSd           0.99  0.01
Wd Sdng           0.95  0.05
Wd Shng           0.95  0.05
----------------------------------------
if_null_BsmtCond     0     1
MasVnrType                  
BrkCmn            0.70  0.30
BrkFace           0.99  0.01
Stone             1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
ExterQual                   
Ex                0.98  0.02
Fa                0.86  0.14
Gd                1.00  0.00
TA                0.96  0.04
----------------------------------------
if_null_BsmtCond     0     1
ExterCond                   
Ex                0.89  0.11
Fa                0.92  0.08
Gd                0.97  0.03
Po                0.50  0.50
TA                0.97  0.03
----------------------------------------
if_null_BsmtCond     0     1
Foundation                  
BrkTil            0.98  0.02
CBlock            0.98  0.02
PConc             0.99  0.01
Slab              0.00  1.00
Stone             1.00  0.00
Wood              1.00  0.00
----------------------------------------
if_null_BsmtCond    0    1
BsmtQual                  
Ex                1.0  0.0
Fa                1.0  0.0
Gd                1.0  0.0
TA                1.0  0.0
----------------------------------------
if_null_BsmtCond    0
BsmtCond             
Fa                1.0
Gd                1.0
Po                1.0
TA                1.0
----------------------------------------
if_null_BsmtCond     0     1
BsmtExposure                
Av                0.99  0.01
Gd                1.00  0.00
Mn                0.99  0.01
No                1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
BsmtFinType1                
ALQ               1.00  0.00
BLQ               0.99  0.01
GLQ               1.00  0.00
LwQ               1.00  0.00
Rec               1.00  0.00
Unf               1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
BsmtFinType2                
ALQ               1.00  0.00
BLQ               1.00  0.00
GLQ               1.00  0.00
LwQ               1.00  0.00
Rec               0.98  0.02
Unf               1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
Heating                     
GasA              0.97  0.03
GasW              1.00  0.00
Grav              1.00  0.00
Wall              0.00  1.00
----------------------------------------
if_null_BsmtCond     0     1
HeatingQC                   
Ex                0.99  0.01
Fa                0.91  0.09
Gd                0.97  0.03
Po                0.50  0.50
TA                0.93  0.07
----------------------------------------
if_null_BsmtCond     0     1
CentralAir                  
N                 0.84  0.16
Y                 0.98  0.02
----------------------------------------
if_null_BsmtCond     0     1
Electrical                  
FuseA             0.90  0.10
FuseF             0.91  0.09
FuseP             1.00  0.00
SBrkr             0.97  0.03
----------------------------------------
if_null_BsmtCond     0     1
KitchenQual                 
Ex                0.98  0.02
Fa                0.90  0.10
Gd                1.00  0.00
TA                0.95  0.05
----------------------------------------
if_null_BsmtCond     0     1
Functional                  
Maj1              1.00  0.00
Maj2              0.50  0.50
Min1              0.82  0.18
Min2              0.86  0.14
Mod               0.75  0.25
Sev               1.00  0.00
Typ               0.98  0.02
----------------------------------------
if_null_BsmtCond     0     1
FireplaceQu                 
Ex                0.95  0.05
Fa                0.98  0.02
Gd                0.99  0.01
Po                0.96  0.04
TA                0.98  0.02
----------------------------------------
if_null_BsmtCond     0     1
GarageType                  
2Types            0.88  0.12
Attchd            0.97  0.03
Basment           1.00  0.00
BuiltIn           1.00  0.00
CarPort           0.83  0.17
Detchd            0.97  0.03
----------------------------------------
if_null_BsmtCond     0     1
GarageFinish                
Fin               0.99  0.01
RFn               0.98  0.02
Unf               0.96  0.04
----------------------------------------
if_null_BsmtCond     0     1
GarageQual                  
Fa                0.92  0.08
Gd                1.00  0.00
Po                1.00  0.00
TA                0.98  0.02
----------------------------------------
if_null_BsmtCond     0     1
GarageCond                  
Ex                1.00  0.00
Fa                0.92  0.08
Gd                0.83  0.17
Po                0.86  0.14
TA                0.98  0.02
----------------------------------------
if_null_BsmtCond     0     1
PavedDrive                  
N                 0.89  0.11
P                 0.94  0.06
Y                 0.98  0.02
----------------------------------------
if_null_BsmtCond    0
PoolQC               
Ex                1.0
Gd                1.0
----------------------------------------
if_null_BsmtCond     0     1
Fence                       
GdPrv             0.95  0.05
GdWo              0.97  0.03
MnPrv             0.98  0.02
MnWw              1.00  0.00
----------------------------------------
if_null_BsmtCond     0     1
MiscFeature                 
Gar2              1.00  0.00
Othr              1.00  0.00
Shed              0.96  0.04
----------------------------------------
if_null_BsmtCond     0     1
SaleType                    
COD               1.00  0.00
CWD               1.00  0.00
Con               1.00  0.00
ConLD             0.76  0.24
ConLI             1.00  0.00
ConLw             1.00  0.00
New               1.00  0.00
Oth               1.00  0.00
WD                0.97  0.03
----------------------------------------
if_null_BsmtExposure     0     1
MSSubClass                      
20                    0.97  0.03
30                    0.90  0.10
40                    1.00  0.00
45                    1.00  0.00
50                    0.99  0.01
60                    1.00  0.00
70                    0.99  0.01
75                    1.00  0.00
80                    0.98  0.02
85                    1.00  0.00
90                    0.77  0.23
120                   1.00  0.00
150                   1.00  0.00
160                   1.00  0.00
180                   1.00  0.00
190                   1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
MSZoning                        
C (all)               0.93  0.07
FV                    0.99  0.01
RH                    0.90  0.10
RL                    0.97  0.03
RM                    0.97  0.03
----------------------------------------
if_null_BsmtExposure     0     1
Street                          
Grvl                  0.83  0.17
Pave                  0.97  0.03
----------------------------------------
if_null_BsmtExposure     0     1
Alley                           
Grvl                  1.00  0.00
Pave                  0.97  0.03
----------------------------------------
if_null_BsmtExposure     0     1
LotShape                        
IR1                   0.99  0.01
IR2                   0.97  0.03
IR3                   1.00  0.00
Reg                   0.96  0.04
----------------------------------------
if_null_BsmtExposure     0     1
LandContour                     
Bnk                   0.94  0.06
HLS                   0.99  0.01
Low                   0.96  0.04
Lvl                   0.97  0.03
----------------------------------------
if_null_BsmtExposure     0     1
Utilities                       
AllPub                0.97  0.03
----------------------------------------
if_null_BsmtExposure     0     1
LotConfig                       
Corner                0.96  0.04
CulDSac               0.96  0.04
FR2                   0.95  0.05
FR3                   0.90  0.10
Inside                0.97  0.03
----------------------------------------
if_null_BsmtExposure     0     1
LandSlope                       
Gtl                   0.97  0.03
Mod                   0.97  0.03
Sev                   1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
Neighborhood                    
Blmngtn               1.00  0.00
Blueste               1.00  0.00
BrDale                1.00  0.00
BrkSide               0.96  0.04
ClearCr               1.00  0.00
CollgCr               1.00  0.00
Crawfor               0.98  0.02
Edwards               0.88  0.12
Gilbert               1.00  0.00
IDOTRR                0.93  0.07
MeadowV               1.00  0.00
Mitchel               0.95  0.05
NAmes                 0.97  0.03
NPkVill               1.00  0.00
NWAmes                1.00  0.00
NoRidge               1.00  0.00
NridgHt               1.00  0.00
OldTown               0.97  0.03
SWISU                 0.96  0.04
Sawyer                0.95  0.05
SawyerW               0.92  0.08
Somerst               0.98  0.02
StoneBr               1.00  0.00
Timber                1.00  0.00
Veenker               1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
Condition1                      
Artery                0.95  0.05
Feedr                 0.93  0.07
Norm                  0.97  0.03
PosA                  0.92  0.08
PosN                  1.00  0.00
RRAe                  0.94  0.06
RRAn                  1.00  0.00
RRNe                  1.00  0.00
RRNn                  1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
Condition2                      
Artery                1.00  0.00
Feedr                 1.00  0.00
Norm                  0.97  0.03
PosA                  1.00  0.00
PosN                  1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
BldgType                        
1Fam                  0.97  0.03
2fmCon                1.00  0.00
Duplex                0.77  0.23
Twnhs                 1.00  0.00
TwnhsE                1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
HouseStyle                      
1.5Fin                0.98  0.02
1.5Unf                1.00  0.00
1Story                0.96  0.04
2.5Unf                1.00  0.00
2Story                0.98  0.02
SFoyer                1.00  0.00
SLvl                  0.98  0.02
----------------------------------------
if_null_BsmtExposure     0     1
RoofStyle                       
Flat                  0.86  0.14
Gable                 0.96  0.04
Gambrel               1.00  0.00
Hip                   0.99  0.01
Mansard               1.00  0.00
Shed                  1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
RoofMatl                        
CompShg               0.97  0.03
Tar&Grv               0.92  0.08
WdShake               1.00  0.00
WdShngl               1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
Exterior1st                     
AsbShng               0.88  0.12
AsphShn               1.00  0.00
BrkComm               1.00  0.00
BrkFace               0.95  0.05
CBlock                0.00  1.00
CemntBd               1.00  0.00
HdBoard               0.97  0.03
MetalSd               0.97  0.03
Plywood               0.95  0.05
Stucco                0.94  0.06
VinylSd               0.99  0.01
Wd Sdng               0.95  0.05
WdShing               0.97  0.03
----------------------------------------
if_null_BsmtExposure     0     1
Exterior2nd                     
AsbShng               1.00  0.00
AsphShn               1.00  0.00
Brk Cmn               1.00  0.00
BrkFace               1.00  0.00
CBlock                0.00  1.00
CmentBd               1.00  0.00
HdBoard               0.96  0.04
ImStucc               1.00  0.00
MetalSd               0.97  0.03
Plywood               0.95  0.05
Stone                 0.00  1.00
Stucco                1.00  0.00
VinylSd               0.99  0.01
Wd Sdng               0.95  0.05
Wd Shng               0.95  0.05
----------------------------------------
if_null_BsmtExposure     0     1
MasVnrType                      
BrkCmn                0.70  0.30
BrkFace               0.99  0.01
Stone                 1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
ExterQual                       
Ex                    1.00  0.00
Fa                    0.86  0.14
Gd                    0.99  0.01
TA                    0.96  0.04
----------------------------------------
if_null_BsmtExposure     0     1
ExterCond                       
Ex                    1.00  0.00
Fa                    0.92  0.08
Gd                    0.97  0.03
Po                    0.50  0.50
TA                    0.97  0.03
----------------------------------------
if_null_BsmtExposure     0     1
Foundation                      
BrkTil                0.98  0.02
CBlock                0.98  0.02
PConc                 0.99  0.01
Slab                  0.00  1.00
Stone                 1.00  0.00
Wood                  1.00  0.00
----------------------------------------
if_null_BsmtExposure    0    1
BsmtQual                      
Ex                    1.0  0.0
Fa                    1.0  0.0
Gd                    1.0  0.0
TA                    1.0  0.0
----------------------------------------
if_null_BsmtExposure    0    1
BsmtCond                      
Fa                    1.0  0.0
Gd                    1.0  0.0
Po                    1.0  0.0
TA                    1.0  0.0
----------------------------------------
if_null_BsmtExposure    0
BsmtExposure             
Av                    1.0
Gd                    1.0
Mn                    1.0
No                    1.0
----------------------------------------
if_null_BsmtExposure    0    1
BsmtFinType1                  
ALQ                   1.0  0.0
BLQ                   1.0  0.0
GLQ                   1.0  0.0
LwQ                   1.0  0.0
Rec                   1.0  0.0
Unf                   1.0  0.0
----------------------------------------
if_null_BsmtExposure    0    1
BsmtFinType2                  
ALQ                   1.0  0.0
BLQ                   1.0  0.0
GLQ                   1.0  0.0
LwQ                   1.0  0.0
Rec                   1.0  0.0
Unf                   1.0  0.0
----------------------------------------
if_null_BsmtExposure     0     1
Heating                         
GasA                  0.97  0.03
GasW                  1.00  0.00
Grav                  1.00  0.00
Wall                  0.00  1.00
----------------------------------------
if_null_BsmtExposure     0     1
HeatingQC                       
Ex                    0.99  0.01
Fa                    0.91  0.09
Gd                    0.97  0.03
Po                    0.50  0.50
TA                    0.94  0.06
----------------------------------------
if_null_BsmtExposure     0     1
CentralAir                      
N                     0.84  0.16
Y                     0.98  0.02
----------------------------------------
if_null_BsmtExposure     0     1
Electrical                      
FuseA                 0.90  0.10
FuseF                 0.91  0.09
FuseP                 1.00  0.00
SBrkr                 0.98  0.02
----------------------------------------
if_null_BsmtExposure     0     1
KitchenQual                     
Ex                    0.99  0.01
Fa                    0.90  0.10
Gd                    0.99  0.01
TA                    0.95  0.05
----------------------------------------
if_null_BsmtExposure     0     1
Functional                      
Maj1                  1.00  0.00
Maj2                  0.50  0.50
Min1                  0.82  0.18
Min2                  0.86  0.14
Mod                   0.75  0.25
Sev                   1.00  0.00
Typ                   0.98  0.02
----------------------------------------
if_null_BsmtExposure     0     1
FireplaceQu                     
Ex                    0.95  0.05
Fa                    1.00  0.00
Gd                    0.99  0.01
Po                    1.00  0.00
TA                    0.98  0.02
----------------------------------------
if_null_BsmtExposure     0     1
GarageType                      
2Types                0.88  0.12
Attchd                0.97  0.03
Basment               1.00  0.00
BuiltIn               1.00  0.00
CarPort               0.83  0.17
Detchd                0.97  0.03
----------------------------------------
if_null_BsmtExposure     0     1
GarageFinish                    
Fin                   0.99  0.01
RFn                   0.98  0.02
Unf                   0.96  0.04
----------------------------------------
if_null_BsmtExposure     0     1
GarageQual                      
Fa                    0.92  0.08
Gd                    1.00  0.00
Po                    1.00  0.00
TA                    0.98  0.02
----------------------------------------
if_null_BsmtExposure     0     1
GarageCond                      
Ex                    1.00  0.00
Fa                    0.92  0.08
Gd                    0.83  0.17
Po                    0.86  0.14
TA                    0.98  0.02
----------------------------------------
if_null_BsmtExposure     0     1
PavedDrive                      
N                     0.89  0.11
P                     0.94  0.06
Y                     0.98  0.02
----------------------------------------
if_null_BsmtExposure    0
PoolQC                   
Ex                    1.0
Gd                    1.0
----------------------------------------
if_null_BsmtExposure     0     1
Fence                           
GdPrv                 0.95  0.05
GdWo                  0.98  0.02
MnPrv                 0.99  0.01
MnWw                  1.00  0.00
----------------------------------------
if_null_BsmtExposure     0     1
MiscFeature                     
Gar2                  1.00  0.00
Othr                  1.00  0.00
Shed                  0.96  0.04
----------------------------------------
if_null_BsmtExposure     0     1
SaleType                        
COD                   1.00  0.00
CWD                   1.00  0.00
Con                   1.00  0.00
ConLD                 0.76  0.24
ConLI                 1.00  0.00
ConLw                 1.00  0.00
New                   0.99  0.01
Oth                   1.00  0.00
WD                    0.97  0.03
----------------------------------------
if_null_BsmtFinType1     0     1
MSSubClass                      
20                    0.97  0.03
30                    0.90  0.10
40                    1.00  0.00
45                    1.00  0.00
50                    0.99  0.01
60                    1.00  0.00
70                    0.99  0.01
75                    1.00  0.00
80                    0.98  0.02
85                    1.00  0.00
90                    0.77  0.23
120                   1.00  0.00
150                   1.00  0.00
160                   1.00  0.00
180                   1.00  0.00
190                   1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
MSZoning                        
C (all)               0.93  0.07
FV                    1.00  0.00
RH                    0.90  0.10
RL                    0.97  0.03
RM                    0.97  0.03
----------------------------------------
if_null_BsmtFinType1     0     1
Street                          
Grvl                  0.83  0.17
Pave                  0.97  0.03
----------------------------------------
if_null_BsmtFinType1     0     1
Alley                           
Grvl                  1.00  0.00
Pave                  0.97  0.03
----------------------------------------
if_null_BsmtFinType1     0     1
LotShape                        
IR1                   0.99  0.01
IR2                   0.97  0.03
IR3                   1.00  0.00
Reg                   0.96  0.04
----------------------------------------
if_null_BsmtFinType1     0     1
LandContour                     
Bnk                   0.94  0.06
HLS                   0.99  0.01
Low                   0.96  0.04
Lvl                   0.97  0.03
----------------------------------------
if_null_BsmtFinType1     0     1
Utilities                       
AllPub                0.97  0.03
----------------------------------------
if_null_BsmtFinType1     0     1
LotConfig                       
Corner                0.97  0.03
CulDSac               0.96  0.04
FR2                   0.95  0.05
FR3                   0.90  0.10
Inside                0.97  0.03
----------------------------------------
if_null_BsmtFinType1     0     1
LandSlope                       
Gtl                   0.97  0.03
Mod                   0.97  0.03
Sev                   1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
Neighborhood                    
Blmngtn               1.00  0.00
Blueste               1.00  0.00
BrDale                1.00  0.00
BrkSide               0.96  0.04
ClearCr               1.00  0.00
CollgCr               1.00  0.00
Crawfor               0.98  0.02
Edwards               0.88  0.12
Gilbert               1.00  0.00
IDOTRR                0.93  0.07
MeadowV               1.00  0.00
Mitchel               0.95  0.05
NAmes                 0.97  0.03
NPkVill               1.00  0.00
NWAmes                1.00  0.00
NoRidge               1.00  0.00
NridgHt               1.00  0.00
OldTown               0.97  0.03
SWISU                 0.96  0.04
Sawyer                0.95  0.05
SawyerW               0.92  0.08
Somerst               1.00  0.00
StoneBr               1.00  0.00
Timber                1.00  0.00
Veenker               1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
Condition1                      
Artery                0.95  0.05
Feedr                 0.93  0.07
Norm                  0.97  0.03
PosA                  0.92  0.08
PosN                  1.00  0.00
RRAe                  0.94  0.06
RRAn                  1.00  0.00
RRNe                  1.00  0.00
RRNn                  1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
Condition2                      
Artery                1.00  0.00
Feedr                 1.00  0.00
Norm                  0.97  0.03
PosA                  1.00  0.00
PosN                  1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
BldgType                        
1Fam                  0.98  0.02
2fmCon                1.00  0.00
Duplex                0.77  0.23
Twnhs                 1.00  0.00
TwnhsE                1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
HouseStyle                      
1.5Fin                0.98  0.02
1.5Unf                1.00  0.00
1Story                0.96  0.04
2.5Unf                1.00  0.00
2Story                0.99  0.01
SFoyer                1.00  0.00
SLvl                  0.98  0.02
----------------------------------------
if_null_BsmtFinType1     0     1
RoofStyle                       
Flat                  0.86  0.14
Gable                 0.97  0.03
Gambrel               1.00  0.00
Hip                   0.99  0.01
Mansard               1.00  0.00
Shed                  1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
RoofMatl                        
CompShg               0.97  0.03
Tar&Grv               0.92  0.08
WdShake               1.00  0.00
WdShngl               1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
Exterior1st                     
AsbShng               0.88  0.12
AsphShn               1.00  0.00
BrkComm               1.00  0.00
BrkFace               0.95  0.05
CBlock                0.00  1.00
CemntBd               1.00  0.00
HdBoard               0.97  0.03
MetalSd               0.97  0.03
Plywood               0.95  0.05
Stucco                0.94  0.06
VinylSd               0.99  0.01
Wd Sdng               0.95  0.05
WdShing               0.97  0.03
----------------------------------------
if_null_BsmtFinType1     0     1
Exterior2nd                     
AsbShng               1.00  0.00
AsphShn               1.00  0.00
Brk Cmn               1.00  0.00
BrkFace               1.00  0.00
CBlock                0.00  1.00
CmentBd               1.00  0.00
HdBoard               0.96  0.04
ImStucc               1.00  0.00
MetalSd               0.97  0.03
Plywood               0.95  0.05
Stone                 0.00  1.00
Stucco                1.00  0.00
VinylSd               0.99  0.01
Wd Sdng               0.95  0.05
Wd Shng               0.95  0.05
----------------------------------------
if_null_BsmtFinType1    0    1
MasVnrType                    
BrkCmn                0.7  0.3
BrkFace               1.0  0.0
Stone                 1.0  0.0
----------------------------------------
if_null_BsmtFinType1     0     1
ExterQual                       
Ex                    1.00  0.00
Fa                    0.86  0.14
Gd                    1.00  0.00
TA                    0.96  0.04
----------------------------------------
if_null_BsmtFinType1     0     1
ExterCond                       
Ex                    1.00  0.00
Fa                    0.92  0.08
Gd                    0.97  0.03
Po                    0.50  0.50
TA                    0.97  0.03
----------------------------------------
if_null_BsmtFinType1     0     1
Foundation                      
BrkTil                0.98  0.02
CBlock                0.98  0.02
PConc                 0.99  0.01
Slab                  0.00  1.00
Stone                 1.00  0.00
Wood                  1.00  0.00
----------------------------------------
if_null_BsmtFinType1    0
BsmtQual                 
Ex                    1.0
Fa                    1.0
Gd                    1.0
TA                    1.0
----------------------------------------
if_null_BsmtFinType1    0
BsmtCond                 
Fa                    1.0
Gd                    1.0
Po                    1.0
TA                    1.0
----------------------------------------
if_null_BsmtFinType1    0
BsmtExposure             
Av                    1.0
Gd                    1.0
Mn                    1.0
No                    1.0
----------------------------------------
if_null_BsmtFinType1    0
BsmtFinType1             
ALQ                   1.0
BLQ                   1.0
GLQ                   1.0
LwQ                   1.0
Rec                   1.0
Unf                   1.0
----------------------------------------
if_null_BsmtFinType1    0
BsmtFinType2             
ALQ                   1.0
BLQ                   1.0
GLQ                   1.0
LwQ                   1.0
Rec                   1.0
Unf                   1.0
----------------------------------------
if_null_BsmtFinType1     0     1
Heating                         
GasA                  0.97  0.03
GasW                  1.00  0.00
Grav                  1.00  0.00
Wall                  0.00  1.00
----------------------------------------
if_null_BsmtFinType1     0     1
HeatingQC                       
Ex                    0.99  0.01
Fa                    0.91  0.09
Gd                    0.97  0.03
Po                    0.50  0.50
TA                    0.94  0.06
----------------------------------------
if_null_BsmtFinType1     0     1
CentralAir                      
N                     0.84  0.16
Y                     0.98  0.02
----------------------------------------
if_null_BsmtFinType1     0     1
Electrical                      
FuseA                 0.90  0.10
FuseF                 0.91  0.09
FuseP                 1.00  0.00
SBrkr                 0.98  0.02
----------------------------------------
if_null_BsmtFinType1     0     1
KitchenQual                     
Ex                    0.99  0.01
Fa                    0.90  0.10
Gd                    1.00  0.00
TA                    0.95  0.05
----------------------------------------
if_null_BsmtFinType1     0     1
Functional                      
Maj1                  1.00  0.00
Maj2                  0.50  0.50
Min1                  0.82  0.18
Min2                  0.86  0.14
Mod                   0.75  0.25
Sev                   1.00  0.00
Typ                   0.98  0.02
----------------------------------------
if_null_BsmtFinType1     0     1
FireplaceQu                     
Ex                    0.95  0.05
Fa                    1.00  0.00
Gd                    0.99  0.01
Po                    1.00  0.00
TA                    0.98  0.02
----------------------------------------
if_null_BsmtFinType1     0     1
GarageType                      
2Types                0.88  0.12
Attchd                0.97  0.03
Basment               1.00  0.00
BuiltIn               1.00  0.00
CarPort               0.83  0.17
Detchd                0.97  0.03
----------------------------------------
if_null_BsmtFinType1     0     1
GarageFinish                    
Fin                   0.99  0.01
RFn                   0.98  0.02
Unf                   0.96  0.04
----------------------------------------
if_null_BsmtFinType1     0     1
GarageQual                      
Fa                    0.92  0.08
Gd                    1.00  0.00
Po                    1.00  0.00
TA                    0.98  0.02
----------------------------------------
if_null_BsmtFinType1     0     1
GarageCond                      
Ex                    1.00  0.00
Fa                    0.92  0.08
Gd                    0.83  0.17
Po                    0.86  0.14
TA                    0.98  0.02
----------------------------------------
if_null_BsmtFinType1     0     1
PavedDrive                      
N                     0.89  0.11
P                     0.94  0.06
Y                     0.98  0.02
----------------------------------------
if_null_BsmtFinType1    0
PoolQC                   
Ex                    1.0
Gd                    1.0
----------------------------------------
if_null_BsmtFinType1     0     1
Fence                           
GdPrv                 0.95  0.05
GdWo                  0.98  0.02
MnPrv                 0.99  0.01
MnWw                  1.00  0.00
----------------------------------------
if_null_BsmtFinType1     0     1
MiscFeature                     
Gar2                  1.00  0.00
Othr                  1.00  0.00
Shed                  0.96  0.04
----------------------------------------
if_null_BsmtFinType1     0     1
SaleType                        
COD                   1.00  0.00
CWD                   1.00  0.00
Con                   1.00  0.00
ConLD                 0.76  0.24
ConLI                 1.00  0.00
ConLw                 1.00  0.00
New                   1.00  0.00
Oth                   1.00  0.00
WD                    0.97  0.03
----------------------------------------
if_null_BsmtFinType2     0     1
MSSubClass                      
20                    0.97  0.03
30                    0.90  0.10
40                    1.00  0.00
45                    1.00  0.00
50                    0.99  0.01
60                    1.00  0.00
70                    0.99  0.01
75                    1.00  0.00
80                    0.98  0.02
85                    1.00  0.00
90                    0.77  0.23
120                   1.00  0.00
150                   1.00  0.00
160                   1.00  0.00
180                   1.00  0.00
190                   1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
MSZoning                        
C (all)               0.93  0.07
FV                    1.00  0.00
RH                    0.90  0.10
RL                    0.97  0.03
RM                    0.97  0.03
----------------------------------------
if_null_BsmtFinType2     0     1
Street                          
Grvl                  0.83  0.17
Pave                  0.97  0.03
----------------------------------------
if_null_BsmtFinType2     0     1
Alley                           
Grvl                  1.00  0.00
Pave                  0.97  0.03
----------------------------------------
if_null_BsmtFinType2     0     1
LotShape                        
IR1                   0.99  0.01
IR2                   0.97  0.03
IR3                   1.00  0.00
Reg                   0.96  0.04
----------------------------------------
if_null_BsmtFinType2     0     1
LandContour                     
Bnk                   0.94  0.06
HLS                   0.99  0.01
Low                   0.96  0.04
Lvl                   0.97  0.03
----------------------------------------
if_null_BsmtFinType2     0     1
Utilities                       
AllPub                0.97  0.03
----------------------------------------
if_null_BsmtFinType2     0     1
LotConfig                       
Corner                0.97  0.03
CulDSac               0.96  0.04
FR2                   0.95  0.05
FR3                   0.90  0.10
Inside                0.97  0.03
----------------------------------------
if_null_BsmtFinType2     0     1
LandSlope                       
Gtl                   0.97  0.03
Mod                   0.97  0.03
Sev                   1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
Neighborhood                    
Blmngtn               1.00  0.00
Blueste               1.00  0.00
BrDale                1.00  0.00
BrkSide               0.96  0.04
ClearCr               1.00  0.00
CollgCr               1.00  0.00
Crawfor               0.98  0.02
Edwards               0.88  0.12
Gilbert               1.00  0.00
IDOTRR                0.93  0.07
MeadowV               1.00  0.00
Mitchel               0.95  0.05
NAmes                 0.97  0.03
NPkVill               1.00  0.00
NWAmes                1.00  0.00
NoRidge               1.00  0.00
NridgHt               1.00  0.00
OldTown               0.97  0.03
SWISU                 0.96  0.04
Sawyer                0.95  0.05
SawyerW               0.92  0.08
Somerst               1.00  0.00
StoneBr               1.00  0.00
Timber                1.00  0.00
Veenker               1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
Condition1                      
Artery                0.95  0.05
Feedr                 0.93  0.07
Norm                  0.97  0.03
PosA                  0.92  0.08
PosN                  1.00  0.00
RRAe                  0.94  0.06
RRAn                  1.00  0.00
RRNe                  1.00  0.00
RRNn                  1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
Condition2                      
Artery                1.00  0.00
Feedr                 1.00  0.00
Norm                  0.97  0.03
PosA                  1.00  0.00
PosN                  1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
BldgType                        
1Fam                  0.98  0.02
2fmCon                1.00  0.00
Duplex                0.77  0.23
Twnhs                 1.00  0.00
TwnhsE                1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
HouseStyle                      
1.5Fin                0.98  0.02
1.5Unf                1.00  0.00
1Story                0.96  0.04
2.5Unf                1.00  0.00
2Story                0.99  0.01
SFoyer                1.00  0.00
SLvl                  0.98  0.02
----------------------------------------
if_null_BsmtFinType2     0     1
RoofStyle                       
Flat                  0.86  0.14
Gable                 0.97  0.03
Gambrel               1.00  0.00
Hip                   0.99  0.01
Mansard               1.00  0.00
Shed                  1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
RoofMatl                        
CompShg               0.97  0.03
Tar&Grv               0.92  0.08
WdShake               1.00  0.00
WdShngl               1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
Exterior1st                     
AsbShng               0.88  0.12
AsphShn               1.00  0.00
BrkComm               1.00  0.00
BrkFace               0.95  0.05
CBlock                0.00  1.00
CemntBd               1.00  0.00
HdBoard               0.97  0.03
MetalSd               0.97  0.03
Plywood               0.95  0.05
Stucco                0.94  0.06
VinylSd               0.99  0.01
Wd Sdng               0.95  0.05
WdShing               0.97  0.03
----------------------------------------
if_null_BsmtFinType2     0     1
Exterior2nd                     
AsbShng               1.00  0.00
AsphShn               1.00  0.00
Brk Cmn               1.00  0.00
BrkFace               1.00  0.00
CBlock                0.00  1.00
CmentBd               1.00  0.00
HdBoard               0.96  0.04
ImStucc               1.00  0.00
MetalSd               0.97  0.03
Plywood               0.95  0.05
Stone                 0.00  1.00
Stucco                1.00  0.00
VinylSd               0.99  0.01
Wd Sdng               0.95  0.05
Wd Shng               0.95  0.05
----------------------------------------
if_null_BsmtFinType2    0    1
MasVnrType                    
BrkCmn                0.7  0.3
BrkFace               1.0  0.0
Stone                 1.0  0.0
----------------------------------------
if_null_BsmtFinType2     0     1
ExterQual                       
Ex                    1.00  0.00
Fa                    0.86  0.14
Gd                    1.00  0.00
TA                    0.96  0.04
----------------------------------------
if_null_BsmtFinType2     0     1
ExterCond                       
Ex                    1.00  0.00
Fa                    0.92  0.08
Gd                    0.97  0.03
Po                    0.50  0.50
TA                    0.97  0.03
----------------------------------------
if_null_BsmtFinType2     0     1
Foundation                      
BrkTil                0.98  0.02
CBlock                0.98  0.02
PConc                 0.99  0.01
Slab                  0.00  1.00
Stone                 1.00  0.00
Wood                  1.00  0.00
----------------------------------------
if_null_BsmtFinType2    0
BsmtQual                 
Ex                    1.0
Fa                    1.0
Gd                    1.0
TA                    1.0
----------------------------------------
if_null_BsmtFinType2    0
BsmtCond                 
Fa                    1.0
Gd                    1.0
Po                    1.0
TA                    1.0
----------------------------------------
if_null_BsmtFinType2    0
BsmtExposure             
Av                    1.0
Gd                    1.0
Mn                    1.0
No                    1.0
----------------------------------------
if_null_BsmtFinType2    0
BsmtFinType1             
ALQ                   1.0
BLQ                   1.0
GLQ                   1.0
LwQ                   1.0
Rec                   1.0
Unf                   1.0
----------------------------------------
if_null_BsmtFinType2    0
BsmtFinType2             
ALQ                   1.0
BLQ                   1.0
GLQ                   1.0
LwQ                   1.0
Rec                   1.0
Unf                   1.0
----------------------------------------
if_null_BsmtFinType2     0     1
Heating                         
GasA                  0.97  0.03
GasW                  1.00  0.00
Grav                  1.00  0.00
Wall                  0.00  1.00
----------------------------------------
if_null_BsmtFinType2     0     1
HeatingQC                       
Ex                    0.99  0.01
Fa                    0.91  0.09
Gd                    0.97  0.03
Po                    0.50  0.50
TA                    0.94  0.06
----------------------------------------
if_null_BsmtFinType2     0     1
CentralAir                      
N                     0.84  0.16
Y                     0.98  0.02
----------------------------------------
if_null_BsmtFinType2     0     1
Electrical                      
FuseA                 0.90  0.10
FuseF                 0.91  0.09
FuseP                 1.00  0.00
SBrkr                 0.98  0.02
----------------------------------------
if_null_BsmtFinType2     0     1
KitchenQual                     
Ex                    0.99  0.01
Fa                    0.90  0.10
Gd                    1.00  0.00
TA                    0.95  0.05
----------------------------------------
if_null_BsmtFinType2     0     1
Functional                      
Maj1                  1.00  0.00
Maj2                  0.50  0.50
Min1                  0.82  0.18
Min2                  0.86  0.14
Mod                   0.75  0.25
Sev                   1.00  0.00
Typ                   0.98  0.02
----------------------------------------
if_null_BsmtFinType2     0     1
FireplaceQu                     
Ex                    0.95  0.05
Fa                    1.00  0.00
Gd                    0.99  0.01
Po                    1.00  0.00
TA                    0.98  0.02
----------------------------------------
if_null_BsmtFinType2     0     1
GarageType                      
2Types                0.88  0.12
Attchd                0.97  0.03
Basment               1.00  0.00
BuiltIn               1.00  0.00
CarPort               0.83  0.17
Detchd                0.97  0.03
----------------------------------------
if_null_BsmtFinType2     0     1
GarageFinish                    
Fin                   0.99  0.01
RFn                   0.98  0.02
Unf                   0.96  0.04
----------------------------------------
if_null_BsmtFinType2     0     1
GarageQual                      
Fa                    0.92  0.08
Gd                    1.00  0.00
Po                    1.00  0.00
TA                    0.98  0.02
----------------------------------------
if_null_BsmtFinType2     0     1
GarageCond                      
Ex                    1.00  0.00
Fa                    0.92  0.08
Gd                    0.83  0.17
Po                    0.86  0.14
TA                    0.98  0.02
----------------------------------------
if_null_BsmtFinType2     0     1
PavedDrive                      
N                     0.89  0.11
P                     0.94  0.06
Y                     0.98  0.02
----------------------------------------
if_null_BsmtFinType2    0
PoolQC                   
Ex                    1.0
Gd                    1.0
----------------------------------------
if_null_BsmtFinType2     0     1
Fence                           
GdPrv                 0.95  0.05
GdWo                  0.98  0.02
MnPrv                 0.99  0.01
MnWw                  1.00  0.00
----------------------------------------
if_null_BsmtFinType2     0     1
MiscFeature                     
Gar2                  1.00  0.00
Othr                  1.00  0.00
Shed                  0.96  0.04
----------------------------------------
if_null_BsmtFinType2     0     1
SaleType                        
COD                   1.00  0.00
CWD                   1.00  0.00
Con                   1.00  0.00
ConLD                 0.76  0.24
ConLI                 1.00  0.00
ConLw                 1.00  0.00
New                   1.00  0.00
Oth                   1.00  0.00
WD                    0.97  0.03
----------------------------------------
if_null_Heating    0
MSSubClass          
20               1.0
30               1.0
40               1.0
45               1.0
50               1.0
60               1.0
70               1.0
75               1.0
80               1.0
85               1.0
90               1.0
120              1.0
150              1.0
160              1.0
180              1.0
190              1.0
----------------------------------------
if_null_Heating    0
MSZoning            
C (all)          1.0
FV               1.0
RH               1.0
RL               1.0
RM               1.0
----------------------------------------
if_null_Heating    0
Street              
Grvl             1.0
Pave             1.0
----------------------------------------
if_null_Heating    0
Alley               
Grvl             1.0
Pave             1.0
----------------------------------------
if_null_Heating    0
LotShape            
IR1              1.0
IR2              1.0
IR3              1.0
Reg              1.0
----------------------------------------
if_null_Heating    0
LandContour         
Bnk              1.0
HLS              1.0
Low              1.0
Lvl              1.0
----------------------------------------
if_null_Heating    0
Utilities           
AllPub           1.0
----------------------------------------
if_null_Heating    0
LotConfig           
Corner           1.0
CulDSac          1.0
FR2              1.0
FR3              1.0
Inside           1.0
----------------------------------------
if_null_Heating    0
LandSlope           
Gtl              1.0
Mod              1.0
Sev              1.0
----------------------------------------
if_null_Heating    0
Neighborhood        
Blmngtn          1.0
Blueste          1.0
BrDale           1.0
BrkSide          1.0
ClearCr          1.0
CollgCr          1.0
Crawfor          1.0
Edwards          1.0
Gilbert          1.0
IDOTRR           1.0
MeadowV          1.0
Mitchel          1.0
NAmes            1.0
NPkVill          1.0
NWAmes           1.0
NoRidge          1.0
NridgHt          1.0
OldTown          1.0
SWISU            1.0
Sawyer           1.0
SawyerW          1.0
Somerst          1.0
StoneBr          1.0
Timber           1.0
Veenker          1.0
----------------------------------------
if_null_Heating    0
Condition1          
Artery           1.0
Feedr            1.0
Norm             1.0
PosA             1.0
PosN             1.0
RRAe             1.0
RRAn             1.0
RRNe             1.0
RRNn             1.0
----------------------------------------
if_null_Heating    0
Condition2          
Artery           1.0
Feedr            1.0
Norm             1.0
PosA             1.0
PosN             1.0
----------------------------------------
if_null_Heating    0
BldgType            
1Fam             1.0
2fmCon           1.0
Duplex           1.0
Twnhs            1.0
TwnhsE           1.0
----------------------------------------
if_null_Heating    0
HouseStyle          
1.5Fin           1.0
1.5Unf           1.0
1Story           1.0
2.5Unf           1.0
2Story           1.0
SFoyer           1.0
SLvl             1.0
----------------------------------------
if_null_Heating    0
RoofStyle           
Flat             1.0
Gable            1.0
Gambrel          1.0
Hip              1.0
Mansard          1.0
Shed             1.0
----------------------------------------
if_null_Heating    0
RoofMatl            
CompShg          1.0
Tar&Grv          1.0
WdShake          1.0
WdShngl          1.0
----------------------------------------
if_null_Heating    0
Exterior1st         
AsbShng          1.0
AsphShn          1.0
BrkComm          1.0
BrkFace          1.0
CBlock           1.0
CemntBd          1.0
HdBoard          1.0
MetalSd          1.0
Plywood          1.0
Stucco           1.0
VinylSd          1.0
Wd Sdng          1.0
WdShing          1.0
----------------------------------------
if_null_Heating    0
Exterior2nd         
AsbShng          1.0
AsphShn          1.0
Brk Cmn          1.0
BrkFace          1.0
CBlock           1.0
CmentBd          1.0
HdBoard          1.0
ImStucc          1.0
MetalSd          1.0
Plywood          1.0
Stone            1.0
Stucco           1.0
VinylSd          1.0
Wd Sdng          1.0
Wd Shng          1.0
----------------------------------------
if_null_Heating    0
MasVnrType          
BrkCmn           1.0
BrkFace          1.0
Stone            1.0
----------------------------------------
if_null_Heating    0
ExterQual           
Ex               1.0
Fa               1.0
Gd               1.0
TA               1.0
----------------------------------------
if_null_Heating    0
ExterCond           
Ex               1.0
Fa               1.0
Gd               1.0
Po               1.0
TA               1.0
----------------------------------------
if_null_Heating    0
Foundation          
BrkTil           1.0
CBlock           1.0
PConc            1.0
Slab             1.0
Stone            1.0
Wood             1.0
----------------------------------------
if_null_Heating    0
BsmtQual            
Ex               1.0
Fa               1.0
Gd               1.0
TA               1.0
----------------------------------------
if_null_Heating    0
BsmtCond            
Fa               1.0
Gd               1.0
Po               1.0
TA               1.0
----------------------------------------
if_null_Heating    0
BsmtExposure        
Av               1.0
Gd               1.0
Mn               1.0
No               1.0
----------------------------------------
if_null_Heating    0
BsmtFinType1        
ALQ              1.0
BLQ              1.0
GLQ              1.0
LwQ              1.0
Rec              1.0
Unf              1.0
----------------------------------------
if_null_Heating    0
BsmtFinType2        
ALQ              1.0
BLQ              1.0
GLQ              1.0
LwQ              1.0
Rec              1.0
Unf              1.0
----------------------------------------
if_null_Heating    0
Heating             
GasA             1.0
GasW             1.0
Grav             1.0
Wall             1.0
----------------------------------------
if_null_Heating    0
HeatingQC           
Ex               1.0
Fa               1.0
Gd               1.0
Po               1.0
TA               1.0
----------------------------------------
if_null_Heating    0
CentralAir          
N                1.0
Y                1.0
----------------------------------------
if_null_Heating    0
Electrical          
FuseA            1.0
FuseF            1.0
FuseP            1.0
SBrkr            1.0
----------------------------------------
if_null_Heating    0
KitchenQual         
Ex               1.0
Fa               1.0
Gd               1.0
TA               1.0
----------------------------------------
if_null_Heating    0
Functional          
Maj1             1.0
Maj2             1.0
Min1             1.0
Min2             1.0
Mod              1.0
Sev              1.0
Typ              1.0
----------------------------------------
if_null_Heating    0
FireplaceQu         
Ex               1.0
Fa               1.0
Gd               1.0
Po               1.0
TA               1.0
----------------------------------------
if_null_Heating    0
GarageType          
2Types           1.0
Attchd           1.0
Basment          1.0
BuiltIn          1.0
CarPort          1.0
Detchd           1.0
----------------------------------------
if_null_Heating    0
GarageFinish        
Fin              1.0
RFn              1.0
Unf              1.0
----------------------------------------
if_null_Heating    0
GarageQual          
Fa               1.0
Gd               1.0
Po               1.0
TA               1.0
----------------------------------------
if_null_Heating    0
GarageCond          
Ex               1.0
Fa               1.0
Gd               1.0
Po               1.0
TA               1.0
----------------------------------------
if_null_Heating    0
PavedDrive          
N                1.0
P                1.0
Y                1.0
----------------------------------------
if_null_Heating    0
PoolQC              
Ex               1.0
Gd               1.0
----------------------------------------
if_null_Heating    0
Fence               
GdPrv            1.0
GdWo             1.0
MnPrv            1.0
MnWw             1.0
----------------------------------------
if_null_Heating    0
MiscFeature         
Gar2             1.0
Othr             1.0
Shed             1.0
----------------------------------------
if_null_Heating    0
SaleType            
COD              1.0
CWD              1.0
Con              1.0
ConLD            1.0
ConLI            1.0
ConLw            1.0
New              1.0
Oth              1.0
WD               1.0
----------------------------------------
if_null_HeatingQC    0
MSSubClass            
20                 1.0
30                 1.0
40                 1.0
45                 1.0
50                 1.0
60                 1.0
70                 1.0
75                 1.0
80                 1.0
85                 1.0
90                 1.0
120                1.0
150                1.0
160                1.0
180                1.0
190                1.0
----------------------------------------
if_null_HeatingQC    0
MSZoning              
C (all)            1.0
FV                 1.0
RH                 1.0
RL                 1.0
RM                 1.0
----------------------------------------
if_null_HeatingQC    0
Street                
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_HeatingQC    0
Alley                 
Grvl               1.0
Pave               1.0
----------------------------------------
if_null_HeatingQC    0
LotShape              
IR1                1.0
IR2                1.0
IR3                1.0
Reg                1.0
----------------------------------------
if_null_HeatingQC    0
LandContour           
Bnk                1.0
HLS                1.0
Low                1.0
Lvl                1.0
----------------------------------------
if_null_HeatingQC    0
Utilities             
AllPub             1.0
----------------------------------------
if_null_HeatingQC    0
LotConfig             
Corner             1.0
CulDSac            1.0
FR2                1.0
FR3                1.0
Inside             1.0
----------------------------------------
if_null_HeatingQC    0
LandSlope             
Gtl                1.0
Mod                1.0
Sev                1.0
----------------------------------------
if_null_HeatingQC    0
Neighborhood          
Blmngtn            1.0
Blueste            1.0
BrDale             1.0
BrkSide            1.0
ClearCr            1.0
CollgCr            1.0
Crawfor            1.0
Edwards            1.0
Gilbert            1.0
IDOTRR             1.0
MeadowV            1.0
Mitchel            1.0
NAmes              1.0
NPkVill            1.0
NWAmes             1.0
NoRidge            1.0
NridgHt            1.0
OldTown            1.0
SWISU              1.0
Sawyer             1.0
SawyerW            1.0
Somerst            1.0
StoneBr            1.0
Timber             1.0
Veenker            1.0
----------------------------------------
if_null_HeatingQC    0
Condition1            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
RRAe               1.0
RRAn               1.0
RRNe               1.0
RRNn               1.0
----------------------------------------
if_null_HeatingQC    0
Condition2            
Artery             1.0
Feedr              1.0
Norm               1.0
PosA               1.0
PosN               1.0
----------------------------------------
if_null_HeatingQC    0
BldgType              
1Fam               1.0
2fmCon             1.0
Duplex             1.0
Twnhs              1.0
TwnhsE             1.0
----------------------------------------
if_null_HeatingQC    0
HouseStyle            
1.5Fin             1.0
1.5Unf             1.0
1Story             1.0
2.5Unf             1.0
2Story             1.0
SFoyer             1.0
SLvl               1.0
----------------------------------------
if_null_HeatingQC    0
RoofStyle             
Flat               1.0
Gable              1.0
Gambrel            1.0
Hip                1.0
Mansard            1.0
Shed               1.0
----------------------------------------
if_null_HeatingQC    0
RoofMatl              
CompShg            1.0
Tar&Grv            1.0
WdShake            1.0
WdShngl            1.0
----------------------------------------
if_null_HeatingQC    0
Exterior1st           
AsbShng            1.0
AsphShn            1.0
BrkComm            1.0
BrkFace            1.0
CBlock             1.0
CemntBd            1.0
HdBoard            1.0
MetalSd            1.0
Plywood            1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
WdShing            1.0
----------------------------------------
if_null_HeatingQC    0
Exterior2nd           
AsbShng            1.0
AsphShn            1.0
Brk Cmn            1.0
BrkFace            1.0
CBlock             1.0
CmentBd            1.0
HdBoard            1.0
ImStucc            1.0
MetalSd            1.0
Plywood            1.0
Stone              1.0
Stucco             1.0
VinylSd            1.0
Wd Sdng            1.0
Wd Shng            1.0
----------------------------------------
if_null_HeatingQC    0
MasVnrType            
BrkCmn             1.0
BrkFace            1.0
Stone              1.0
----------------------------------------
if_null_HeatingQC    0
ExterQual             
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_HeatingQC    0
ExterCond             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_HeatingQC    0
Foundation            
BrkTil             1.0
CBlock             1.0
PConc              1.0
Slab               1.0
Stone              1.0
Wood               1.0
----------------------------------------
if_null_HeatingQC    0
BsmtQual              
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_HeatingQC    0
BsmtCond              
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_HeatingQC    0
BsmtExposure          
Av                 1.0
Gd                 1.0
Mn                 1.0
No                 1.0
----------------------------------------
if_null_HeatingQC    0
BsmtFinType1          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_HeatingQC    0
BsmtFinType2          
ALQ                1.0
BLQ                1.0
GLQ                1.0
LwQ                1.0
Rec                1.0
Unf                1.0
----------------------------------------
if_null_HeatingQC    0
Heating               
GasA               1.0
GasW               1.0
Grav               1.0
Wall               1.0
----------------------------------------
if_null_HeatingQC    0
HeatingQC             
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_HeatingQC    0
CentralAir            
N                  1.0
Y                  1.0
----------------------------------------
if_null_HeatingQC    0
Electrical            
FuseA              1.0
FuseF              1.0
FuseP              1.0
SBrkr              1.0
----------------------------------------
if_null_HeatingQC    0
KitchenQual           
Ex                 1.0
Fa                 1.0
Gd                 1.0
TA                 1.0
----------------------------------------
if_null_HeatingQC    0
Functional            
Maj1               1.0
Maj2               1.0
Min1               1.0
Min2               1.0
Mod                1.0
Sev                1.0
Typ                1.0
----------------------------------------
if_null_HeatingQC    0
FireplaceQu           
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_HeatingQC    0
GarageType            
2Types             1.0
Attchd             1.0
Basment            1.0
BuiltIn            1.0
CarPort            1.0
Detchd             1.0
----------------------------------------
if_null_HeatingQC    0
GarageFinish          
Fin                1.0
RFn                1.0
Unf                1.0
----------------------------------------
if_null_HeatingQC    0
GarageQual            
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_HeatingQC    0
GarageCond            
Ex                 1.0
Fa                 1.0
Gd                 1.0
Po                 1.0
TA                 1.0
----------------------------------------
if_null_HeatingQC    0
PavedDrive            
N                  1.0
P                  1.0
Y                  1.0
----------------------------------------
if_null_HeatingQC    0
PoolQC                
Ex                 1.0
Gd                 1.0
----------------------------------------
if_null_HeatingQC    0
Fence                 
GdPrv              1.0
GdWo               1.0
MnPrv              1.0
MnWw               1.0
----------------------------------------
if_null_HeatingQC    0
MiscFeature           
Gar2               1.0
Othr               1.0
Shed               1.0
----------------------------------------
if_null_HeatingQC    0
SaleType              
COD                1.0
CWD                1.0
Con                1.0
ConLD              1.0
ConLI              1.0
ConLw              1.0
New                1.0
Oth                1.0
WD                 1.0
----------------------------------------
if_null_CentralAir    0
MSSubClass             
20                  1.0
30                  1.0
40                  1.0
45                  1.0
50                  1.0
60                  1.0
70                  1.0
75                  1.0
80                  1.0
85                  1.0
90                  1.0
120                 1.0
150                 1.0
160                 1.0
180                 1.0
190                 1.0
----------------------------------------
if_null_CentralAir    0
MSZoning               
C (all)             1.0
FV                  1.0
RH                  1.0
RL                  1.0
RM                  1.0
----------------------------------------
if_null_CentralAir    0
Street                 
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_CentralAir    0
Alley                  
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_CentralAir    0
LotShape               
IR1                 1.0
IR2                 1.0
IR3                 1.0
Reg                 1.0
----------------------------------------
if_null_CentralAir    0
LandContour            
Bnk                 1.0
HLS                 1.0
Low                 1.0
Lvl                 1.0
----------------------------------------
if_null_CentralAir    0
Utilities              
AllPub              1.0
----------------------------------------
if_null_CentralAir    0
LotConfig              
Corner              1.0
CulDSac             1.0
FR2                 1.0
FR3                 1.0
Inside              1.0
----------------------------------------
if_null_CentralAir    0
LandSlope              
Gtl                 1.0
Mod                 1.0
Sev                 1.0
----------------------------------------
if_null_CentralAir    0
Neighborhood           
Blmngtn             1.0
Blueste             1.0
BrDale              1.0
BrkSide             1.0
ClearCr             1.0
CollgCr             1.0
Crawfor             1.0
Edwards             1.0
Gilbert             1.0
IDOTRR              1.0
MeadowV             1.0
Mitchel             1.0
NAmes               1.0
NPkVill             1.0
NWAmes              1.0
NoRidge             1.0
NridgHt             1.0
OldTown             1.0
SWISU               1.0
Sawyer              1.0
SawyerW             1.0
Somerst             1.0
StoneBr             1.0
Timber              1.0
Veenker             1.0
----------------------------------------
if_null_CentralAir    0
Condition1             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNe                1.0
RRNn                1.0
----------------------------------------
if_null_CentralAir    0
Condition2             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
----------------------------------------
if_null_CentralAir    0
BldgType               
1Fam                1.0
2fmCon              1.0
Duplex              1.0
Twnhs               1.0
TwnhsE              1.0
----------------------------------------
if_null_CentralAir    0
HouseStyle             
1.5Fin              1.0
1.5Unf              1.0
1Story              1.0
2.5Unf              1.0
2Story              1.0
SFoyer              1.0
SLvl                1.0
----------------------------------------
if_null_CentralAir    0
RoofStyle              
Flat                1.0
Gable               1.0
Gambrel             1.0
Hip                 1.0
Mansard             1.0
Shed                1.0
----------------------------------------
if_null_CentralAir    0
RoofMatl               
CompShg             1.0
Tar&Grv             1.0
WdShake             1.0
WdShngl             1.0
----------------------------------------
if_null_CentralAir    0
Exterior1st            
AsbShng             1.0
AsphShn             1.0
BrkComm             1.0
BrkFace             1.0
CBlock              1.0
CemntBd             1.0
HdBoard             1.0
MetalSd             1.0
Plywood             1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
WdShing             1.0
----------------------------------------
if_null_CentralAir    0
Exterior2nd            
AsbShng             1.0
AsphShn             1.0
Brk Cmn             1.0
BrkFace             1.0
CBlock              1.0
CmentBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
Wd Shng             1.0
----------------------------------------
if_null_CentralAir    0
MasVnrType             
BrkCmn              1.0
BrkFace             1.0
Stone               1.0
----------------------------------------
if_null_CentralAir    0
ExterQual              
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_CentralAir    0
ExterCond              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_CentralAir    0
Foundation             
BrkTil              1.0
CBlock              1.0
PConc               1.0
Slab                1.0
Stone               1.0
Wood                1.0
----------------------------------------
if_null_CentralAir    0
BsmtQual               
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_CentralAir    0
BsmtCond               
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_CentralAir    0
BsmtExposure           
Av                  1.0
Gd                  1.0
Mn                  1.0
No                  1.0
----------------------------------------
if_null_CentralAir    0
BsmtFinType1           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_CentralAir    0
BsmtFinType2           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_CentralAir    0
Heating                
GasA                1.0
GasW                1.0
Grav                1.0
Wall                1.0
----------------------------------------
if_null_CentralAir    0
HeatingQC              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_CentralAir    0
CentralAir             
N                   1.0
Y                   1.0
----------------------------------------
if_null_CentralAir    0
Electrical             
FuseA               1.0
FuseF               1.0
FuseP               1.0
SBrkr               1.0
----------------------------------------
if_null_CentralAir    0
KitchenQual            
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_CentralAir    0
Functional             
Maj1                1.0
Maj2                1.0
Min1                1.0
Min2                1.0
Mod                 1.0
Sev                 1.0
Typ                 1.0
----------------------------------------
if_null_CentralAir    0
FireplaceQu            
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_CentralAir    0
GarageType             
2Types              1.0
Attchd              1.0
Basment             1.0
BuiltIn             1.0
CarPort             1.0
Detchd              1.0
----------------------------------------
if_null_CentralAir    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_CentralAir    0
GarageQual             
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_CentralAir    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_CentralAir    0
PavedDrive             
N                   1.0
P                   1.0
Y                   1.0
----------------------------------------
if_null_CentralAir    0
PoolQC                 
Ex                  1.0
Gd                  1.0
----------------------------------------
if_null_CentralAir    0
Fence                  
GdPrv               1.0
GdWo                1.0
MnPrv               1.0
MnWw                1.0
----------------------------------------
if_null_CentralAir    0
MiscFeature            
Gar2                1.0
Othr                1.0
Shed                1.0
----------------------------------------
if_null_CentralAir    0
SaleType               
COD                 1.0
CWD                 1.0
Con                 1.0
ConLD               1.0
ConLI               1.0
ConLw               1.0
New                 1.0
Oth                 1.0
WD                  1.0
----------------------------------------
if_null_Electrical    0
MSSubClass             
20                  1.0
30                  1.0
40                  1.0
45                  1.0
50                  1.0
60                  1.0
70                  1.0
75                  1.0
80                  1.0
85                  1.0
90                  1.0
120                 1.0
150                 1.0
160                 1.0
180                 1.0
190                 1.0
----------------------------------------
if_null_Electrical    0
MSZoning               
C (all)             1.0
FV                  1.0
RH                  1.0
RL                  1.0
RM                  1.0
----------------------------------------
if_null_Electrical    0
Street                 
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_Electrical    0
Alley                  
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_Electrical    0
LotShape               
IR1                 1.0
IR2                 1.0
IR3                 1.0
Reg                 1.0
----------------------------------------
if_null_Electrical    0
LandContour            
Bnk                 1.0
HLS                 1.0
Low                 1.0
Lvl                 1.0
----------------------------------------
if_null_Electrical    0
Utilities              
AllPub              1.0
----------------------------------------
if_null_Electrical    0
LotConfig              
Corner              1.0
CulDSac             1.0
FR2                 1.0
FR3                 1.0
Inside              1.0
----------------------------------------
if_null_Electrical    0
LandSlope              
Gtl                 1.0
Mod                 1.0
Sev                 1.0
----------------------------------------
if_null_Electrical    0
Neighborhood           
Blmngtn             1.0
Blueste             1.0
BrDale              1.0
BrkSide             1.0
ClearCr             1.0
CollgCr             1.0
Crawfor             1.0
Edwards             1.0
Gilbert             1.0
IDOTRR              1.0
MeadowV             1.0
Mitchel             1.0
NAmes               1.0
NPkVill             1.0
NWAmes              1.0
NoRidge             1.0
NridgHt             1.0
OldTown             1.0
SWISU               1.0
Sawyer              1.0
SawyerW             1.0
Somerst             1.0
StoneBr             1.0
Timber              1.0
Veenker             1.0
----------------------------------------
if_null_Electrical    0
Condition1             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNe                1.0
RRNn                1.0
----------------------------------------
if_null_Electrical    0
Condition2             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
----------------------------------------
if_null_Electrical    0
BldgType               
1Fam                1.0
2fmCon              1.0
Duplex              1.0
Twnhs               1.0
TwnhsE              1.0
----------------------------------------
if_null_Electrical    0
HouseStyle             
1.5Fin              1.0
1.5Unf              1.0
1Story              1.0
2.5Unf              1.0
2Story              1.0
SFoyer              1.0
SLvl                1.0
----------------------------------------
if_null_Electrical    0
RoofStyle              
Flat                1.0
Gable               1.0
Gambrel             1.0
Hip                 1.0
Mansard             1.0
Shed                1.0
----------------------------------------
if_null_Electrical    0
RoofMatl               
CompShg             1.0
Tar&Grv             1.0
WdShake             1.0
WdShngl             1.0
----------------------------------------
if_null_Electrical    0
Exterior1st            
AsbShng             1.0
AsphShn             1.0
BrkComm             1.0
BrkFace             1.0
CBlock              1.0
CemntBd             1.0
HdBoard             1.0
MetalSd             1.0
Plywood             1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
WdShing             1.0
----------------------------------------
if_null_Electrical    0
Exterior2nd            
AsbShng             1.0
AsphShn             1.0
Brk Cmn             1.0
BrkFace             1.0
CBlock              1.0
CmentBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
Wd Shng             1.0
----------------------------------------
if_null_Electrical    0
MasVnrType             
BrkCmn              1.0
BrkFace             1.0
Stone               1.0
----------------------------------------
if_null_Electrical    0
ExterQual              
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Electrical    0
ExterCond              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Electrical    0
Foundation             
BrkTil              1.0
CBlock              1.0
PConc               1.0
Slab                1.0
Stone               1.0
Wood                1.0
----------------------------------------
if_null_Electrical    0
BsmtQual               
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Electrical    0
BsmtCond               
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Electrical    0
BsmtExposure           
Av                  1.0
Gd                  1.0
Mn                  1.0
No                  1.0
----------------------------------------
if_null_Electrical    0
BsmtFinType1           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_Electrical    0
BsmtFinType2           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_Electrical    0
Heating                
GasA                1.0
GasW                1.0
Grav                1.0
Wall                1.0
----------------------------------------
if_null_Electrical    0
HeatingQC              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Electrical    0
CentralAir             
N                   1.0
Y                   1.0
----------------------------------------
if_null_Electrical    0
Electrical             
FuseA               1.0
FuseF               1.0
FuseP               1.0
SBrkr               1.0
----------------------------------------
if_null_Electrical    0
KitchenQual            
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_Electrical    0
Functional             
Maj1                1.0
Maj2                1.0
Min1                1.0
Min2                1.0
Mod                 1.0
Sev                 1.0
Typ                 1.0
----------------------------------------
if_null_Electrical    0
FireplaceQu            
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Electrical    0
GarageType             
2Types              1.0
Attchd              1.0
Basment             1.0
BuiltIn             1.0
CarPort             1.0
Detchd              1.0
----------------------------------------
if_null_Electrical    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_Electrical    0
GarageQual             
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Electrical    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Electrical    0
PavedDrive             
N                   1.0
P                   1.0
Y                   1.0
----------------------------------------
if_null_Electrical    0
PoolQC                 
Ex                  1.0
Gd                  1.0
----------------------------------------
if_null_Electrical    0
Fence                  
GdPrv               1.0
GdWo                1.0
MnPrv               1.0
MnWw                1.0
----------------------------------------
if_null_Electrical    0
MiscFeature            
Gar2                1.0
Othr                1.0
Shed                1.0
----------------------------------------
if_null_Electrical    0
SaleType               
COD                 1.0
CWD                 1.0
Con                 1.0
ConLD               1.0
ConLI               1.0
ConLw               1.0
New                 1.0
Oth                 1.0
WD                  1.0
----------------------------------------
if_null_KitchenQual     0     1
MSSubClass                     
20                   1.00  0.00
30                   1.00  0.00
40                   1.00  0.00
45                   1.00  0.00
50                   0.99  0.01
60                   1.00  0.00
70                   1.00  0.00
75                   1.00  0.00
80                   1.00  0.00
85                   1.00  0.00
90                   1.00  0.00
120                  1.00  0.00
150                  1.00  0.00
160                  1.00  0.00
180                  1.00  0.00
190                  1.00  0.00
----------------------------------------
if_null_KitchenQual    0    1
MSZoning                     
C (all)              1.0  0.0
FV                   1.0  0.0
RH                   1.0  0.0
RL                   1.0  0.0
RM                   1.0  0.0
----------------------------------------
if_null_KitchenQual    0    1
Street                       
Grvl                 1.0  0.0
Pave                 1.0  0.0
----------------------------------------
if_null_KitchenQual    0
Alley                   
Grvl                 1.0
Pave                 1.0
----------------------------------------
if_null_KitchenQual    0    1
LotShape                     
IR1                  1.0  0.0
IR2                  1.0  0.0
IR3                  1.0  0.0
Reg                  1.0  0.0
----------------------------------------
if_null_KitchenQual    0    1
LandContour                  
Bnk                  1.0  0.0
HLS                  1.0  0.0
Low                  1.0  0.0
Lvl                  1.0  0.0
----------------------------------------
if_null_KitchenQual    0    1
Utilities                    
AllPub               1.0  0.0
----------------------------------------
if_null_KitchenQual    0    1
LotConfig                    
Corner               1.0  0.0
CulDSac              1.0  0.0
FR2                  1.0  0.0
FR3                  1.0  0.0
Inside               1.0  0.0
----------------------------------------
if_null_KitchenQual    0    1
LandSlope                    
Gtl                  1.0  0.0
Mod                  1.0  0.0
Sev                  1.0  0.0
----------------------------------------
if_null_KitchenQual     0     1
Neighborhood                   
Blmngtn              1.00  0.00
Blueste              1.00  0.00
BrDale               1.00  0.00
BrkSide              1.00  0.00
ClearCr              0.94  0.06
CollgCr              1.00  0.00
Crawfor              1.00  0.00
Edwards              1.00  0.00
Gilbert              1.00  0.00
IDOTRR               1.00  0.00
MeadowV              1.00  0.00
Mitchel              1.00  0.00
NAmes                1.00  0.00
NPkVill              1.00  0.00
NWAmes               1.00  0.00
NoRidge              1.00  0.00
NridgHt              1.00  0.00
OldTown              1.00  0.00
SWISU                1.00  0.00
Sawyer               1.00  0.00
SawyerW              1.00  0.00
Somerst              1.00  0.00
StoneBr              1.00  0.00
Timber               1.00  0.00
Veenker              1.00  0.00
----------------------------------------
if_null_KitchenQual    0    1
Condition1                   
Artery               1.0  0.0
Feedr                1.0  0.0
Norm                 1.0  0.0
PosA                 1.0  0.0
PosN                 1.0  0.0
RRAe                 1.0  0.0
RRAn                 1.0  0.0
RRNe                 1.0  0.0
RRNn                 1.0  0.0
----------------------------------------
if_null_KitchenQual    0    1
Condition2                   
Artery               1.0  0.0
Feedr                1.0  0.0
Norm                 1.0  0.0
PosA                 1.0  0.0
PosN                 1.0  0.0
----------------------------------------
if_null_KitchenQual    0    1
BldgType                     
1Fam                 1.0  0.0
2fmCon               1.0  0.0
Duplex               1.0  0.0
Twnhs                1.0  0.0
TwnhsE               1.0  0.0
----------------------------------------
if_null_KitchenQual     0     1
HouseStyle                     
1.5Fin               0.99  0.01
1.5Unf               1.00  0.00
1Story               1.00  0.00
2.5Unf               1.00  0.00
2Story               1.00  0.00
SFoyer               1.00  0.00
SLvl                 1.00  0.00
----------------------------------------
if_null_KitchenQual    0    1
RoofStyle                    
Flat                 1.0  0.0
Gable                1.0  0.0
Gambrel              1.0  0.0
Hip                  1.0  0.0
Mansard              1.0  0.0
Shed                 1.0  0.0
----------------------------------------
if_null_KitchenQual    0    1
RoofMatl                     
CompShg              1.0  0.0
Tar&Grv              1.0  0.0
WdShake              1.0  0.0
WdShngl              1.0  0.0
----------------------------------------
if_null_KitchenQual    0    1
Exterior1st                  
AsbShng              1.0  0.0
AsphShn              1.0  0.0
BrkComm              1.0  0.0
BrkFace              1.0  0.0
CBlock               1.0  0.0
CemntBd              1.0  0.0
HdBoard              1.0  0.0
MetalSd              1.0  0.0
Plywood              1.0  0.0
Stucco               1.0  0.0
VinylSd              1.0  0.0
Wd Sdng              1.0  0.0
WdShing              1.0  0.0
----------------------------------------
if_null_KitchenQual     0     1
Exterior2nd                    
AsbShng              1.00  0.00
AsphShn              1.00  0.00
Brk Cmn              1.00  0.00
BrkFace              1.00  0.00
CBlock               1.00  0.00
CmentBd              1.00  0.00
HdBoard              1.00  0.00
ImStucc              1.00  0.00
MetalSd              1.00  0.00
Plywood              1.00  0.00
Stone                1.00  0.00
Stucco               1.00  0.00
VinylSd              1.00  0.00
Wd Sdng              0.99  0.01
Wd Shng              1.00  0.00
----------------------------------------
if_null_KitchenQual    0
MasVnrType              
BrkCmn               1.0
BrkFace              1.0
Stone                1.0
----------------------------------------
if_null_KitchenQual    0    1
ExterQual                    
Ex                   1.0  0.0
Fa                   1.0  0.0
Gd                   1.0  0.0
TA                   1.0  0.0
----------------------------------------
if_null_KitchenQual    0    1
ExterCond                    
Ex                   1.0  0.0
Fa                   1.0  0.0
Gd                   1.0  0.0
Po                   1.0  0.0
TA                   1.0  0.0
----------------------------------------
if_null_KitchenQual     0     1
Foundation                     
BrkTil               0.99  0.01
CBlock               1.00  0.00
PConc                1.00  0.00
Slab                 1.00  0.00
Stone                1.00  0.00
Wood                 1.00  0.00
----------------------------------------
if_null_KitchenQual    0    1
BsmtQual                     
Ex                   1.0  0.0
Fa                   1.0  0.0
Gd                   1.0  0.0
TA                   1.0  0.0
----------------------------------------
if_null_KitchenQual     0     1
BsmtCond                       
Fa                   0.98  0.02
Gd                   1.00  0.00
Po                   1.00  0.00
TA                   1.00  0.00
----------------------------------------
if_null_KitchenQual    0    1
BsmtExposure                 
Av                   1.0  0.0
Gd                   1.0  0.0
Mn                   1.0  0.0
No                   1.0  0.0
----------------------------------------
if_null_KitchenQual    0    1
BsmtFinType1                 
ALQ                  1.0  0.0
BLQ                  1.0  0.0
GLQ                  1.0  0.0
LwQ                  1.0  0.0
Rec                  1.0  0.0
Unf                  1.0  0.0
----------------------------------------
if_null_KitchenQual    0    1
BsmtFinType2                 
ALQ                  1.0  0.0
BLQ                  1.0  0.0
GLQ                  1.0  0.0
LwQ                  1.0  0.0
Rec                  1.0  0.0
Unf                  1.0  0.0
----------------------------------------
if_null_KitchenQual    0    1
Heating                      
GasA                 1.0  0.0
GasW                 1.0  0.0
Grav                 1.0  0.0
Wall                 1.0  0.0
----------------------------------------
if_null_KitchenQual    0    1
HeatingQC                    
Ex                   1.0  0.0
Fa                   1.0  0.0
Gd                   1.0  0.0
Po                   1.0  0.0
TA                   1.0  0.0
----------------------------------------
if_null_KitchenQual     0     1
CentralAir                     
N                    0.99  0.01
Y                    1.00  0.00
----------------------------------------
if_null_KitchenQual    0    1
Electrical                   
FuseA                1.0  0.0
FuseF                1.0  0.0
FuseP                1.0  0.0
SBrkr                1.0  0.0
----------------------------------------
if_null_KitchenQual    0
KitchenQual             
Ex                   1.0
Fa                   1.0
Gd                   1.0
TA                   1.0
----------------------------------------
if_null_KitchenQual     0     1
Functional                     
Maj1                 1.00  0.00
Maj2                 1.00  0.00
Min1                 1.00  0.00
Min2                 1.00  0.00
Mod                  0.95  0.05
Sev                  1.00  0.00
Typ                  1.00  0.00
----------------------------------------
if_null_KitchenQual    0
FireplaceQu             
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_KitchenQual    0    1
GarageType                   
2Types               1.0  0.0
Attchd               1.0  0.0
Basment              1.0  0.0
BuiltIn              1.0  0.0
CarPort              1.0  0.0
Detchd               1.0  0.0
----------------------------------------
if_null_KitchenQual    0    1
GarageFinish                 
Fin                  1.0  0.0
RFn                  1.0  0.0
Unf                  1.0  0.0
----------------------------------------
if_null_KitchenQual     0     1
GarageQual                     
Fa                   0.99  0.01
Gd                   1.00  0.00
Po                   1.00  0.00
TA                   1.00  0.00
----------------------------------------
if_null_KitchenQual     0     1
GarageCond                     
Ex                   1.00  0.00
Fa                   0.97  0.03
Gd                   1.00  0.00
Po                   1.00  0.00
TA                   1.00  0.00
----------------------------------------
if_null_KitchenQual     0     1
PavedDrive                     
N                    0.99  0.01
P                    1.00  0.00
Y                    1.00  0.00
----------------------------------------
if_null_KitchenQual    0
PoolQC                  
Ex                   1.0
Gd                   1.0
----------------------------------------
if_null_KitchenQual    0
Fence                   
GdPrv                1.0
GdWo                 1.0
MnPrv                1.0
MnWw                 1.0
----------------------------------------
if_null_KitchenQual    0
MiscFeature             
Gar2                 1.0
Othr                 1.0
Shed                 1.0
----------------------------------------
if_null_KitchenQual     0     1
SaleType                       
COD                  0.98  0.02
CWD                  1.00  0.00
Con                  1.00  0.00
ConLD                1.00  0.00
ConLI                1.00  0.00
ConLw                1.00  0.00
New                  1.00  0.00
Oth                  1.00  0.00
WD                   1.00  0.00
----------------------------------------
if_null_Functional     0     1
MSSubClass                    
20                  1.00  0.00
30                  1.00  0.00
40                  1.00  0.00
45                  1.00  0.00
50                  0.99  0.01
60                  1.00  0.00
70                  1.00  0.00
75                  1.00  0.00
80                  1.00  0.00
85                  1.00  0.00
90                  1.00  0.00
120                 1.00  0.00
150                 1.00  0.00
160                 1.00  0.00
180                 1.00  0.00
190                 1.00  0.00
----------------------------------------
if_null_Functional    0    1
MSZoning                    
C (all)             1.0  0.0
FV                  1.0  0.0
RH                  1.0  0.0
RL                  1.0  0.0
RM                  1.0  0.0
----------------------------------------
if_null_Functional    0    1
Street                      
Grvl                1.0  0.0
Pave                1.0  0.0
----------------------------------------
if_null_Functional     0     1
Alley                         
Grvl                0.99  0.01
Pave                1.00  0.00
----------------------------------------
if_null_Functional    0    1
LotShape                    
IR1                 1.0  0.0
IR2                 1.0  0.0
IR3                 1.0  0.0
Reg                 1.0  0.0
----------------------------------------
if_null_Functional     0     1
LandContour                   
Bnk                 1.00  0.00
HLS                 1.00  0.00
Low                 0.96  0.04
Lvl                 1.00  0.00
----------------------------------------
if_null_Functional    0    1
Utilities                   
AllPub              1.0  0.0
----------------------------------------
if_null_Functional    0    1
LotConfig                   
Corner              1.0  0.0
CulDSac             1.0  0.0
FR2                 1.0  0.0
FR3                 1.0  0.0
Inside              1.0  0.0
----------------------------------------
if_null_Functional     0     1
LandSlope                     
Gtl                 1.00  0.00
Mod                 0.98  0.02
Sev                 1.00  0.00
----------------------------------------
if_null_Functional     0     1
Neighborhood                  
Blmngtn             1.00  0.00
Blueste             1.00  0.00
BrDale              1.00  0.00
BrkSide             1.00  0.00
ClearCr             1.00  0.00
CollgCr             1.00  0.00
Crawfor             1.00  0.00
Edwards             1.00  0.00
Gilbert             1.00  0.00
IDOTRR              0.96  0.04
MeadowV             1.00  0.00
Mitchel             1.00  0.00
NAmes               1.00  0.00
NPkVill             1.00  0.00
NWAmes              1.00  0.00
NoRidge             1.00  0.00
NridgHt             1.00  0.00
OldTown             1.00  0.00
SWISU               1.00  0.00
Sawyer              1.00  0.00
SawyerW             1.00  0.00
Somerst             1.00  0.00
StoneBr             1.00  0.00
Timber              1.00  0.00
Veenker             1.00  0.00
----------------------------------------
if_null_Functional     0     1
Condition1                    
Artery              0.98  0.02
Feedr               1.00  0.00
Norm                1.00  0.00
PosA                1.00  0.00
PosN                1.00  0.00
RRAe                1.00  0.00
RRAn                1.00  0.00
RRNe                1.00  0.00
RRNn                1.00  0.00
----------------------------------------
if_null_Functional    0    1
Condition2                  
Artery              1.0  0.0
Feedr               1.0  0.0
Norm                1.0  0.0
PosA                1.0  0.0
PosN                1.0  0.0
----------------------------------------
if_null_Functional    0    1
BldgType                    
1Fam                1.0  0.0
2fmCon              1.0  0.0
Duplex              1.0  0.0
Twnhs               1.0  0.0
TwnhsE              1.0  0.0
----------------------------------------
if_null_Functional     0     1
HouseStyle                    
1.5Fin              0.99  0.01
1.5Unf              1.00  0.00
1Story              1.00  0.00
2.5Unf              1.00  0.00
2Story              1.00  0.00
SFoyer              1.00  0.00
SLvl                1.00  0.00
----------------------------------------
if_null_Functional    0    1
RoofStyle                   
Flat                1.0  0.0
Gable               1.0  0.0
Gambrel             1.0  0.0
Hip                 1.0  0.0
Mansard             1.0  0.0
Shed                1.0  0.0
----------------------------------------
if_null_Functional    0    1
RoofMatl                    
CompShg             1.0  0.0
Tar&Grv             1.0  0.0
WdShake             1.0  0.0
WdShngl             1.0  0.0
----------------------------------------
if_null_Functional     0     1
Exterior1st                   
AsbShng             0.96  0.04
AsphShn             1.00  0.00
BrkComm             1.00  0.00
BrkFace             1.00  0.00
CBlock              1.00  0.00
CemntBd             1.00  0.00
HdBoard             1.00  0.00
MetalSd             1.00  0.00
Plywood             1.00  0.00
Stucco              1.00  0.00
VinylSd             1.00  0.00
Wd Sdng             1.00  0.00
WdShing             1.00  0.00
----------------------------------------
if_null_Functional     0     1
Exterior2nd                   
AsbShng             1.00  0.00
AsphShn             1.00  0.00
Brk Cmn             1.00  0.00
BrkFace             1.00  0.00
CBlock              1.00  0.00
CmentBd             1.00  0.00
HdBoard             1.00  0.00
ImStucc             1.00  0.00
MetalSd             1.00  0.00
Plywood             1.00  0.00
Stone               1.00  0.00
Stucco              1.00  0.00
VinylSd             1.00  0.00
Wd Sdng             0.99  0.01
Wd Shng             1.00  0.00
----------------------------------------
if_null_Functional    0
MasVnrType             
BrkCmn              1.0
BrkFace             1.0
Stone               1.0
----------------------------------------
if_null_Functional    0    1
ExterQual                   
Ex                  1.0  0.0
Fa                  0.9  0.1
Gd                  1.0  0.0
TA                  1.0  0.0
----------------------------------------
if_null_Functional     0     1
ExterCond                     
Ex                  1.00  0.00
Fa                  0.97  0.03
Gd                  1.00  0.00
Po                  0.50  0.50
TA                  1.00  0.00
----------------------------------------
if_null_Functional     0     1
Foundation                    
BrkTil              1.00  0.00
CBlock              1.00  0.00
PConc               1.00  0.00
Slab                0.96  0.04
Stone               1.00  0.00
Wood                1.00  0.00
----------------------------------------
if_null_Functional    0    1
BsmtQual                    
Ex                  1.0  0.0
Fa                  1.0  0.0
Gd                  1.0  0.0
TA                  1.0  0.0
----------------------------------------
if_null_Functional     0     1
BsmtCond                      
Fa                  0.98  0.02
Gd                  1.00  0.00
Po                  1.00  0.00
TA                  1.00  0.00
----------------------------------------
if_null_Functional    0    1
BsmtExposure                
Av                  1.0  0.0
Gd                  1.0  0.0
Mn                  1.0  0.0
No                  1.0  0.0
----------------------------------------
if_null_Functional    0    1
BsmtFinType1                
ALQ                 1.0  0.0
BLQ                 1.0  0.0
GLQ                 1.0  0.0
LwQ                 1.0  0.0
Rec                 1.0  0.0
Unf                 1.0  0.0
----------------------------------------
if_null_Functional    0    1
BsmtFinType2                
ALQ                 1.0  0.0
BLQ                 1.0  0.0
GLQ                 1.0  0.0
LwQ                 1.0  0.0
Rec                 1.0  0.0
Unf                 1.0  0.0
----------------------------------------
if_null_Functional    0    1
Heating                     
GasA                1.0  0.0
GasW                1.0  0.0
Grav                1.0  0.0
Wall                0.5  0.5
----------------------------------------
if_null_Functional     0     1
HeatingQC                     
Ex                  1.00  0.00
Fa                  0.98  0.02
Gd                  1.00  0.00
Po                  0.50  0.50
TA                  1.00  0.00
----------------------------------------
if_null_Functional     0     1
CentralAir                    
N                   0.99  0.01
Y                   1.00  0.00
----------------------------------------
if_null_Functional     0     1
Electrical                    
FuseA               0.99  0.01
FuseF               1.00  0.00
FuseP               1.00  0.00
SBrkr               1.00  0.00
----------------------------------------
if_null_Functional     0     1
KitchenQual                   
Ex                  1.00  0.00
Fa                  0.97  0.03
Gd                  1.00  0.00
TA                  1.00  0.00
----------------------------------------
if_null_Functional    0
Functional             
Maj1                1.0
Maj2                1.0
Min1                1.0
Min2                1.0
Mod                 1.0
Sev                 1.0
Typ                 1.0
----------------------------------------
if_null_Functional    0
FireplaceQu            
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_Functional    0    1
GarageType                  
2Types              1.0  0.0
Attchd              1.0  0.0
Basment             1.0  0.0
BuiltIn             1.0  0.0
CarPort             1.0  0.0
Detchd              1.0  0.0
----------------------------------------
if_null_Functional    0    1
GarageFinish                
Fin                 1.0  0.0
RFn                 1.0  0.0
Unf                 1.0  0.0
----------------------------------------
if_null_Functional     0     1
GarageQual                    
Fa                  0.99  0.01
Gd                  1.00  0.00
Po                  1.00  0.00
TA                  1.00  0.00
----------------------------------------
if_null_Functional     0     1
GarageCond                    
Ex                  1.00  0.00
Fa                  0.97  0.03
Gd                  1.00  0.00
Po                  0.86  0.14
TA                  1.00  0.00
----------------------------------------
if_null_Functional     0     1
PavedDrive                    
N                   0.98  0.02
P                   1.00  0.00
Y                   1.00  0.00
----------------------------------------
if_null_Functional    0
PoolQC                 
Ex                  1.0
Gd                  1.0
----------------------------------------
if_null_Functional    0
Fence                  
GdPrv               1.0
GdWo                1.0
MnPrv               1.0
MnWw                1.0
----------------------------------------
if_null_Functional    0
MiscFeature            
Gar2                1.0
Othr                1.0
Shed                1.0
----------------------------------------
if_null_Functional     0     1
SaleType                      
COD                 0.98  0.02
CWD                 1.00  0.00
Con                 1.00  0.00
ConLD               1.00  0.00
ConLI               1.00  0.00
ConLw               1.00  0.00
New                 1.00  0.00
Oth                 1.00  0.00
WD                  1.00  0.00
----------------------------------------
if_null_FireplaceQu     0     1
MSSubClass                     
20                   0.48  0.52
30                   0.29  0.71
40                   1.00  0.00
45                   0.00  1.00
50                   0.38  0.62
60                   0.75  0.25
70                   0.41  0.59
75                   0.57  0.43
80                   0.70  0.30
85                   0.57  0.43
90                   0.14  0.86
120                  0.68  0.32
150                  0.00  1.00
160                  0.28  0.72
180                  0.14  0.86
190                  0.16  0.84
----------------------------------------
if_null_FireplaceQu     0     1
MSZoning                       
C (all)              0.07  0.93
FV                   0.51  0.49
RH                   0.50  0.50
RL                   0.56  0.44
RM                   0.26  0.74
----------------------------------------
if_null_FireplaceQu     0     1
Street                         
Grvl                 0.17  0.83
Pave                 0.50  0.50
----------------------------------------
if_null_FireplaceQu     0     1
Alley                          
Grvl                 0.26  0.74
Pave                 0.35  0.65
----------------------------------------
if_null_FireplaceQu     0     1
LotShape                       
IR1                  0.65  0.35
IR2                  0.54  0.46
IR3                  0.83  0.17
Reg                  0.42  0.58
----------------------------------------
if_null_FireplaceQu     0     1
LandContour                    
Bnk                  0.54  0.46
HLS                  0.76  0.24
Low                  0.58  0.42
Lvl                  0.48  0.52
----------------------------------------
if_null_FireplaceQu    0    1
Utilities                    
AllPub               0.5  0.5
----------------------------------------
if_null_FireplaceQu     0     1
LotConfig                      
Corner               0.48  0.52
CulDSac              0.74  0.26
FR2                  0.45  0.55
FR3                  0.40  0.60
Inside               0.49  0.51
----------------------------------------
if_null_FireplaceQu     0     1
LandSlope                      
Gtl                  0.49  0.51
Mod                  0.70  0.30
Sev                  0.67  0.33
----------------------------------------
if_null_FireplaceQu     0     1
Neighborhood                   
Blmngtn              0.82  0.18
Blueste              0.88  0.12
BrDale               0.07  0.93
BrkSide              0.38  0.62
ClearCr              0.88  0.12
CollgCr              0.47  0.53
Crawfor              0.85  0.15
Edwards              0.38  0.62
Gilbert              0.77  0.23
IDOTRR               0.11  0.89
MeadowV              0.20  0.80
Mitchel              0.42  0.58
NAmes                0.37  0.63
NPkVill              0.57  0.43
NWAmes               0.71  0.29
NoRidge              1.00  0.00
NridgHt              0.92  0.08
OldTown              0.25  0.75
SWISU                0.43  0.57
Sawyer               0.39  0.61
SawyerW              0.32  0.68
Somerst              0.56  0.44
StoneBr              0.73  0.27
Timber               0.65  0.35
Veenker              0.92  0.08
----------------------------------------
if_null_FireplaceQu     0     1
Condition1                     
Artery               0.25  0.75
Feedr                0.43  0.57
Norm                 0.51  0.49
PosA                 1.00  0.00
PosN                 0.70  0.30
RRAe                 0.12  0.88
RRAn                 0.50  0.50
RRNe                 0.25  0.75
RRNn                 0.75  0.25
----------------------------------------
if_null_FireplaceQu     0     1
Condition2                     
Artery               0.00  1.00
Feedr                0.14  0.86
Norm                 0.50  0.50
PosA                 1.00  0.00
PosN                 1.00  0.00
----------------------------------------
if_null_FireplaceQu     0     1
BldgType                       
1Fam                 0.53  0.47
2fmCon               0.13  0.87
Duplex               0.14  0.86
Twnhs                0.30  0.70
TwnhsE               0.60  0.40
----------------------------------------
if_null_FireplaceQu     0     1
HouseStyle                     
1.5Fin               0.37  0.63
1.5Unf               0.00  1.00
1Story               0.47  0.53
2.5Unf               0.62  0.38
2Story               0.59  0.41
SFoyer               0.39  0.61
SLvl                 0.68  0.32
----------------------------------------
if_null_FireplaceQu     0     1
RoofStyle                      
Flat                 0.71  0.29
Gable                0.46  0.54
Gambrel              0.45  0.55
Hip                  0.68  0.32
Mansard              0.50  0.50
Shed                 0.33  0.67
----------------------------------------
if_null_FireplaceQu     0     1
RoofMatl                       
CompShg              0.50  0.50
Tar&Grv              0.67  0.33
WdShake              1.00  0.00
WdShngl              1.00  0.00
----------------------------------------
if_null_FireplaceQu     0     1
Exterior1st                    
AsbShng              0.21  0.79
AsphShn              0.00  1.00
BrkComm              0.50  0.50
BrkFace              0.57  0.43
CBlock               0.00  1.00
CemntBd              0.57  0.43
HdBoard              0.46  0.54
MetalSd              0.34  0.66
Plywood              0.54  0.46
Stucco               0.61  0.39
VinylSd              0.58  0.42
Wd Sdng              0.46  0.54
WdShing              0.60  0.40
----------------------------------------
if_null_FireplaceQu     0     1
Exterior2nd                    
AsbShng              0.22  0.78
AsphShn              0.00  1.00
Brk Cmn              0.53  0.47
BrkFace              0.59  0.41
CBlock               0.00  1.00
CmentBd              0.58  0.42
HdBoard              0.44  0.56
ImStucc              0.80  0.20
MetalSd              0.35  0.65
Plywood              0.52  0.48
Stone                0.00  1.00
Stucco               0.67  0.33
VinylSd              0.59  0.41
Wd Sdng              0.47  0.53
Wd Shng              0.51  0.49
----------------------------------------
if_null_FireplaceQu     0     1
MasVnrType                     
BrkCmn               0.50  0.50
BrkFace              0.68  0.32
Stone                0.74  0.26
----------------------------------------
if_null_FireplaceQu     0     1
ExterQual                      
Ex                   0.98  0.02
Fa                   0.14  0.86
Gd                   0.63  0.37
TA                   0.41  0.59
----------------------------------------
if_null_FireplaceQu     0     1
ExterCond                      
Ex                   0.67  0.33
Fa                   0.33  0.67
Gd                   0.42  0.58
Po                   0.00  1.00
TA                   0.51  0.49
----------------------------------------
if_null_FireplaceQu     0     1
Foundation                     
BrkTil               0.37  0.63
CBlock               0.42  0.58
PConc                0.62  0.38
Slab                 0.28  0.72
Stone                0.00  1.00
Wood                 0.00  1.00
----------------------------------------
if_null_FireplaceQu     0     1
BsmtQual                       
Ex                   0.90  0.10
Fa                   0.13  0.87
Gd                   0.57  0.43
TA                   0.40  0.60
----------------------------------------
if_null_FireplaceQu     0     1
BsmtCond                       
Fa                   0.37  0.63
Gd                   0.60  0.40
Po                   0.33  0.67
TA                   0.51  0.49
----------------------------------------
if_null_FireplaceQu     0     1
BsmtExposure                   
Av                   0.62  0.38
Gd                   0.80  0.20
Mn                   0.55  0.45
No                   0.43  0.57
----------------------------------------
if_null_FireplaceQu     0     1
BsmtFinType1                   
ALQ                  0.53  0.47
BLQ                  0.50  0.50
GLQ                  0.65  0.35
LwQ                  0.60  0.40
Rec                  0.35  0.65
Unf                  0.39  0.61
----------------------------------------
if_null_FireplaceQu     0     1
BsmtFinType2                   
ALQ                  0.48  0.52
BLQ                  0.51  0.49
GLQ                  0.55  0.45
LwQ                  0.56  0.44
Rec                  0.49  0.51
Unf                  0.51  0.49
----------------------------------------
if_null_FireplaceQu     0     1
Heating                        
GasA                 0.50  0.50
GasW                 0.44  0.56
Grav                 0.00  1.00
Wall                 0.00  1.00
----------------------------------------
if_null_FireplaceQu     0     1
HeatingQC                      
Ex                   0.60  0.40
Fa                   0.42  0.58
Gd                   0.39  0.61
Po                   0.00  1.00
TA                   0.39  0.61
----------------------------------------
if_null_FireplaceQu     0     1
CentralAir                     
N                    0.19  0.81
Y                    0.52  0.48
----------------------------------------
if_null_FireplaceQu     0     1
Electrical                     
FuseA                0.30  0.70
FuseF                0.22  0.78
FuseP                0.00  1.00
SBrkr                0.52  0.48
----------------------------------------
if_null_FireplaceQu     0     1
KitchenQual                    
Ex                   0.91  0.09
Fa                   0.26  0.74
Gd                   0.57  0.43
TA                   0.40  0.60
----------------------------------------
if_null_FireplaceQu     0     1
Functional                     
Maj1                 0.40  0.60
Maj2                 0.50  0.50
Min1                 0.65  0.35
Min2                 0.53  0.47
Mod                  0.60  0.40
Sev                  0.00  1.00
Typ                  0.50  0.50
----------------------------------------
if_null_FireplaceQu    0
FireplaceQu             
Ex                   1.0
Fa                   1.0
Gd                   1.0
Po                   1.0
TA                   1.0
----------------------------------------
if_null_FireplaceQu     0     1
GarageType                     
2Types               0.29  0.71
Attchd               0.61  0.39
Basment              0.53  0.47
BuiltIn              0.84  0.16
CarPort              0.00  1.00
Detchd               0.28  0.72
----------------------------------------
if_null_FireplaceQu     0     1
GarageFinish                   
Fin                  0.75  0.25
RFn                  0.57  0.43
Unf                  0.36  0.64
----------------------------------------
if_null_FireplaceQu     0     1
GarageQual                     
Fa                   0.28  0.72
Gd                   0.60  0.40
Po                   0.00  1.00
TA                   0.54  0.46
----------------------------------------
if_null_FireplaceQu     0     1
GarageCond                     
Ex                   0.00  1.00
Fa                   0.21  0.79
Gd                   0.67  0.33
Po                   0.00  1.00
TA                   0.54  0.46
----------------------------------------
if_null_FireplaceQu     0     1
PavedDrive                     
N                    0.16  0.84
P                    0.47  0.53
Y                    0.53  0.47
----------------------------------------
if_null_FireplaceQu    0
PoolQC                  
Ex                   1.0
Gd                   1.0
----------------------------------------
if_null_FireplaceQu     0     1
Fence                          
GdPrv                0.59  0.41
GdWo                 0.41  0.59
MnPrv                0.44  0.56
MnWw                 0.00  1.00
----------------------------------------
if_null_FireplaceQu     0     1
MiscFeature                    
Gar2                 0.00  1.00
Othr                 0.50  0.50
Shed                 0.41  0.59
----------------------------------------
if_null_FireplaceQu     0     1
SaleType                       
COD                  0.27  0.73
CWD                  0.75  0.25
Con                  0.67  0.33
ConLD                0.06  0.94
ConLI                0.25  0.75
ConLw                0.00  1.00
New                  0.63  0.37
Oth                  0.00  1.00
WD                   0.50  0.50
----------------------------------------
if_null_GarageType     0     1
MSSubClass                    
20                  0.97  0.03
30                  0.87  0.13
40                  1.00  0.00
45                  1.00  0.00
50                  0.92  0.08
60                  1.00  0.00
70                  0.93  0.07
75                  1.00  0.00
80                  1.00  0.00
85                  0.89  0.11
90                  0.72  0.28
120                 1.00  0.00
150                 1.00  0.00
160                 0.91  0.09
180                 0.86  0.14
190                 0.68  0.32
----------------------------------------
if_null_GarageType     0     1
MSZoning                      
C (all)             0.47  0.53
FV                  1.00  0.00
RH                  0.90  0.10
RL                  0.96  0.04
RM                  0.89  0.11
----------------------------------------
if_null_GarageType     0     1
Street                        
Grvl                0.83  0.17
Pave                0.95  0.05
----------------------------------------
if_null_GarageType     0     1
Alley                         
Grvl                0.84  0.16
Pave                0.97  0.03
----------------------------------------
if_null_GarageType     0     1
LotShape                      
IR1                 0.99  0.01
IR2                 1.00  0.00
IR3                 0.83  0.17
Reg                 0.93  0.07
----------------------------------------
if_null_GarageType     0     1
LandContour                   
Bnk                 0.94  0.06
HLS                 0.99  0.01
Low                 0.96  0.04
Lvl                 0.95  0.05
----------------------------------------
if_null_GarageType     0     1
Utilities                     
AllPub              0.95  0.05
----------------------------------------
if_null_GarageType     0     1
LotConfig                     
Corner              0.96  0.04
CulDSac             0.99  0.01
FR2                 0.97  0.03
FR3                 1.00  0.00
Inside              0.94  0.06
----------------------------------------
if_null_GarageType     0     1
LandSlope                     
Gtl                 0.95  0.05
Mod                 1.00  0.00
Sev                 1.00  0.00
----------------------------------------
if_null_GarageType     0     1
Neighborhood                  
Blmngtn             1.00  0.00
Blueste             1.00  0.00
BrDale              1.00  0.00
BrkSide             0.96  0.04
ClearCr             1.00  0.00
CollgCr             1.00  0.00
Crawfor             1.00  0.00
Edwards             0.84  0.16
Gilbert             1.00  0.00
IDOTRR              0.79  0.21
MeadowV             0.65  0.35
Mitchel             0.95  0.05
NAmes               0.98  0.02
NPkVill             1.00  0.00
NWAmes              1.00  0.00
NoRidge             1.00  0.00
NridgHt             1.00  0.00
OldTown             0.86  0.14
SWISU               0.78  0.22
Sawyer              0.96  0.04
SawyerW             0.89  0.11
Somerst             1.00  0.00
StoneBr             1.00  0.00
Timber              1.00  0.00
Veenker             1.00  0.00
----------------------------------------
if_null_GarageType     0     1
Condition1                    
Artery              0.84  0.16
Feedr               0.93  0.07
Norm                0.95  0.05
PosA                1.00  0.00
PosN                1.00  0.00
RRAe                0.82  0.18
RRAn                1.00  0.00
RRNe                1.00  0.00
RRNn                1.00  0.00
----------------------------------------
if_null_GarageType     0     1
Condition2                    
Artery              0.67  0.33
Feedr               1.00  0.00
Norm                0.95  0.05
PosA                1.00  0.00
PosN                1.00  0.00
----------------------------------------
if_null_GarageType     0     1
BldgType                      
1Fam                0.96  0.04
2fmCon              0.68  0.32
Duplex              0.72  0.28
Twnhs               0.91  0.09
TwnhsE              0.98  0.02
----------------------------------------
if_null_GarageType     0     1
HouseStyle                    
1.5Fin              0.91  0.09
1.5Unf              0.80  0.20
1Story              0.95  0.05
2.5Unf              0.92  0.08
2Story              0.96  0.04
SFoyer              0.85  0.15
SLvl                1.00  0.00
----------------------------------------
if_null_GarageType     0     1
RoofStyle                     
Flat                0.57  0.43
Gable               0.95  0.05
Gambrel             0.91  0.09
Hip                 0.97  0.03
Mansard             0.75  0.25
Shed                1.00  0.00
----------------------------------------
if_null_GarageType     0     1
RoofMatl                      
CompShg             0.95  0.05
Tar&Grv             0.67  0.33
WdShake             1.00  0.00
WdShngl             1.00  0.00
----------------------------------------
if_null_GarageType     0     1
Exterior1st                   
AsbShng             0.83  0.17
AsphShn             0.00  1.00
BrkComm             1.00  0.00
BrkFace             0.95  0.05
CBlock              1.00  0.00
CemntBd             0.89  0.11
HdBoard             0.98  0.02
MetalSd             0.95  0.05
Plywood             0.96  0.04
Stucco              0.83  0.17
VinylSd             0.97  0.03
Wd Sdng             0.91  0.09
WdShing             0.87  0.13
----------------------------------------
if_null_GarageType     0     1
Exterior2nd                   
AsbShng             0.89  0.11
AsphShn             0.00  1.00
Brk Cmn             1.00  0.00
BrkFace             0.95  0.05
CBlock              0.50  0.50
CmentBd             0.89  0.11
HdBoard             0.97  0.03
ImStucc             1.00  0.00
MetalSd             0.95  0.05
Plywood             0.95  0.05
Stone               1.00  0.00
Stucco              0.81  0.19
VinylSd             0.97  0.03
Wd Sdng             0.93  0.07
Wd Shng             0.84  0.16
----------------------------------------
if_null_GarageType     0     1
MasVnrType                    
BrkCmn              0.80  0.20
BrkFace             0.99  0.01
Stone               0.99  0.01
----------------------------------------
if_null_GarageType     0     1
ExterQual                     
Ex                  1.00  0.00
Fa                  0.62  0.38
Gd                  0.99  0.01
TA                  0.93  0.07
----------------------------------------
if_null_GarageType     0     1
ExterCond                     
Ex                  1.00  0.00
Fa                  0.74  0.26
Gd                  0.94  0.06
Po                  1.00  0.00
TA                  0.95  0.05
----------------------------------------
if_null_GarageType     0     1
Foundation                    
BrkTil              0.91  0.09
CBlock              0.95  0.05
PConc               0.96  0.04
Slab                0.80  0.20
Stone               0.80  0.20
Wood                1.00  0.00
----------------------------------------
if_null_GarageType     0     1
BsmtQual                      
Ex                  1.00  0.00
Fa                  0.79  0.21
Gd                  0.97  0.03
TA                  0.94  0.06
----------------------------------------
if_null_GarageType     0     1
BsmtCond                      
Fa                  0.83  0.17
Gd                  0.95  0.05
Po                  0.33  0.67
TA                  0.96  0.04
----------------------------------------
if_null_GarageType     0     1
BsmtExposure                  
Av                  0.95  0.05
Gd                  0.98  0.02
Mn                  0.97  0.03
No                  0.95  0.05
----------------------------------------
if_null_GarageType     0     1
BsmtFinType1                  
ALQ                 0.97  0.03
BLQ                 0.98  0.02
GLQ                 0.97  0.03
LwQ                 0.98  0.02
Rec                 0.97  0.03
Unf                 0.90  0.10
----------------------------------------
if_null_GarageType     0     1
BsmtFinType2                  
ALQ                 0.97  0.03
BLQ                 1.00  0.00
GLQ                 1.00  0.00
LwQ                 1.00  0.00
Rec                 0.98  0.02
Unf                 0.95  0.05
----------------------------------------
if_null_GarageType     0     1
Heating                       
GasA                0.95  0.05
GasW                0.89  0.11
Grav                0.00  1.00
Wall                1.00  0.00
----------------------------------------
if_null_GarageType     0     1
HeatingQC                     
Ex                  0.97  0.03
Fa                  0.81  0.19
Gd                  0.95  0.05
Po                  1.00  0.00
TA                  0.93  0.07
----------------------------------------
if_null_GarageType     0     1
CentralAir                    
N                   0.68  0.32
Y                   0.97  0.03
----------------------------------------
if_null_GarageType     0     1
Electrical                    
FuseA               0.91  0.09
FuseF               0.78  0.22
FuseP               0.60  0.40
SBrkr               0.95  0.05
----------------------------------------
if_null_GarageType     0     1
KitchenQual                   
Ex                  0.99  0.01
Fa                  0.77  0.23
Gd                  0.97  0.03
TA                  0.93  0.07
----------------------------------------
if_null_GarageType     0     1
Functional                    
Maj1                1.00  0.00
Maj2                0.75  0.25
Min1                0.94  0.06
Min2                0.86  0.14
Mod                 0.95  0.05
Sev                 0.00  1.00
Typ                 0.95  0.05
----------------------------------------
if_null_GarageType     0     1
FireplaceQu                   
Ex                  1.00  0.00
Fa                  1.00  0.00
Gd                  0.99  0.01
Po                  1.00  0.00
TA                  1.00  0.00
----------------------------------------
if_null_GarageType    0
GarageType             
2Types              1.0
Attchd              1.0
Basment             1.0
BuiltIn             1.0
CarPort             1.0
Detchd              1.0
----------------------------------------
if_null_GarageType    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_GarageType    0
GarageQual             
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_GarageType    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_GarageType     0     1
PavedDrive                    
N                   0.68  0.32
P                   0.97  0.03
Y                   0.97  0.03
----------------------------------------
if_null_GarageType    0
PoolQC                 
Ex                  1.0
Gd                  1.0
----------------------------------------
if_null_GarageType     0     1
Fence                         
GdPrv               0.98  0.02
GdWo                0.93  0.07
MnPrv               0.97  0.03
MnWw                1.00  0.00
----------------------------------------
if_null_GarageType     0     1
MiscFeature                   
Gar2                1.00  0.00
Othr                1.00  0.00
Shed                0.91  0.09
----------------------------------------
if_null_GarageType     0     1
SaleType                      
COD                 0.95  0.05
CWD                 1.00  0.00
Con                 1.00  0.00
ConLD               0.88  0.12
ConLI               1.00  0.00
ConLw               1.00  0.00
New                 0.98  0.02
Oth                 0.75  0.25
WD                  0.95  0.05
----------------------------------------
if_null_GarageFinish     0     1
MSSubClass                      
20                    0.97  0.03
30                    0.87  0.13
40                    1.00  0.00
45                    1.00  0.00
50                    0.92  0.08
60                    1.00  0.00
70                    0.91  0.09
75                    1.00  0.00
80                    1.00  0.00
85                    0.89  0.11
90                    0.72  0.28
120                   1.00  0.00
150                   1.00  0.00
160                   0.91  0.09
180                   0.86  0.14
190                   0.68  0.32
----------------------------------------
if_null_GarageFinish     0     1
MSZoning                        
C (all)               0.47  0.53
FV                    1.00  0.00
RH                    0.90  0.10
RL                    0.96  0.04
RM                    0.88  0.12
----------------------------------------
if_null_GarageFinish     0     1
Street                          
Grvl                  0.83  0.17
Pave                  0.95  0.05
----------------------------------------
if_null_GarageFinish     0     1
Alley                           
Grvl                  0.83  0.17
Pave                  0.97  0.03
----------------------------------------
if_null_GarageFinish     0     1
LotShape                        
IR1                   0.99  0.01
IR2                   1.00  0.00
IR3                   0.83  0.17
Reg                   0.92  0.08
----------------------------------------
if_null_GarageFinish     0     1
LandContour                     
Bnk                   0.94  0.06
HLS                   0.99  0.01
Low                   0.96  0.04
Lvl                   0.94  0.06
----------------------------------------
if_null_GarageFinish     0     1
Utilities                       
AllPub                0.95  0.05
----------------------------------------
if_null_GarageFinish     0     1
LotConfig                       
Corner                0.96  0.04
CulDSac               0.99  0.01
FR2                   0.97  0.03
FR3                   1.00  0.00
Inside                0.94  0.06
----------------------------------------
if_null_GarageFinish     0     1
LandSlope                       
Gtl                   0.94  0.06
Mod                   1.00  0.00
Sev                   1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
Neighborhood                    
Blmngtn               1.00  0.00
Blueste               1.00  0.00
BrDale                1.00  0.00
BrkSide               0.96  0.04
ClearCr               1.00  0.00
CollgCr               1.00  0.00
Crawfor               1.00  0.00
Edwards               0.84  0.16
Gilbert               1.00  0.00
IDOTRR                0.77  0.23
MeadowV               0.65  0.35
Mitchel               0.95  0.05
NAmes                 0.98  0.02
NPkVill               1.00  0.00
NWAmes                1.00  0.00
NoRidge               1.00  0.00
NridgHt               1.00  0.00
OldTown               0.85  0.15
SWISU                 0.78  0.22
Sawyer                0.96  0.04
SawyerW               0.89  0.11
Somerst               1.00  0.00
StoneBr               1.00  0.00
Timber                1.00  0.00
Veenker               1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
Condition1                      
Artery                0.84  0.16
Feedr                 0.93  0.07
Norm                  0.95  0.05
PosA                  1.00  0.00
PosN                  1.00  0.00
RRAe                  0.82  0.18
RRAn                  1.00  0.00
RRNe                  1.00  0.00
RRNn                  1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
Condition2                      
Artery                0.67  0.33
Feedr                 1.00  0.00
Norm                  0.95  0.05
PosA                  1.00  0.00
PosN                  1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
BldgType                        
1Fam                  0.96  0.04
2fmCon                0.65  0.35
Duplex                0.72  0.28
Twnhs                 0.91  0.09
TwnhsE                0.98  0.02
----------------------------------------
if_null_GarageFinish     0     1
HouseStyle                      
1.5Fin                0.91  0.09
1.5Unf                0.80  0.20
1Story                0.95  0.05
2.5Unf                0.85  0.15
2Story                0.95  0.05
SFoyer                0.85  0.15
SLvl                  1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
RoofStyle                       
Flat                  0.57  0.43
Gable                 0.95  0.05
Gambrel               0.91  0.09
Hip                   0.97  0.03
Mansard               0.75  0.25
Shed                  1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
RoofMatl                        
CompShg               0.95  0.05
Tar&Grv               0.67  0.33
WdShake               1.00  0.00
WdShngl               1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
Exterior1st                     
AsbShng               0.83  0.17
AsphShn               0.00  1.00
BrkComm               1.00  0.00
BrkFace               0.95  0.05
CBlock                1.00  0.00
CemntBd               0.89  0.11
HdBoard               0.98  0.02
MetalSd               0.95  0.05
Plywood               0.96  0.04
Stucco                0.83  0.17
VinylSd               0.97  0.03
Wd Sdng               0.90  0.10
WdShing               0.87  0.13
----------------------------------------
if_null_GarageFinish     0     1
Exterior2nd                     
AsbShng               0.89  0.11
AsphShn               0.00  1.00
Brk Cmn               1.00  0.00
BrkFace               0.95  0.05
CBlock                0.50  0.50
CmentBd               0.89  0.11
HdBoard               0.97  0.03
ImStucc               1.00  0.00
MetalSd               0.95  0.05
Plywood               0.95  0.05
Stone                 1.00  0.00
Stucco                0.81  0.19
VinylSd               0.97  0.03
Wd Sdng               0.92  0.08
Wd Shng               0.84  0.16
----------------------------------------
if_null_GarageFinish     0     1
MasVnrType                      
BrkCmn                0.80  0.20
BrkFace               0.99  0.01
Stone                 0.99  0.01
----------------------------------------
if_null_GarageFinish     0     1
ExterQual                       
Ex                    1.00  0.00
Fa                    0.62  0.38
Gd                    0.99  0.01
TA                    0.93  0.07
----------------------------------------
if_null_GarageFinish     0     1
ExterCond                       
Ex                    1.00  0.00
Fa                    0.74  0.26
Gd                    0.94  0.06
Po                    1.00  0.00
TA                    0.95  0.05
----------------------------------------
if_null_GarageFinish     0     1
Foundation                      
BrkTil                0.90  0.10
CBlock                0.95  0.05
PConc                 0.96  0.04
Slab                  0.80  0.20
Stone                 0.80  0.20
Wood                  1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
BsmtQual                        
Ex                    1.00  0.00
Fa                    0.79  0.21
Gd                    0.97  0.03
TA                    0.93  0.07
----------------------------------------
if_null_GarageFinish     0     1
BsmtCond                        
Fa                    0.83  0.17
Gd                    0.95  0.05
Po                    0.33  0.67
TA                    0.96  0.04
----------------------------------------
if_null_GarageFinish     0     1
BsmtExposure                    
Av                    0.95  0.05
Gd                    0.98  0.02
Mn                    0.96  0.04
No                    0.94  0.06
----------------------------------------
if_null_GarageFinish     0     1
BsmtFinType1                    
ALQ                   0.97  0.03
BLQ                   0.98  0.02
GLQ                   0.97  0.03
LwQ                   0.98  0.02
Rec                   0.97  0.03
Unf                   0.90  0.10
----------------------------------------
if_null_GarageFinish     0     1
BsmtFinType2                    
ALQ                   0.97  0.03
BLQ                   1.00  0.00
GLQ                   1.00  0.00
LwQ                   1.00  0.00
Rec                   0.98  0.02
Unf                   0.94  0.06
----------------------------------------
if_null_GarageFinish     0     1
Heating                         
GasA                  0.95  0.05
GasW                  0.89  0.11
Grav                  0.00  1.00
Wall                  1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
HeatingQC                       
Ex                    0.97  0.03
Fa                    0.81  0.19
Gd                    0.94  0.06
Po                    1.00  0.00
TA                    0.93  0.07
----------------------------------------
if_null_GarageFinish     0     1
CentralAir                      
N                     0.68  0.32
Y                     0.97  0.03
----------------------------------------
if_null_GarageFinish     0     1
Electrical                      
FuseA                 0.91  0.09
FuseF                 0.78  0.22
FuseP                 0.60  0.40
SBrkr                 0.95  0.05
----------------------------------------
if_null_GarageFinish     0     1
KitchenQual                     
Ex                    0.99  0.01
Fa                    0.77  0.23
Gd                    0.97  0.03
TA                    0.93  0.07
----------------------------------------
if_null_GarageFinish     0     1
Functional                      
Maj1                  1.00  0.00
Maj2                  0.75  0.25
Min1                  0.94  0.06
Min2                  0.86  0.14
Mod                   0.95  0.05
Sev                   0.00  1.00
Typ                   0.95  0.05
----------------------------------------
if_null_GarageFinish     0     1
FireplaceQu                     
Ex                    1.00  0.00
Fa                    1.00  0.00
Gd                    0.99  0.01
Po                    1.00  0.00
TA                    1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
GarageType                      
2Types                1.00  0.00
Attchd                1.00  0.00
Basment               1.00  0.00
BuiltIn               1.00  0.00
CarPort               1.00  0.00
Detchd                0.99  0.01
----------------------------------------
if_null_GarageFinish    0
GarageFinish             
Fin                   1.0
RFn                   1.0
Unf                   1.0
----------------------------------------
if_null_GarageFinish    0
GarageQual               
Fa                    1.0
Gd                    1.0
Po                    1.0
TA                    1.0
----------------------------------------
if_null_GarageFinish    0
GarageCond               
Ex                    1.0
Fa                    1.0
Gd                    1.0
Po                    1.0
TA                    1.0
----------------------------------------
if_null_GarageFinish     0     1
PavedDrive                      
N                     0.68  0.32
P                     0.97  0.03
Y                     0.97  0.03
----------------------------------------
if_null_GarageFinish    0
PoolQC                   
Ex                    1.0
Gd                    1.0
----------------------------------------
if_null_GarageFinish     0     1
Fence                           
GdPrv                 0.98  0.02
GdWo                  0.93  0.07
MnPrv                 0.95  0.05
MnWw                  1.00  0.00
----------------------------------------
if_null_GarageFinish     0     1
MiscFeature                     
Gar2                  1.00  0.00
Othr                  1.00  0.00
Shed                  0.89  0.11
----------------------------------------
if_null_GarageFinish     0     1
SaleType                        
COD                   0.95  0.05
CWD                   1.00  0.00
Con                   1.00  0.00
ConLD                 0.88  0.12
ConLI                 1.00  0.00
ConLw                 1.00  0.00
New                   0.98  0.02
Oth                   0.75  0.25
WD                    0.94  0.06
----------------------------------------
if_null_GarageQual     0     1
MSSubClass                    
20                  0.97  0.03
30                  0.87  0.13
40                  1.00  0.00
45                  1.00  0.00
50                  0.92  0.08
60                  1.00  0.00
70                  0.91  0.09
75                  1.00  0.00
80                  1.00  0.00
85                  0.89  0.11
90                  0.72  0.28
120                 1.00  0.00
150                 1.00  0.00
160                 0.91  0.09
180                 0.86  0.14
190                 0.68  0.32
----------------------------------------
if_null_GarageQual     0     1
MSZoning                      
C (all)             0.47  0.53
FV                  1.00  0.00
RH                  0.90  0.10
RL                  0.96  0.04
RM                  0.88  0.12
----------------------------------------
if_null_GarageQual     0     1
Street                        
Grvl                0.83  0.17
Pave                0.95  0.05
----------------------------------------
if_null_GarageQual     0     1
Alley                         
Grvl                0.83  0.17
Pave                0.97  0.03
----------------------------------------
if_null_GarageQual     0     1
LotShape                      
IR1                 0.99  0.01
IR2                 1.00  0.00
IR3                 0.83  0.17
Reg                 0.92  0.08
----------------------------------------
if_null_GarageQual     0     1
LandContour                   
Bnk                 0.94  0.06
HLS                 0.99  0.01
Low                 0.96  0.04
Lvl                 0.94  0.06
----------------------------------------
if_null_GarageQual     0     1
Utilities                     
AllPub              0.95  0.05
----------------------------------------
if_null_GarageQual     0     1
LotConfig                     
Corner              0.96  0.04
CulDSac             0.99  0.01
FR2                 0.97  0.03
FR3                 1.00  0.00
Inside              0.94  0.06
----------------------------------------
if_null_GarageQual     0     1
LandSlope                     
Gtl                 0.94  0.06
Mod                 1.00  0.00
Sev                 1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
Neighborhood                  
Blmngtn             1.00  0.00
Blueste             1.00  0.00
BrDale              1.00  0.00
BrkSide             0.96  0.04
ClearCr             1.00  0.00
CollgCr             1.00  0.00
Crawfor             1.00  0.00
Edwards             0.84  0.16
Gilbert             1.00  0.00
IDOTRR              0.77  0.23
MeadowV             0.65  0.35
Mitchel             0.95  0.05
NAmes               0.98  0.02
NPkVill             1.00  0.00
NWAmes              1.00  0.00
NoRidge             1.00  0.00
NridgHt             1.00  0.00
OldTown             0.85  0.15
SWISU               0.78  0.22
Sawyer              0.96  0.04
SawyerW             0.89  0.11
Somerst             1.00  0.00
StoneBr             1.00  0.00
Timber              1.00  0.00
Veenker             1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
Condition1                    
Artery              0.84  0.16
Feedr               0.93  0.07
Norm                0.95  0.05
PosA                1.00  0.00
PosN                1.00  0.00
RRAe                0.82  0.18
RRAn                1.00  0.00
RRNe                1.00  0.00
RRNn                1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
Condition2                    
Artery              0.67  0.33
Feedr               1.00  0.00
Norm                0.95  0.05
PosA                1.00  0.00
PosN                1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
BldgType                      
1Fam                0.96  0.04
2fmCon              0.65  0.35
Duplex              0.72  0.28
Twnhs               0.91  0.09
TwnhsE              0.98  0.02
----------------------------------------
if_null_GarageQual     0     1
HouseStyle                    
1.5Fin              0.91  0.09
1.5Unf              0.80  0.20
1Story              0.95  0.05
2.5Unf              0.85  0.15
2Story              0.95  0.05
SFoyer              0.85  0.15
SLvl                1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
RoofStyle                     
Flat                0.57  0.43
Gable               0.95  0.05
Gambrel             0.91  0.09
Hip                 0.97  0.03
Mansard             0.75  0.25
Shed                1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
RoofMatl                      
CompShg             0.95  0.05
Tar&Grv             0.67  0.33
WdShake             1.00  0.00
WdShngl             1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
Exterior1st                   
AsbShng             0.83  0.17
AsphShn             0.00  1.00
BrkComm             1.00  0.00
BrkFace             0.95  0.05
CBlock              1.00  0.00
CemntBd             0.89  0.11
HdBoard             0.98  0.02
MetalSd             0.95  0.05
Plywood             0.96  0.04
Stucco              0.83  0.17
VinylSd             0.97  0.03
Wd Sdng             0.90  0.10
WdShing             0.87  0.13
----------------------------------------
if_null_GarageQual     0     1
Exterior2nd                   
AsbShng             0.89  0.11
AsphShn             0.00  1.00
Brk Cmn             1.00  0.00
BrkFace             0.95  0.05
CBlock              0.50  0.50
CmentBd             0.89  0.11
HdBoard             0.97  0.03
ImStucc             1.00  0.00
MetalSd             0.95  0.05
Plywood             0.95  0.05
Stone               1.00  0.00
Stucco              0.81  0.19
VinylSd             0.97  0.03
Wd Sdng             0.92  0.08
Wd Shng             0.84  0.16
----------------------------------------
if_null_GarageQual     0     1
MasVnrType                    
BrkCmn              0.80  0.20
BrkFace             0.99  0.01
Stone               0.99  0.01
----------------------------------------
if_null_GarageQual     0     1
ExterQual                     
Ex                  1.00  0.00
Fa                  0.62  0.38
Gd                  0.99  0.01
TA                  0.93  0.07
----------------------------------------
if_null_GarageQual     0     1
ExterCond                     
Ex                  1.00  0.00
Fa                  0.74  0.26
Gd                  0.94  0.06
Po                  1.00  0.00
TA                  0.95  0.05
----------------------------------------
if_null_GarageQual     0     1
Foundation                    
BrkTil              0.90  0.10
CBlock              0.95  0.05
PConc               0.96  0.04
Slab                0.80  0.20
Stone               0.80  0.20
Wood                1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
BsmtQual                      
Ex                  1.00  0.00
Fa                  0.79  0.21
Gd                  0.97  0.03
TA                  0.93  0.07
----------------------------------------
if_null_GarageQual     0     1
BsmtCond                      
Fa                  0.83  0.17
Gd                  0.95  0.05
Po                  0.33  0.67
TA                  0.96  0.04
----------------------------------------
if_null_GarageQual     0     1
BsmtExposure                  
Av                  0.95  0.05
Gd                  0.98  0.02
Mn                  0.96  0.04
No                  0.94  0.06
----------------------------------------
if_null_GarageQual     0     1
BsmtFinType1                  
ALQ                 0.97  0.03
BLQ                 0.98  0.02
GLQ                 0.97  0.03
LwQ                 0.98  0.02
Rec                 0.97  0.03
Unf                 0.90  0.10
----------------------------------------
if_null_GarageQual     0     1
BsmtFinType2                  
ALQ                 0.97  0.03
BLQ                 1.00  0.00
GLQ                 1.00  0.00
LwQ                 1.00  0.00
Rec                 0.98  0.02
Unf                 0.94  0.06
----------------------------------------
if_null_GarageQual     0     1
Heating                       
GasA                0.95  0.05
GasW                0.89  0.11
Grav                0.00  1.00
Wall                1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
HeatingQC                     
Ex                  0.97  0.03
Fa                  0.81  0.19
Gd                  0.94  0.06
Po                  1.00  0.00
TA                  0.93  0.07
----------------------------------------
if_null_GarageQual     0     1
CentralAir                    
N                   0.68  0.32
Y                   0.97  0.03
----------------------------------------
if_null_GarageQual     0     1
Electrical                    
FuseA               0.91  0.09
FuseF               0.78  0.22
FuseP               0.60  0.40
SBrkr               0.95  0.05
----------------------------------------
if_null_GarageQual     0     1
KitchenQual                   
Ex                  0.99  0.01
Fa                  0.77  0.23
Gd                  0.97  0.03
TA                  0.93  0.07
----------------------------------------
if_null_GarageQual     0     1
Functional                    
Maj1                1.00  0.00
Maj2                0.75  0.25
Min1                0.94  0.06
Min2                0.86  0.14
Mod                 0.95  0.05
Sev                 0.00  1.00
Typ                 0.95  0.05
----------------------------------------
if_null_GarageQual     0     1
FireplaceQu                   
Ex                  1.00  0.00
Fa                  1.00  0.00
Gd                  0.99  0.01
Po                  1.00  0.00
TA                  1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
GarageType                    
2Types              1.00  0.00
Attchd              1.00  0.00
Basment             1.00  0.00
BuiltIn             1.00  0.00
CarPort             1.00  0.00
Detchd              0.99  0.01
----------------------------------------
if_null_GarageQual    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_GarageQual    0
GarageQual             
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_GarageQual    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_GarageQual     0     1
PavedDrive                    
N                   0.68  0.32
P                   0.97  0.03
Y                   0.97  0.03
----------------------------------------
if_null_GarageQual    0
PoolQC                 
Ex                  1.0
Gd                  1.0
----------------------------------------
if_null_GarageQual     0     1
Fence                         
GdPrv               0.98  0.02
GdWo                0.93  0.07
MnPrv               0.95  0.05
MnWw                1.00  0.00
----------------------------------------
if_null_GarageQual     0     1
MiscFeature                   
Gar2                1.00  0.00
Othr                1.00  0.00
Shed                0.89  0.11
----------------------------------------
if_null_GarageQual     0     1
SaleType                      
COD                 0.95  0.05
CWD                 1.00  0.00
Con                 1.00  0.00
ConLD               0.88  0.12
ConLI               1.00  0.00
ConLw               1.00  0.00
New                 0.98  0.02
Oth                 0.75  0.25
WD                  0.94  0.06
----------------------------------------
if_null_GarageCond     0     1
MSSubClass                    
20                  0.97  0.03
30                  0.87  0.13
40                  1.00  0.00
45                  1.00  0.00
50                  0.92  0.08
60                  1.00  0.00
70                  0.91  0.09
75                  1.00  0.00
80                  1.00  0.00
85                  0.89  0.11
90                  0.72  0.28
120                 1.00  0.00
150                 1.00  0.00
160                 0.91  0.09
180                 0.86  0.14
190                 0.68  0.32
----------------------------------------
if_null_GarageCond     0     1
MSZoning                      
C (all)             0.47  0.53
FV                  1.00  0.00
RH                  0.90  0.10
RL                  0.96  0.04
RM                  0.88  0.12
----------------------------------------
if_null_GarageCond     0     1
Street                        
Grvl                0.83  0.17
Pave                0.95  0.05
----------------------------------------
if_null_GarageCond     0     1
Alley                         
Grvl                0.83  0.17
Pave                0.97  0.03
----------------------------------------
if_null_GarageCond     0     1
LotShape                      
IR1                 0.99  0.01
IR2                 1.00  0.00
IR3                 0.83  0.17
Reg                 0.92  0.08
----------------------------------------
if_null_GarageCond     0     1
LandContour                   
Bnk                 0.94  0.06
HLS                 0.99  0.01
Low                 0.96  0.04
Lvl                 0.94  0.06
----------------------------------------
if_null_GarageCond     0     1
Utilities                     
AllPub              0.95  0.05
----------------------------------------
if_null_GarageCond     0     1
LotConfig                     
Corner              0.96  0.04
CulDSac             0.99  0.01
FR2                 0.97  0.03
FR3                 1.00  0.00
Inside              0.94  0.06
----------------------------------------
if_null_GarageCond     0     1
LandSlope                     
Gtl                 0.94  0.06
Mod                 1.00  0.00
Sev                 1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
Neighborhood                  
Blmngtn             1.00  0.00
Blueste             1.00  0.00
BrDale              1.00  0.00
BrkSide             0.96  0.04
ClearCr             1.00  0.00
CollgCr             1.00  0.00
Crawfor             1.00  0.00
Edwards             0.84  0.16
Gilbert             1.00  0.00
IDOTRR              0.77  0.23
MeadowV             0.65  0.35
Mitchel             0.95  0.05
NAmes               0.98  0.02
NPkVill             1.00  0.00
NWAmes              1.00  0.00
NoRidge             1.00  0.00
NridgHt             1.00  0.00
OldTown             0.85  0.15
SWISU               0.78  0.22
Sawyer              0.96  0.04
SawyerW             0.89  0.11
Somerst             1.00  0.00
StoneBr             1.00  0.00
Timber              1.00  0.00
Veenker             1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
Condition1                    
Artery              0.84  0.16
Feedr               0.93  0.07
Norm                0.95  0.05
PosA                1.00  0.00
PosN                1.00  0.00
RRAe                0.82  0.18
RRAn                1.00  0.00
RRNe                1.00  0.00
RRNn                1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
Condition2                    
Artery              0.67  0.33
Feedr               1.00  0.00
Norm                0.95  0.05
PosA                1.00  0.00
PosN                1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
BldgType                      
1Fam                0.96  0.04
2fmCon              0.65  0.35
Duplex              0.72  0.28
Twnhs               0.91  0.09
TwnhsE              0.98  0.02
----------------------------------------
if_null_GarageCond     0     1
HouseStyle                    
1.5Fin              0.91  0.09
1.5Unf              0.80  0.20
1Story              0.95  0.05
2.5Unf              0.85  0.15
2Story              0.95  0.05
SFoyer              0.85  0.15
SLvl                1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
RoofStyle                     
Flat                0.57  0.43
Gable               0.95  0.05
Gambrel             0.91  0.09
Hip                 0.97  0.03
Mansard             0.75  0.25
Shed                1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
RoofMatl                      
CompShg             0.95  0.05
Tar&Grv             0.67  0.33
WdShake             1.00  0.00
WdShngl             1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
Exterior1st                   
AsbShng             0.83  0.17
AsphShn             0.00  1.00
BrkComm             1.00  0.00
BrkFace             0.95  0.05
CBlock              1.00  0.00
CemntBd             0.89  0.11
HdBoard             0.98  0.02
MetalSd             0.95  0.05
Plywood             0.96  0.04
Stucco              0.83  0.17
VinylSd             0.97  0.03
Wd Sdng             0.90  0.10
WdShing             0.87  0.13
----------------------------------------
if_null_GarageCond     0     1
Exterior2nd                   
AsbShng             0.89  0.11
AsphShn             0.00  1.00
Brk Cmn             1.00  0.00
BrkFace             0.95  0.05
CBlock              0.50  0.50
CmentBd             0.89  0.11
HdBoard             0.97  0.03
ImStucc             1.00  0.00
MetalSd             0.95  0.05
Plywood             0.95  0.05
Stone               1.00  0.00
Stucco              0.81  0.19
VinylSd             0.97  0.03
Wd Sdng             0.92  0.08
Wd Shng             0.84  0.16
----------------------------------------
if_null_GarageCond     0     1
MasVnrType                    
BrkCmn              0.80  0.20
BrkFace             0.99  0.01
Stone               0.99  0.01
----------------------------------------
if_null_GarageCond     0     1
ExterQual                     
Ex                  1.00  0.00
Fa                  0.62  0.38
Gd                  0.99  0.01
TA                  0.93  0.07
----------------------------------------
if_null_GarageCond     0     1
ExterCond                     
Ex                  1.00  0.00
Fa                  0.74  0.26
Gd                  0.94  0.06
Po                  1.00  0.00
TA                  0.95  0.05
----------------------------------------
if_null_GarageCond     0     1
Foundation                    
BrkTil              0.90  0.10
CBlock              0.95  0.05
PConc               0.96  0.04
Slab                0.80  0.20
Stone               0.80  0.20
Wood                1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
BsmtQual                      
Ex                  1.00  0.00
Fa                  0.79  0.21
Gd                  0.97  0.03
TA                  0.93  0.07
----------------------------------------
if_null_GarageCond     0     1
BsmtCond                      
Fa                  0.83  0.17
Gd                  0.95  0.05
Po                  0.33  0.67
TA                  0.96  0.04
----------------------------------------
if_null_GarageCond     0     1
BsmtExposure                  
Av                  0.95  0.05
Gd                  0.98  0.02
Mn                  0.96  0.04
No                  0.94  0.06
----------------------------------------
if_null_GarageCond     0     1
BsmtFinType1                  
ALQ                 0.97  0.03
BLQ                 0.98  0.02
GLQ                 0.97  0.03
LwQ                 0.98  0.02
Rec                 0.97  0.03
Unf                 0.90  0.10
----------------------------------------
if_null_GarageCond     0     1
BsmtFinType2                  
ALQ                 0.97  0.03
BLQ                 1.00  0.00
GLQ                 1.00  0.00
LwQ                 1.00  0.00
Rec                 0.98  0.02
Unf                 0.94  0.06
----------------------------------------
if_null_GarageCond     0     1
Heating                       
GasA                0.95  0.05
GasW                0.89  0.11
Grav                0.00  1.00
Wall                1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
HeatingQC                     
Ex                  0.97  0.03
Fa                  0.81  0.19
Gd                  0.94  0.06
Po                  1.00  0.00
TA                  0.93  0.07
----------------------------------------
if_null_GarageCond     0     1
CentralAir                    
N                   0.68  0.32
Y                   0.97  0.03
----------------------------------------
if_null_GarageCond     0     1
Electrical                    
FuseA               0.91  0.09
FuseF               0.78  0.22
FuseP               0.60  0.40
SBrkr               0.95  0.05
----------------------------------------
if_null_GarageCond     0     1
KitchenQual                   
Ex                  0.99  0.01
Fa                  0.77  0.23
Gd                  0.97  0.03
TA                  0.93  0.07
----------------------------------------
if_null_GarageCond     0     1
Functional                    
Maj1                1.00  0.00
Maj2                0.75  0.25
Min1                0.94  0.06
Min2                0.86  0.14
Mod                 0.95  0.05
Sev                 0.00  1.00
Typ                 0.95  0.05
----------------------------------------
if_null_GarageCond     0     1
FireplaceQu                   
Ex                  1.00  0.00
Fa                  1.00  0.00
Gd                  0.99  0.01
Po                  1.00  0.00
TA                  1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
GarageType                    
2Types              1.00  0.00
Attchd              1.00  0.00
Basment             1.00  0.00
BuiltIn             1.00  0.00
CarPort             1.00  0.00
Detchd              0.99  0.01
----------------------------------------
if_null_GarageCond    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_GarageCond    0
GarageQual             
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_GarageCond    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_GarageCond     0     1
PavedDrive                    
N                   0.68  0.32
P                   0.97  0.03
Y                   0.97  0.03
----------------------------------------
if_null_GarageCond    0
PoolQC                 
Ex                  1.0
Gd                  1.0
----------------------------------------
if_null_GarageCond     0     1
Fence                         
GdPrv               0.98  0.02
GdWo                0.93  0.07
MnPrv               0.95  0.05
MnWw                1.00  0.00
----------------------------------------
if_null_GarageCond     0     1
MiscFeature                   
Gar2                1.00  0.00
Othr                1.00  0.00
Shed                0.89  0.11
----------------------------------------
if_null_GarageCond     0     1
SaleType                      
COD                 0.95  0.05
CWD                 1.00  0.00
Con                 1.00  0.00
ConLD               0.88  0.12
ConLI               1.00  0.00
ConLw               1.00  0.00
New                 0.98  0.02
Oth                 0.75  0.25
WD                  0.94  0.06
----------------------------------------
if_null_PavedDrive    0
MSSubClass             
20                  1.0
30                  1.0
40                  1.0
45                  1.0
50                  1.0
60                  1.0
70                  1.0
75                  1.0
80                  1.0
85                  1.0
90                  1.0
120                 1.0
150                 1.0
160                 1.0
180                 1.0
190                 1.0
----------------------------------------
if_null_PavedDrive    0
MSZoning               
C (all)             1.0
FV                  1.0
RH                  1.0
RL                  1.0
RM                  1.0
----------------------------------------
if_null_PavedDrive    0
Street                 
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_PavedDrive    0
Alley                  
Grvl                1.0
Pave                1.0
----------------------------------------
if_null_PavedDrive    0
LotShape               
IR1                 1.0
IR2                 1.0
IR3                 1.0
Reg                 1.0
----------------------------------------
if_null_PavedDrive    0
LandContour            
Bnk                 1.0
HLS                 1.0
Low                 1.0
Lvl                 1.0
----------------------------------------
if_null_PavedDrive    0
Utilities              
AllPub              1.0
----------------------------------------
if_null_PavedDrive    0
LotConfig              
Corner              1.0
CulDSac             1.0
FR2                 1.0
FR3                 1.0
Inside              1.0
----------------------------------------
if_null_PavedDrive    0
LandSlope              
Gtl                 1.0
Mod                 1.0
Sev                 1.0
----------------------------------------
if_null_PavedDrive    0
Neighborhood           
Blmngtn             1.0
Blueste             1.0
BrDale              1.0
BrkSide             1.0
ClearCr             1.0
CollgCr             1.0
Crawfor             1.0
Edwards             1.0
Gilbert             1.0
IDOTRR              1.0
MeadowV             1.0
Mitchel             1.0
NAmes               1.0
NPkVill             1.0
NWAmes              1.0
NoRidge             1.0
NridgHt             1.0
OldTown             1.0
SWISU               1.0
Sawyer              1.0
SawyerW             1.0
Somerst             1.0
StoneBr             1.0
Timber              1.0
Veenker             1.0
----------------------------------------
if_null_PavedDrive    0
Condition1             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
RRAe                1.0
RRAn                1.0
RRNe                1.0
RRNn                1.0
----------------------------------------
if_null_PavedDrive    0
Condition2             
Artery              1.0
Feedr               1.0
Norm                1.0
PosA                1.0
PosN                1.0
----------------------------------------
if_null_PavedDrive    0
BldgType               
1Fam                1.0
2fmCon              1.0
Duplex              1.0
Twnhs               1.0
TwnhsE              1.0
----------------------------------------
if_null_PavedDrive    0
HouseStyle             
1.5Fin              1.0
1.5Unf              1.0
1Story              1.0
2.5Unf              1.0
2Story              1.0
SFoyer              1.0
SLvl                1.0
----------------------------------------
if_null_PavedDrive    0
RoofStyle              
Flat                1.0
Gable               1.0
Gambrel             1.0
Hip                 1.0
Mansard             1.0
Shed                1.0
----------------------------------------
if_null_PavedDrive    0
RoofMatl               
CompShg             1.0
Tar&Grv             1.0
WdShake             1.0
WdShngl             1.0
----------------------------------------
if_null_PavedDrive    0
Exterior1st            
AsbShng             1.0
AsphShn             1.0
BrkComm             1.0
BrkFace             1.0
CBlock              1.0
CemntBd             1.0
HdBoard             1.0
MetalSd             1.0
Plywood             1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
WdShing             1.0
----------------------------------------
if_null_PavedDrive    0
Exterior2nd            
AsbShng             1.0
AsphShn             1.0
Brk Cmn             1.0
BrkFace             1.0
CBlock              1.0
CmentBd             1.0
HdBoard             1.0
ImStucc             1.0
MetalSd             1.0
Plywood             1.0
Stone               1.0
Stucco              1.0
VinylSd             1.0
Wd Sdng             1.0
Wd Shng             1.0
----------------------------------------
if_null_PavedDrive    0
MasVnrType             
BrkCmn              1.0
BrkFace             1.0
Stone               1.0
----------------------------------------
if_null_PavedDrive    0
ExterQual              
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_PavedDrive    0
ExterCond              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_PavedDrive    0
Foundation             
BrkTil              1.0
CBlock              1.0
PConc               1.0
Slab                1.0
Stone               1.0
Wood                1.0
----------------------------------------
if_null_PavedDrive    0
BsmtQual               
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_PavedDrive    0
BsmtCond               
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_PavedDrive    0
BsmtExposure           
Av                  1.0
Gd                  1.0
Mn                  1.0
No                  1.0
----------------------------------------
if_null_PavedDrive    0
BsmtFinType1           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_PavedDrive    0
BsmtFinType2           
ALQ                 1.0
BLQ                 1.0
GLQ                 1.0
LwQ                 1.0
Rec                 1.0
Unf                 1.0
----------------------------------------
if_null_PavedDrive    0
Heating                
GasA                1.0
GasW                1.0
Grav                1.0
Wall                1.0
----------------------------------------
if_null_PavedDrive    0
HeatingQC              
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_PavedDrive    0
CentralAir             
N                   1.0
Y                   1.0
----------------------------------------
if_null_PavedDrive    0
Electrical             
FuseA               1.0
FuseF               1.0
FuseP               1.0
SBrkr               1.0
----------------------------------------
if_null_PavedDrive    0
KitchenQual            
Ex                  1.0
Fa                  1.0
Gd                  1.0
TA                  1.0
----------------------------------------
if_null_PavedDrive    0
Functional             
Maj1                1.0
Maj2                1.0
Min1                1.0
Min2                1.0
Mod                 1.0
Sev                 1.0
Typ                 1.0
----------------------------------------
if_null_PavedDrive    0
FireplaceQu            
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_PavedDrive    0
GarageType             
2Types              1.0
Attchd              1.0
Basment             1.0
BuiltIn             1.0
CarPort             1.0
Detchd              1.0
----------------------------------------
if_null_PavedDrive    0
GarageFinish           
Fin                 1.0
RFn                 1.0
Unf                 1.0
----------------------------------------
if_null_PavedDrive    0
GarageQual             
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_PavedDrive    0
GarageCond             
Ex                  1.0
Fa                  1.0
Gd                  1.0
Po                  1.0
TA                  1.0
----------------------------------------
if_null_PavedDrive    0
PavedDrive             
N                   1.0
P                   1.0
Y                   1.0
----------------------------------------
if_null_PavedDrive    0
PoolQC                 
Ex                  1.0
Gd                  1.0
----------------------------------------
if_null_PavedDrive    0
Fence                  
GdPrv               1.0
GdWo                1.0
MnPrv               1.0
MnWw                1.0
----------------------------------------
if_null_PavedDrive    0
MiscFeature            
Gar2                1.0
Othr                1.0
Shed                1.0
----------------------------------------
if_null_PavedDrive    0
SaleType               
COD                 1.0
CWD                 1.0
Con                 1.0
ConLD               1.0
ConLI               1.0
ConLw               1.0
New                 1.0
Oth                 1.0
WD                  1.0
----------------------------------------
if_null_PoolQC     0     1
MSSubClass                
20              0.00  1.00
30              0.00  1.00
40              0.00  1.00
45              0.00  1.00
50              0.00  1.00
60              0.00  1.00
70              0.00  1.00
75              0.00  1.00
80              0.02  0.98
85              0.00  1.00
90              0.00  1.00
120             0.00  1.00
150             0.00  1.00
160             0.00  1.00
180             0.00  1.00
190             0.00  1.00
----------------------------------------
if_null_PoolQC    0    1
MSZoning                
C (all)         0.0  1.0
FV              0.0  1.0
RH              0.0  1.0
RL              0.0  1.0
RM              0.0  1.0
----------------------------------------
if_null_PoolQC    0    1
Street                  
Grvl            0.0  1.0
Pave            0.0  1.0
----------------------------------------
if_null_PoolQC    1
Alley              
Grvl            1.0
Pave            1.0
----------------------------------------
if_null_PoolQC    0    1
LotShape                
IR1             0.0  1.0
IR2             0.0  1.0
IR3             0.0  1.0
Reg             0.0  1.0
----------------------------------------
if_null_PoolQC     0     1
LandContour               
Bnk             0.00  1.00
HLS             0.03  0.97
Low             0.04  0.96
Lvl             0.00  1.00
----------------------------------------
if_null_PoolQC    0    1
Utilities               
AllPub          0.0  1.0
----------------------------------------
if_null_PoolQC     0     1
LotConfig                 
Corner          0.00  1.00
CulDSac         0.01  0.99
FR2             0.00  1.00
FR3             0.00  1.00
Inside          0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
LandSlope                 
Gtl             0.00  1.00
Mod             0.02  0.98
Sev             0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
Neighborhood              
Blmngtn         0.00  1.00
Blueste         0.00  1.00
BrDale          0.00  1.00
BrkSide         0.00  1.00
ClearCr         0.00  1.00
CollgCr         0.00  1.00
Crawfor         0.02  0.98
Edwards         0.00  1.00
Gilbert         0.00  1.00
IDOTRR          0.00  1.00
MeadowV         0.00  1.00
Mitchel         0.00  1.00
NAmes           0.00  1.00
NPkVill         0.00  1.00
NWAmes          0.00  1.00
NoRidge         0.00  1.00
NridgHt         0.01  0.99
OldTown         0.00  1.00
SWISU           0.00  1.00
Sawyer          0.00  1.00
SawyerW         0.00  1.00
Somerst         0.00  1.00
StoneBr         0.00  1.00
Timber          0.00  1.00
Veenker         0.08  0.92
----------------------------------------
if_null_PoolQC    0    1
Condition1              
Artery          0.0  1.0
Feedr           0.0  1.0
Norm            0.0  1.0
PosA            0.0  1.0
PosN            0.0  1.0
RRAe            0.0  1.0
RRAn            0.0  1.0
RRNe            0.0  1.0
RRNn            0.0  1.0
----------------------------------------
if_null_PoolQC    0    1
Condition2              
Artery          0.0  1.0
Feedr           0.0  1.0
Norm            0.0  1.0
PosA            0.0  1.0
PosN            0.0  1.0
----------------------------------------
if_null_PoolQC    0    1
BldgType                
1Fam            0.0  1.0
2fmCon          0.0  1.0
Duplex          0.0  1.0
Twnhs           0.0  1.0
TwnhsE          0.0  1.0
----------------------------------------
if_null_PoolQC     0     1
HouseStyle                
1.5Fin          0.00  1.00
1.5Unf          0.00  1.00
1Story          0.00  1.00
2.5Unf          0.00  1.00
2Story          0.00  1.00
SFoyer          0.00  1.00
SLvl            0.02  0.98
----------------------------------------
if_null_PoolQC    0    1
RoofStyle               
Flat            0.0  1.0
Gable           0.0  1.0
Gambrel         0.0  1.0
Hip             0.0  1.0
Mansard         0.0  1.0
Shed            0.0  1.0
----------------------------------------
if_null_PoolQC    0    1
RoofMatl                
CompShg         0.0  1.0
Tar&Grv         0.0  1.0
WdShake         0.0  1.0
WdShngl         0.0  1.0
----------------------------------------
if_null_PoolQC     0     1
Exterior1st               
AsbShng         0.00  1.00
AsphShn         0.00  1.00
BrkComm         0.00  1.00
BrkFace         0.00  1.00
CBlock          0.00  1.00
CemntBd         0.00  1.00
HdBoard         0.00  1.00
MetalSd         0.00  1.00
Plywood         0.00  1.00
Stucco          0.00  1.00
VinylSd         0.00  1.00
Wd Sdng         0.00  1.00
WdShing         0.07  0.93
----------------------------------------
if_null_PoolQC     0     1
Exterior2nd               
AsbShng         0.00  1.00
AsphShn         0.00  1.00
Brk Cmn         0.00  1.00
BrkFace         0.00  1.00
CBlock          0.00  1.00
CmentBd         0.00  1.00
HdBoard         0.00  1.00
ImStucc         0.00  1.00
MetalSd         0.00  1.00
Plywood         0.01  0.99
Stone           0.00  1.00
Stucco          0.00  1.00
VinylSd         0.00  1.00
Wd Sdng         0.01  0.99
Wd Shng         0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
MasVnrType                
BrkCmn          0.00  1.00
BrkFace         0.00  1.00
Stone           0.01  0.99
----------------------------------------
if_null_PoolQC     0     1
ExterQual                 
Ex              0.02  0.98
Fa              0.00  1.00
Gd              0.00  1.00
TA              0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
ExterCond                 
Ex              0.00  1.00
Fa              0.03  0.97
Gd              0.00  1.00
Po              0.00  1.00
TA              0.00  1.00
----------------------------------------
if_null_PoolQC    0    1
Foundation              
BrkTil          0.0  1.0
CBlock          0.0  1.0
PConc           0.0  1.0
Slab            0.0  1.0
Stone           0.0  1.0
Wood            0.0  1.0
----------------------------------------
if_null_PoolQC     0     1
BsmtQual                  
Ex              0.01  0.99
Fa              0.00  1.00
Gd              0.00  1.00
TA              0.00  1.00
----------------------------------------
if_null_PoolQC    0    1
BsmtCond                
Fa              0.0  1.0
Gd              0.0  1.0
Po              0.0  1.0
TA              0.0  1.0
----------------------------------------
if_null_PoolQC     0     1
BsmtExposure              
Av              0.00  1.00
Gd              0.01  0.99
Mn              0.00  1.00
No              0.00  1.00
----------------------------------------
if_null_PoolQC    0    1
BsmtFinType1            
ALQ             0.0  1.0
BLQ             0.0  1.0
GLQ             0.0  1.0
LwQ             0.0  1.0
Rec             0.0  1.0
Unf             0.0  1.0
----------------------------------------
if_null_PoolQC     0     1
BsmtFinType2              
ALQ             0.00  1.00
BLQ             0.03  0.97
GLQ             0.00  1.00
LwQ             0.00  1.00
Rec             0.00  1.00
Unf             0.00  1.00
----------------------------------------
if_null_PoolQC    0    1
Heating                 
GasA            0.0  1.0
GasW            0.0  1.0
Grav            0.0  1.0
Wall            0.0  1.0
----------------------------------------
if_null_PoolQC     0     1
HeatingQC                 
Ex              0.00  1.00
Fa              0.00  1.00
Gd              0.01  0.99
Po              0.00  1.00
TA              0.00  1.00
----------------------------------------
if_null_PoolQC    0    1
CentralAir              
N               0.0  1.0
Y               0.0  1.0
----------------------------------------
if_null_PoolQC    0    1
Electrical              
FuseA           0.0  1.0
FuseF           0.0  1.0
FuseP           0.0  1.0
SBrkr           0.0  1.0
----------------------------------------
if_null_PoolQC     0     1
KitchenQual               
Ex              0.01  0.99
Fa              0.00  1.00
Gd              0.00  1.00
TA              0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
Functional                
Maj1            0.00  1.00
Maj2            0.00  1.00
Min1            0.00  1.00
Min2            0.00  1.00
Mod             0.05  0.95
Sev             0.00  1.00
Typ             0.00  1.00
----------------------------------------
if_null_PoolQC     0     1
FireplaceQu               
Ex              0.00  1.00
Fa              0.00  1.00
Gd              0.01  0.99
Po              0.00  1.00
TA              0.00  1.00
----------------------------------------
if_null_PoolQC    0    1
GarageType              
2Types          0.0  1.0
Attchd          0.0  1.0
Basment         0.0  1.0
BuiltIn         0.0  1.0
CarPort         0.0  1.0
Detchd          0.0  1.0
----------------------------------------
if_null_PoolQC     0     1
GarageFinish              
Fin             0.01  0.99
RFn             0.00  1.00
Unf             0.00  1.00
----------------------------------------
if_null_PoolQC    0    1
GarageQual              
Fa              0.0  1.0
Gd              0.1  0.9
Po              0.0  1.0
TA              0.0  1.0
----------------------------------------
if_null_PoolQC     0     1
GarageCond                
Ex              0.00  1.00
Fa              0.00  1.00
Gd              0.17  0.83
Po              0.00  1.00
TA              0.00  1.00
----------------------------------------
if_null_PoolQC    0    1
PavedDrive              
N               0.0  1.0
P               0.0  1.0
Y               0.0  1.0
----------------------------------------
if_null_PoolQC    0
PoolQC             
Ex              1.0
Gd              1.0
----------------------------------------
if_null_PoolQC     0     1
Fence                     
GdPrv           0.02  0.98
GdWo            0.00  1.00
MnPrv           0.00  1.00
MnWw            0.00  1.00
----------------------------------------
if_null_PoolQC    1
MiscFeature        
Gar2            1.0
Othr            1.0
Shed            1.0
----------------------------------------
if_null_PoolQC    0    1
SaleType                
COD             0.0  1.0
CWD             0.0  1.0
Con             0.0  1.0
ConLD           0.0  1.0
ConLI           0.0  1.0
ConLw           0.0  1.0
New             0.0  1.0
Oth             0.0  1.0
WD              0.0  1.0
----------------------------------------
if_null_Fence     0     1
MSSubClass               
20             0.24  0.76
30             0.23  0.77
40             0.00  1.00
45             0.67  0.33
50             0.27  0.73
60             0.10  0.90
70             0.35  0.65
75             0.29  0.71
80             0.27  0.73
85             0.43  0.57
90             0.04  0.96
120            0.01  0.99
150            0.00  1.00
160            0.14  0.86
180            0.14  0.86
190            0.19  0.81
----------------------------------------
if_null_Fence     0     1
MSZoning                 
C (all)        0.00  1.00
FV             0.01  0.99
RH             0.10  0.90
RL             0.20  0.80
RM             0.25  0.75
----------------------------------------
if_null_Fence     0     1
Street                   
Grvl           0.17  0.83
Pave           0.20  0.80
----------------------------------------
if_null_Fence     0     1
Alley                    
Grvl           0.21  0.79
Pave           0.05  0.95
----------------------------------------
if_null_Fence     0     1
LotShape                 
IR1            0.16  0.84
IR2            0.11  0.89
IR3            0.17  0.83
Reg            0.22  0.78
----------------------------------------
if_null_Fence     0     1
LandContour              
Bnk            0.28  0.72
HLS            0.09  0.91
Low            0.38  0.62
Lvl            0.20  0.80
----------------------------------------
if_null_Fence    0    1
Utilities              
AllPub         0.2  0.8
----------------------------------------
if_null_Fence     0     1
LotConfig                
Corner         0.22  0.78
CulDSac        0.17  0.83
FR2            0.13  0.87
FR3            0.50  0.50
Inside         0.20  0.80
----------------------------------------
if_null_Fence     0     1
LandSlope                
Gtl            0.20  0.80
Mod            0.15  0.85
Sev            0.33  0.67
----------------------------------------
if_null_Fence     0     1
Neighborhood             
Blmngtn        0.00  1.00
Blueste        0.62  0.38
BrDale         0.07  0.93
BrkSide        0.40  0.60
ClearCr        0.06  0.94
CollgCr        0.09  0.91
Crawfor        0.35  0.65
Edwards        0.22  0.78
Gilbert        0.08  0.92
IDOTRR         0.20  0.80
MeadowV        0.15  0.85
Mitchel        0.34  0.66
NAmes          0.33  0.67
NPkVill        0.00  1.00
NWAmes         0.22  0.78
NoRidge        0.07  0.93
NridgHt        0.01  0.99
OldTown        0.24  0.76
SWISU          0.22  0.78
Sawyer         0.40  0.60
SawyerW        0.15  0.85
Somerst        0.02  0.98
StoneBr        0.00  1.00
Timber         0.03  0.97
Veenker        0.23  0.77
----------------------------------------
if_null_Fence     0     1
Condition1               
Artery         0.30  0.70
Feedr          0.29  0.71
Norm           0.19  0.81
PosA           0.08  0.92
PosN           0.10  0.90
RRAe           0.18  0.82
RRAn           0.08  0.92
RRNe           0.50  0.50
RRNn           0.00  1.00
----------------------------------------
if_null_Fence     0     1
Condition2               
Artery         0.00  1.00
Feedr          0.43  0.57
Norm           0.20  0.80
PosA           0.00  1.00
PosN           0.50  0.50
----------------------------------------
if_null_Fence     0     1
BldgType                 
1Fam           0.22  0.78
2fmCon         0.23  0.77
Duplex         0.04  0.96
Twnhs          0.15  0.85
TwnhsE         0.03  0.97
----------------------------------------
if_null_Fence     0     1
HouseStyle               
1.5Fin         0.25  0.75
1.5Unf         0.60  0.40
1Story         0.21  0.79
2.5Unf         0.23  0.77
2Story         0.14  0.86
SFoyer         0.28  0.72
SLvl           0.27  0.73
----------------------------------------
if_null_Fence     0     1
RoofStyle                
Flat           0.00  1.00
Gable          0.21  0.79
Gambrel        0.45  0.55
Hip            0.17  0.83
Mansard        0.25  0.75
Shed           0.00  1.00
----------------------------------------
if_null_Fence     0     1
RoofMatl                 
CompShg        0.20  0.80
Tar&Grv        0.08  0.92
WdShake        0.25  0.75
WdShngl        0.00  1.00
----------------------------------------
if_null_Fence     0     1
Exterior1st              
AsbShng        0.38  0.62
AsphShn        0.00  1.00
BrkComm        0.50  0.50
BrkFace        0.27  0.73
CBlock         0.00  1.00
CemntBd        0.08  0.92
HdBoard        0.28  0.72
MetalSd        0.25  0.75
Plywood        0.27  0.73
Stucco         0.28  0.72
VinylSd        0.08  0.92
Wd Sdng        0.30  0.70
WdShing        0.27  0.73
----------------------------------------
if_null_Fence     0     1
Exterior2nd              
AsbShng        0.44  0.56
AsphShn        0.00  1.00
Brk Cmn        0.07  0.93
BrkFace        0.32  0.68
CBlock         0.50  0.50
CmentBd        0.08  0.92
HdBoard        0.26  0.74
ImStucc        0.00  1.00
MetalSd        0.24  0.76
Plywood        0.36  0.64
Stone          0.00  1.00
Stucco         0.29  0.71
VinylSd        0.09  0.91
Wd Sdng        0.27  0.73
Wd Shng        0.28  0.72
----------------------------------------
if_null_Fence     0     1
MasVnrType               
BrkCmn         0.40  0.60
BrkFace        0.15  0.85
Stone          0.07  0.93
----------------------------------------
if_null_Fence     0     1
ExterQual                
Ex             0.04  0.96
Fa             0.29  0.71
Gd             0.07  0.93
TA             0.28  0.72
----------------------------------------
if_null_Fence     0     1
ExterCond                
Ex             0.33  0.67
Fa             0.26  0.74
Gd             0.33  0.67
Po             0.00  1.00
TA             0.18  0.82
----------------------------------------
if_null_Fence     0     1
Foundation               
BrkTil         0.30  0.70
CBlock         0.30  0.70
PConc          0.09  0.91
Slab           0.16  0.84
Stone          0.00  1.00
Wood           0.00  1.00
----------------------------------------
if_null_Fence     0     1
BsmtQual                 
Ex             0.01  0.99
Fa             0.26  0.74
Gd             0.12  0.88
TA             0.31  0.69
----------------------------------------
if_null_Fence     0     1
BsmtCond                 
Fa             0.29  0.71
Gd             0.12  0.88
Po             0.00  1.00
TA             0.20  0.80
----------------------------------------
if_null_Fence     0     1
BsmtExposure             
Av             0.15  0.85
Gd             0.11  0.89
Mn             0.16  0.84
No             0.23  0.77
----------------------------------------
if_null_Fence     0     1
BsmtFinType1             
ALQ            0.31  0.69
BLQ            0.39  0.61
GLQ            0.10  0.90
LwQ            0.25  0.75
Rec            0.36  0.64
Unf            0.13  0.87
----------------------------------------
if_null_Fence     0     1
BsmtFinType2             
ALQ            0.30  0.70
BLQ            0.31  0.69
GLQ            0.15  0.85
LwQ            0.37  0.63
Rec            0.39  0.61
Unf            0.18  0.82
----------------------------------------
if_null_Fence     0     1
Heating                  
GasA           0.20  0.80
GasW           0.44  0.56
Grav           0.00  1.00
Wall           0.00  1.00
----------------------------------------
if_null_Fence     0     1
HeatingQC                
Ex             0.14  0.86
Fa             0.26  0.74
Gd             0.21  0.79
Po             0.00  1.00
TA             0.28  0.72
----------------------------------------
if_null_Fence     0     1
CentralAir               
N              0.22  0.78
Y              0.20  0.80
----------------------------------------
if_null_Fence     0     1
Electrical               
FuseA          0.33  0.67
FuseF          0.26  0.74
FuseP          0.00  1.00
SBrkr          0.19  0.81
----------------------------------------
if_null_Fence     0     1
KitchenQual              
Ex             0.06  0.94
Fa             0.16  0.84
Gd             0.12  0.88
TA             0.28  0.72
----------------------------------------
if_null_Fence     0     1
Functional               
Maj1           0.20  0.80
Maj2           0.25  0.75
Min1           0.38  0.62
Min2           0.25  0.75
Mod            0.15  0.85
Sev            0.00  1.00
Typ            0.19  0.81
----------------------------------------
if_null_Fence     0     1
FireplaceQu              
Ex             0.00  1.00
Fa             0.37  0.63
Gd             0.15  0.85
Po             0.35  0.65
TA             0.20  0.80
----------------------------------------
if_null_Fence     0     1
GarageType               
2Types         0.35  0.65
Attchd         0.18  0.82
Basment        0.18  0.82
BuiltIn        0.08  0.92
CarPort        0.00  1.00
Detchd         0.28  0.72
----------------------------------------
if_null_Fence     0     1
GarageFinish             
Fin            0.12  0.88
RFn            0.16  0.84
Unf            0.27  0.73
----------------------------------------
if_null_Fence     0     1
GarageQual               
Fa             0.22  0.78
Gd             0.30  0.70
Po             0.00  1.00
TA             0.20  0.80
----------------------------------------
if_null_Fence     0     1
GarageCond               
Ex             0.00  1.00
Fa             0.05  0.95
Gd             0.33  0.67
Po             0.00  1.00
TA             0.21  0.79
----------------------------------------
if_null_Fence     0     1
PavedDrive               
N              0.17  0.83
P              0.34  0.66
Y              0.20  0.80
----------------------------------------
if_null_Fence    0    1
PoolQC                 
Ex             0.0  1.0
Gd             1.0  0.0
----------------------------------------
if_null_Fence    0
Fence             
GdPrv          1.0
GdWo           1.0
MnPrv          1.0
MnWw           1.0
----------------------------------------
if_null_Fence     0     1
MiscFeature              
Gar2           0.33  0.67
Othr           0.50  0.50
Shed           0.35  0.65
----------------------------------------
if_null_Fence     0     1
SaleType                 
COD            0.16  0.84
CWD            0.12  0.88
Con            0.00  1.00
ConLD          0.12  0.88
ConLI          0.00  1.00
ConLw          0.00  1.00
New            0.00  1.00
Oth            0.50  0.50
WD             0.22  0.78
----------------------------------------
if_null_MiscFeature     0     1
MSSubClass                     
20                   0.05  0.95
30                   0.00  1.00
40                   0.00  1.00
45                   0.00  1.00
50                   0.02  0.98
60                   0.03  0.97
70                   0.04  0.96
75                   0.00  1.00
80                   0.10  0.90
85                   0.11  0.89
90                   0.05  0.95
120                  0.00  1.00
150                  0.00  1.00
160                  0.00  1.00
180                  0.00  1.00
190                  0.03  0.97
----------------------------------------
if_null_MiscFeature     0     1
MSZoning                       
C (all)              0.00  1.00
FV                   0.00  1.00
RH                   0.10  0.90
RL                   0.04  0.96
RM                   0.02  0.98
----------------------------------------
if_null_MiscFeature     0     1
Street                         
Grvl                 0.00  1.00
Pave                 0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
Alley                          
Grvl                 0.04  0.96
Pave                 0.03  0.97
----------------------------------------
if_null_MiscFeature     0     1
LotShape                       
IR1                  0.03  0.97
IR2                  0.06  0.94
IR3                  0.00  1.00
Reg                  0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
LandContour                    
Bnk                  0.07  0.93
HLS                  0.00  1.00
Low                  0.04  0.96
Lvl                  0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
Utilities                      
AllPub               0.03  0.97
----------------------------------------
if_null_MiscFeature     0     1
LotConfig                      
Corner               0.03  0.97
CulDSac              0.04  0.96
FR2                  0.05  0.95
FR3                  0.00  1.00
Inside               0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
LandSlope                      
Gtl                  0.04  0.96
Mod                  0.02  0.98
Sev                  0.00  1.00
----------------------------------------
if_null_MiscFeature     0     1
Neighborhood                   
Blmngtn              0.00  1.00
Blueste              0.00  1.00
BrDale               0.00  1.00
BrkSide              0.04  0.96
ClearCr              0.00  1.00
CollgCr              0.01  0.99
Crawfor              0.04  0.96
Edwards              0.05  0.95
Gilbert              0.05  0.95
IDOTRR               0.00  1.00
MeadowV              0.00  1.00
Mitchel              0.08  0.92
NAmes                0.06  0.94
NPkVill              0.00  1.00
NWAmes               0.05  0.95
NoRidge              0.00  1.00
NridgHt              0.00  1.00
OldTown              0.03  0.97
SWISU                0.09  0.91
Sawyer               0.08  0.92
SawyerW              0.05  0.95
Somerst              0.00  1.00
StoneBr              0.00  1.00
Timber               0.03  0.97
Veenker              0.00  1.00
----------------------------------------
if_null_MiscFeature     0     1
Condition1                     
Artery               0.02  0.98
Feedr                0.10  0.90
Norm                 0.03  0.97
PosA                 0.00  1.00
PosN                 0.00  1.00
RRAe                 0.06  0.94
RRAn                 0.04  0.96
RRNe                 0.00  1.00
RRNn                 0.00  1.00
----------------------------------------
if_null_MiscFeature     0     1
Condition2                     
Artery               0.00  1.00
Feedr                0.14  0.86
Norm                 0.03  0.97
PosA                 0.00  1.00
PosN                 0.00  1.00
----------------------------------------
if_null_MiscFeature     0     1
BldgType                       
1Fam                 0.04  0.96
2fmCon               0.06  0.94
Duplex               0.05  0.95
Twnhs                0.00  1.00
TwnhsE               0.00  1.00
----------------------------------------
if_null_MiscFeature     0     1
HouseStyle                     
1.5Fin               0.02  0.98
1.5Unf               0.00  1.00
1Story               0.03  0.97
2.5Unf               0.08  0.92
2Story               0.03  0.97
SFoyer               0.07  0.93
SLvl                 0.10  0.90
----------------------------------------
if_null_MiscFeature     0     1
RoofStyle                      
Flat                 0.14  0.86
Gable                0.03  0.97
Gambrel              0.00  1.00
Hip                  0.05  0.95
Mansard              0.00  1.00
Shed                 0.00  1.00
----------------------------------------
if_null_MiscFeature     0     1
RoofMatl                       
CompShg              0.03  0.97
Tar&Grv              0.17  0.83
WdShake              0.00  1.00
WdShngl              0.00  1.00
----------------------------------------
if_null_MiscFeature     0     1
Exterior1st                    
AsbShng              0.00  1.00
AsphShn              0.00  1.00
BrkComm              0.00  1.00
BrkFace              0.08  0.92
CBlock               0.00  1.00
CemntBd              0.00  1.00
HdBoard              0.09  0.91
MetalSd              0.02  0.98
Plywood              0.05  0.95
Stucco               0.00  1.00
VinylSd              0.01  0.99
Wd Sdng              0.07  0.93
WdShing              0.00  1.00
----------------------------------------
if_null_MiscFeature     0     1
Exterior2nd                    
AsbShng              0.00  1.00
AsphShn              0.00  1.00
Brk Cmn              0.00  1.00
BrkFace              0.09  0.91
CBlock               0.50  0.50
CmentBd              0.00  1.00
HdBoard              0.09  0.91
ImStucc              0.00  1.00
MetalSd              0.02  0.98
Plywood              0.06  0.94
Stone                0.00  1.00
Stucco               0.00  1.00
VinylSd              0.01  0.99
Wd Sdng              0.05  0.95
Wd Shng              0.05  0.95
----------------------------------------
if_null_MiscFeature     0     1
MasVnrType                     
BrkCmn               0.00  1.00
BrkFace              0.03  0.97
Stone                0.01  0.99
----------------------------------------
if_null_MiscFeature     0     1
ExterQual                      
Ex                   0.00  1.00
Fa                   0.00  1.00
Gd                   0.01  0.99
TA                   0.05  0.95
----------------------------------------
if_null_MiscFeature     0     1
ExterCond                      
Ex                   0.00  1.00
Fa                   0.05  0.95
Gd                   0.07  0.93
Po                   0.50  0.50
TA                   0.03  0.97
----------------------------------------
if_null_MiscFeature     0     1
Foundation                     
BrkTil               0.02  0.98
CBlock               0.05  0.95
PConc                0.02  0.98
Slab                 0.08  0.92
Stone                0.00  1.00
Wood                 0.00  1.00
----------------------------------------
if_null_MiscFeature     0     1
BsmtQual                       
Ex                   0.00  1.00
Fa                   0.02  0.98
Gd                   0.03  0.97
TA                   0.05  0.95
----------------------------------------
if_null_MiscFeature     0     1
BsmtCond                       
Fa                   0.02  0.98
Gd                   0.04  0.96
Po                   0.00  1.00
TA                   0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
BsmtExposure                   
Av                   0.03  0.97
Gd                   0.01  0.99
Mn                   0.06  0.94
No                   0.03  0.97
----------------------------------------
if_null_MiscFeature     0     1
BsmtFinType1                   
ALQ                  0.07  0.93
BLQ                  0.04  0.96
GLQ                  0.02  0.98
LwQ                  0.01  0.99
Rec                  0.07  0.93
Unf                  0.02  0.98
----------------------------------------
if_null_MiscFeature     0     1
BsmtFinType2                   
ALQ                  0.03  0.97
BLQ                  0.11  0.89
GLQ                  0.10  0.90
LwQ                  0.02  0.98
Rec                  0.04  0.96
Unf                  0.03  0.97
----------------------------------------
if_null_MiscFeature     0     1
Heating                        
GasA                 0.03  0.97
GasW                 0.00  1.00
Grav                 0.50  0.50
Wall                 0.00  1.00
----------------------------------------
if_null_MiscFeature     0     1
HeatingQC                      
Ex                   0.03  0.97
Fa                   0.07  0.93
Gd                   0.05  0.95
Po                   0.00  1.00
TA                   0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
CentralAir                     
N                    0.02  0.98
Y                    0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
Electrical                     
FuseA                0.06  0.94
FuseF                0.00  1.00
FuseP                0.00  1.00
SBrkr                0.03  0.97
----------------------------------------
if_null_MiscFeature     0     1
KitchenQual                    
Ex                   0.00  1.00
Fa                   0.06  0.94
Gd                   0.03  0.97
TA                   0.04  0.96
----------------------------------------
if_null_MiscFeature     0     1
Functional                     
Maj1                 0.00  1.00
Maj2                 0.00  1.00
Min1                 0.15  0.85
Min2                 0.14  0.86
Mod                  0.05  0.95
Sev                  0.00  1.00
Typ                  0.03  0.97
----------------------------------------
if_null_MiscFeature     0     1
FireplaceQu                    
Ex                   0.00  1.00
Fa                   0.12  0.88
Gd                   0.02  0.98
Po                   0.04  0.96
TA                   0.02  0.98
----------------------------------------
if_null_MiscFeature     0     1
GarageType                     
2Types               0.00  1.00
Attchd               0.04  0.96
Basment              0.00  1.00
BuiltIn              0.03  0.97
CarPort              0.00  1.00
Detchd               0.02  0.98
----------------------------------------
if_null_MiscFeature     0     1
GarageFinish                   
Fin                  0.02  0.98
RFn                  0.04  0.96
Unf                  0.03  0.97
----------------------------------------
if_null_MiscFeature     0     1
GarageQual                     
Fa                   0.01  0.99
Gd                   0.00  1.00
Po                   0.00  1.00
TA                   0.03  0.97
----------------------------------------
if_null_MiscFeature     0     1
GarageCond                     
Ex                   0.00  1.00
Fa                   0.03  0.97
Gd                   0.00  1.00
Po                   0.00  1.00
TA                   0.03  0.97
----------------------------------------
if_null_MiscFeature     0     1
PavedDrive                     
N                    0.02  0.98
P                    0.00  1.00
Y                    0.04  0.96
----------------------------------------
if_null_MiscFeature    1
PoolQC                  
Ex                   1.0
Gd                   1.0
----------------------------------------
if_null_MiscFeature     0     1
Fence                          
GdPrv                0.05  0.95
GdWo                 0.03  0.97
MnPrv                0.08  0.92
MnWw                 0.00  1.00
----------------------------------------
if_null_MiscFeature    0
MiscFeature             
Gar2                 1.0
Othr                 1.0
Shed                 1.0
----------------------------------------
if_null_MiscFeature     0     1
SaleType                       
COD                  0.02  0.98
CWD                  0.00  1.00
Con                  0.00  1.00
ConLD                0.00  1.00
ConLI                0.00  1.00
ConLw                0.00  1.00
New                  0.00  1.00
Oth                  0.00  1.00
WD                   0.04  0.96
----------------------------------------
if_null_SaleType    0    1
MSSubClass                
20                1.0  0.0
30                1.0  0.0
40                1.0  0.0
45                1.0  0.0
50                1.0  0.0
60                1.0  0.0
70                1.0  0.0
75                1.0  0.0
80                1.0  0.0
85                1.0  0.0
90                1.0  0.0
120               1.0  0.0
150               1.0  0.0
160               1.0  0.0
180               1.0  0.0
190               1.0  0.0
----------------------------------------
if_null_SaleType    0    1
MSZoning                  
C (all)           1.0  0.0
FV                1.0  0.0
RH                1.0  0.0
RL                1.0  0.0
RM                1.0  0.0
----------------------------------------
if_null_SaleType    0    1
Street                    
Grvl              1.0  0.0
Pave              1.0  0.0
----------------------------------------
if_null_SaleType    0
Alley                
Grvl              1.0
Pave              1.0
----------------------------------------
if_null_SaleType    0    1
LotShape                  
IR1               1.0  0.0
IR2               1.0  0.0
IR3               1.0  0.0
Reg               1.0  0.0
----------------------------------------
if_null_SaleType    0    1
LandContour               
Bnk               1.0  0.0
HLS               1.0  0.0
Low               1.0  0.0
Lvl               1.0  0.0
----------------------------------------
if_null_SaleType    0    1
Utilities                 
AllPub            1.0  0.0
----------------------------------------
if_null_SaleType    0    1
LotConfig                 
Corner            1.0  0.0
CulDSac           1.0  0.0
FR2               1.0  0.0
FR3               1.0  0.0
Inside            1.0  0.0
----------------------------------------
if_null_SaleType    0    1
LandSlope                 
Gtl               1.0  0.0
Mod               1.0  0.0
Sev               1.0  0.0
----------------------------------------
if_null_SaleType     0     1
Neighborhood                
Blmngtn           1.00  0.00
Blueste           1.00  0.00
BrDale            1.00  0.00
BrkSide           1.00  0.00
ClearCr           1.00  0.00
CollgCr           1.00  0.00
Crawfor           1.00  0.00
Edwards           1.00  0.00
Gilbert           1.00  0.00
IDOTRR            1.00  0.00
MeadowV           1.00  0.00
Mitchel           1.00  0.00
NAmes             1.00  0.00
NPkVill           1.00  0.00
NWAmes            1.00  0.00
NoRidge           1.00  0.00
NridgHt           1.00  0.00
OldTown           1.00  0.00
SWISU             1.00  0.00
Sawyer            0.99  0.01
SawyerW           1.00  0.00
Somerst           1.00  0.00
StoneBr           1.00  0.00
Timber            1.00  0.00
Veenker           1.00  0.00
----------------------------------------
if_null_SaleType     0     1
Condition1                  
Artery            1.00  0.00
Feedr             0.99  0.01
Norm              1.00  0.00
PosA              1.00  0.00
PosN              1.00  0.00
RRAe              1.00  0.00
RRAn              1.00  0.00
RRNe              1.00  0.00
RRNn              1.00  0.00
----------------------------------------
if_null_SaleType    0    1
Condition2                
Artery            1.0  0.0
Feedr             1.0  0.0
Norm              1.0  0.0
PosA              1.0  0.0
PosN              1.0  0.0
----------------------------------------
if_null_SaleType    0    1
BldgType                  
1Fam              1.0  0.0
2fmCon            1.0  0.0
Duplex            1.0  0.0
Twnhs             1.0  0.0
TwnhsE            1.0  0.0
----------------------------------------
if_null_SaleType    0    1
HouseStyle                
1.5Fin            1.0  0.0
1.5Unf            1.0  0.0
1Story            1.0  0.0
2.5Unf            1.0  0.0
2Story            1.0  0.0
SFoyer            1.0  0.0
SLvl              1.0  0.0
----------------------------------------
if_null_SaleType    0    1
RoofStyle                 
Flat              1.0  0.0
Gable             1.0  0.0
Gambrel           1.0  0.0
Hip               1.0  0.0
Mansard           1.0  0.0
Shed              1.0  0.0
----------------------------------------
if_null_SaleType    0    1
RoofMatl                  
CompShg           1.0  0.0
Tar&Grv           1.0  0.0
WdShake           1.0  0.0
WdShngl           1.0  0.0
----------------------------------------
if_null_SaleType     0     1
Exterior1st                 
AsbShng           1.00  0.00
AsphShn           1.00  0.00
BrkComm           1.00  0.00
BrkFace           1.00  0.00
CBlock            1.00  0.00
CemntBd           1.00  0.00
HdBoard           1.00  0.00
MetalSd           1.00  0.00
Plywood           0.99  0.01
Stucco            1.00  0.00
VinylSd           1.00  0.00
Wd Sdng           1.00  0.00
WdShing           1.00  0.00
----------------------------------------
if_null_SaleType     0     1
Exterior2nd                 
AsbShng           1.00  0.00
AsphShn           1.00  0.00
Brk Cmn           1.00  0.00
BrkFace           1.00  0.00
CBlock            1.00  0.00
CmentBd           1.00  0.00
HdBoard           1.00  0.00
ImStucc           1.00  0.00
MetalSd           1.00  0.00
Plywood           0.99  0.01
Stone             1.00  0.00
Stucco            1.00  0.00
VinylSd           1.00  0.00
Wd Sdng           1.00  0.00
Wd Shng           1.00  0.00
----------------------------------------
if_null_SaleType    0    1
MasVnrType                
BrkCmn            1.0  0.0
BrkFace           1.0  0.0
Stone             1.0  0.0
----------------------------------------
if_null_SaleType    0    1
ExterQual                 
Ex                1.0  0.0
Fa                1.0  0.0
Gd                1.0  0.0
TA                1.0  0.0
----------------------------------------
if_null_SaleType    0    1
ExterCond                 
Ex                1.0  0.0
Fa                1.0  0.0
Gd                1.0  0.0
Po                1.0  0.0
TA                1.0  0.0
----------------------------------------
if_null_SaleType    0    1
Foundation                
BrkTil            1.0  0.0
CBlock            1.0  0.0
PConc             1.0  0.0
Slab              1.0  0.0
Stone             1.0  0.0
Wood              1.0  0.0
----------------------------------------
if_null_SaleType    0    1
BsmtQual                  
Ex                1.0  0.0
Fa                1.0  0.0
Gd                1.0  0.0
TA                1.0  0.0
----------------------------------------
if_null_SaleType    0    1
BsmtCond                  
Fa                1.0  0.0
Gd                1.0  0.0
Po                1.0  0.0
TA                1.0  0.0
----------------------------------------
if_null_SaleType     0     1
BsmtExposure                
Av                1.00  0.00
Gd                1.00  0.00
Mn                0.99  0.01
No                1.00  0.00
----------------------------------------
if_null_SaleType     0     1
BsmtFinType1                
ALQ               1.00  0.00
BLQ               1.00  0.00
GLQ               1.00  0.00
LwQ               1.00  0.00
Rec               0.99  0.01
Unf               1.00  0.00
----------------------------------------
if_null_SaleType     0     1
BsmtFinType2                
ALQ               1.00  0.00
BLQ               0.97  0.03
GLQ               1.00  0.00
LwQ               1.00  0.00
Rec               1.00  0.00
Unf               1.00  0.00
----------------------------------------
if_null_SaleType    0    1
Heating                   
GasA              1.0  0.0
GasW              1.0  0.0
Grav              1.0  0.0
Wall              1.0  0.0
----------------------------------------
if_null_SaleType    0    1
HeatingQC                 
Ex                1.0  0.0
Fa                1.0  0.0
Gd                1.0  0.0
Po                1.0  0.0
TA                1.0  0.0
----------------------------------------
if_null_SaleType    0    1
CentralAir                
N                 1.0  0.0
Y                 1.0  0.0
----------------------------------------
if_null_SaleType    0    1
Electrical                
FuseA             1.0  0.0
FuseF             1.0  0.0
FuseP             1.0  0.0
SBrkr             1.0  0.0
----------------------------------------
if_null_SaleType    0    1
KitchenQual               
Ex                1.0  0.0
Fa                1.0  0.0
Gd                1.0  0.0
TA                1.0  0.0
----------------------------------------
if_null_SaleType    0    1
Functional                
Maj1              1.0  0.0
Maj2              1.0  0.0
Min1              1.0  0.0
Min2              1.0  0.0
Mod               1.0  0.0
Sev               1.0  0.0
Typ               1.0  0.0
----------------------------------------
if_null_SaleType    0    1
FireplaceQu               
Ex                1.0  0.0
Fa                1.0  0.0
Gd                1.0  0.0
Po                1.0  0.0
TA                1.0  0.0
----------------------------------------
if_null_SaleType    0    1
GarageType                
2Types            1.0  0.0
Attchd            1.0  0.0
Basment           1.0  0.0
BuiltIn           1.0  0.0
CarPort           1.0  0.0
Detchd            1.0  0.0
----------------------------------------
if_null_SaleType    0    1
GarageFinish              
Fin               1.0  0.0
RFn               1.0  0.0
Unf               1.0  0.0
----------------------------------------
if_null_SaleType    0    1
GarageQual                
Fa                1.0  0.0
Gd                1.0  0.0
Po                1.0  0.0
TA                1.0  0.0
----------------------------------------
if_null_SaleType    0    1
GarageCond                
Ex                1.0  0.0
Fa                1.0  0.0
Gd                1.0  0.0
Po                1.0  0.0
TA                1.0  0.0
----------------------------------------
if_null_SaleType    0    1
PavedDrive                
N                 1.0  0.0
P                 1.0  0.0
Y                 1.0  0.0
----------------------------------------
if_null_SaleType    0
PoolQC               
Ex                1.0
Gd                1.0
----------------------------------------
if_null_SaleType    0
Fence                
GdPrv             1.0
GdWo              1.0
MnPrv             1.0
MnWw              1.0
----------------------------------------
if_null_SaleType    0
MiscFeature          
Gar2              1.0
Othr              1.0
Shed              1.0
----------------------------------------
if_null_SaleType    0
SaleType             
COD               1.0
CWD               1.0
Con               1.0
ConLD             1.0
ConLI             1.0
ConLw             1.0
New               1.0
Oth               1.0
WD                1.0
----------------------------------------

# REPORT : 
#   Second categories affect the missing of first ones.
# 	MSZoning --> Street
# 	MSZoning --> ExterCond 
# 	MSZoning --> Functional 
# 	MSZoning --> GarageCond 
# 	--
# 	Alley --> MSSubClass
# 	Alley --> MSZoning
# 	Alley --> LotShape 
# 	Alley --> Neighborhood
# 	Alley --> Condition1 
# 	Alley --> BldgType 
# 	Alley --> HouseStyle 
# 	Alley --> RoofStyle
# 	Alley --> Exterior1st  
# 	Alley --> Exterior2nd
# 	Alley --> ExterCond 
# 	Alley --> Foundation
# 	Alley --> BsmtQual
# 	Alley --> BsmtCond 
# 	Alley --> BsmtFinType1
# 	Alley --> Heating 
# 	Alley --> HeatingQC 
# 	Alley --> CentralAir
# 	Alley --> Electrical 
# 	Alley --> Functional 
# 	Alley --> GarageType
# 	Alley --> GarageFinish
# 	Alley --> GarageQual
# 	Alley --> GarageCond 
# 	Alley --> PavedDrive 
# 	Alley --> MiscFeature
# 	Alley --> SaleType
# 	--
# 	Utilities --> Street 
# 	--
# 	Exterior1st --> RoofStyle 
# 	--
# 	Exterior2nd --> RoofStyle
# 	--
# 	MasVnrType --> MSSubClass
# 	MasVnrType --> MSZoning 
# 	MasVnrType --> Street
# 	MasVnrType --> Alley
# 	MasVnrType --> LotShape 
# 	MasVnrType --> LandContour 
# 	MasVnrType --> LotConfig 
# 	MasVnrType --> LandSlope
# 	MasVnrType --> Neighborhood
# 	MasVnrType --> Condition1 
# 	MasVnrType --> Condition2
# 	MasVnrType --> BldgType
# 	MasVnrType --> HouseStyle
# 	MasVnrType --> RoofStyle 
# 	MasVnrType --> RoofMatl
# 	MasVnrType --> Exterior1st 
# 	MasVnrType --> Exterior2nd
# 	MasVnrType --> ExterQual 
# 	MasVnrType --> ExterCond 
# 	MasVnrType --> Foundation
# 	MasVnrType --> BsmtQual
# 	MasVnrType --> BsmtCond
# 	MasVnrType --> BsmtExposure 
# 	MasVnrType --> BsmtFinType1 
# 	MasVnrType --> BsmtFinType2 
# 	MasVnrType --> Heating
# 	MasVnrType --> HeatingQC 
# 	MasVnrType --> CentralAir
# 	MasVnrType --> Electrical
# 	MasVnrType --> KitchenQual
# 	MasVnrType --> Functional
# 	MasVnrType --> FireplaceQu 
# 	MasVnrType --> GarageType
# 	MasVnrType --> GarageFinish
# 	MasVnrType --> GarageQual
# 	MasVnrType --> GarageCond
# 	MasVnrType --> PavedDrive 
# 	MasVnrType --> PoolQC
# 	MasVnrType --> Fence 
# 	MasVnrType --> MiscFeature
# 	MasVnrType --> SaleType
# 	--
# 	BsmtQual --> MSSubClass 
# 	BsmtQual --> MSZoning
# 	BsmtQual --> Street
# 	BsmtQual --> LotConfig
# 	BsmtQual --> Neighborhood
# 	BsmtQual --> Condition1
# 	BsmtQual --> BldgType 
# 	BsmtQual --> RoofStyle
# 	BsmtQual --> RoofMatl
# 	BsmtQual --> Exterior1st
# 	BsmtQual --> MasVnrType
# 	BsmtQual --> ExterQual
# 	BsmtQual --> ExterCond
# 	BsmtQual --> Foundation
# 	BsmtQual --> Heating
# 	BsmtQual --> HeatingQC
# 	BsmtQual --> CentralAir
# 	BsmtQual --> Electrical 
# 	BsmtQual --> KitchenQual
# 	BsmtQual --> Functional 
# 	BsmtQual --> GarageType
# 	BsmtQual --> GarageQual
# 	BsmtQual --> GarageCond
# 	BsmtQual --> PavedDrive
# 	BsmtQual --> SaleType
# 	--
# 	BsmtCond --> MSSubClass 
# 	BsmtCond --> MSZoning
# 	BsmtCond --> Street
# 	BsmtCond --> LotConfig
# 	BsmtCond --> Neighborhood
# 	BsmtCond --> Condition1
# 	BsmtCond --> BldgType 
# 	BsmtCond --> RoofStyle
# 	BsmtCond --> RoofMatl
# 	BsmtCond --> Exterior1st
# 	BsmtCond --> MasVnrType
# 	BsmtCond --> ExterQual
# 	BsmtCond --> ExterCond
# 	BsmtCond --> Foundation
# 	BsmtCond --> Heating
# 	BsmtCond --> HeatingQC
# 	BsmtCond --> CentralAir
# 	BsmtCond --> Electrical 
# 	BsmtCond --> KitchenQual
# 	BsmtCond --> Functional 
# 	BsmtCond --> GarageType
# 	BsmtCond --> GarageQual
# 	BsmtCond --> GarageCond
# 	BsmtCond --> PavedDrive
# 	BsmtCond --> SaleType
# 	--
# 	BsmtExposure --> MSSubClass 
# 	BsmtExposure --> MSZoning
# 	BsmtExposure --> Street
# 	BsmtExposure --> LotConfig
# 	BsmtExposure --> Neighborhood
# 	BsmtExposure --> Condition1
# 	BsmtExposure --> BldgType 
# 	BsmtExposure --> RoofStyle
# 	BsmtExposure --> RoofMatl
# 	BsmtExposure --> Exterior1st
# 	BsmtExposure --> MasVnrType
# 	BsmtExposure --> ExterQual
# 	BsmtExposure --> ExterCond
# 	BsmtExposure --> Foundation
# 	BsmtExposure --> Heating
# 	BsmtExposure --> HeatingQC
# 	BsmtExposure --> CentralAir
# 	BsmtExposure --> Electrical 
# 	BsmtExposure --> KitchenQual
# 	BsmtExposure --> Functional 
# 	BsmtExposure --> GarageType
# 	BsmtExposure --> GarageQual
# 	BsmtExposure --> GarageCond
# 	BsmtExposure --> PavedDrive
# 	BsmtExposure --> SaleType
# 	--
# 	BsmtFinType1 --> MSSubClass 
# 	BsmtFinType1 --> MSZoning
# 	BsmtFinType1 --> Street
# 	BsmtFinType1 --> LotConfig
# 	BsmtFinType1 --> Neighborhood
# 	BsmtFinType1 --> Condition1
# 	BsmtFinType1 --> BldgType 
# 	BsmtFinType1 --> RoofStyle
# 	BsmtFinType1 --> RoofMatl
# 	BsmtFinType1 --> Exterior1st
# 	BsmtFinType1 --> MasVnrType
# 	BsmtFinType1 --> ExterQual
# 	BsmtFinType1 --> ExterCond
# 	BsmtFinType1 --> Foundation
# 	BsmtFinType1 --> Heating
# 	BsmtFinType1 --> HeatingQC
# 	BsmtFinType1 --> CentralAir
# 	BsmtFinType1 --> Electrical 
# 	BsmtFinType1 --> KitchenQual
# 	BsmtFinType1 --> Functional 
# 	BsmtFinType1 --> GarageType
# 	BsmtFinType1 --> GarageQual
# 	BsmtFinType1 --> GarageCond
# 	BsmtFinType1 --> PavedDrive
# 	BsmtFinType1 --> SaleType
# 	--
# 	BsmtFinType2 --> MSSubClass 
# 	BsmtFinType2 --> MSZoning
# 	BsmtFinType2 --> Street
# 	BsmtFinType2 --> LotConfig
# 	BsmtFinType2 --> Neighborhood
# 	BsmtFinType2 --> Condition1
# 	BsmtFinType2 --> BldgType 
# 	BsmtFinType2 --> RoofStyle
# 	BsmtFinType2 --> RoofMatl
# 	BsmtFinType2 --> Exterior1st
# 	BsmtFinType2 --> MasVnrType
# 	BsmtFinType2 --> ExterQual
# 	BsmtFinType2 --> ExterCond
# 	BsmtFinType2 --> Foundation
# 	BsmtFinType2 --> Heating
# 	BsmtFinType2 --> HeatingQC
# 	BsmtFinType2 --> CentralAir
# 	BsmtFinType2 --> Electrical 
# 	BsmtFinType2 --> KitchenQual
# 	BsmtFinType2 --> Functional 
# 	BsmtFinType2 --> GarageType
# 	BsmtFinType2 --> GarageQual
# 	BsmtFinType2 --> GarageCond
# 	BsmtFinType2 --> PavedDrive
# 	BsmtFinType2 --> SaleType
# 	--
# 	Functional --> Heating
# 	Functional --> HeatingQC
# 	Functional --> GarageCond
# 	--
# 	FireplaceQu --> MSSubClass
# 	FireplaceQu --> MSZoning 
# 	FireplaceQu --> Street
# 	FireplaceQu --> Alley
# 	FireplaceQu --> LotShape
# 	FireplaceQu --> LandContour
# 	FireplaceQu --> LotConfig
# 	FireplaceQu --> LandSlope
# 	FireplaceQu --> Neighborhood
# 	FireplaceQu --> Condition1
# 	FireplaceQu --> Condition2
# 	FireplaceQu --> BldgType 
# 	FireplaceQu --> HouseStyle
# 	FireplaceQu --> RoofStyle
# 	FireplaceQu --> RoofMatl
# 	FireplaceQu --> Exterior1st
# 	FireplaceQu --> Exterior2nd
# 	FireplaceQu --> MasVnrType
# 	FireplaceQu --> ExterQual
# 	FireplaceQu --> ExterCond
# 	FireplaceQu --> Foundation 
# 	FireplaceQu --> BsmtQual 
# 	FireplaceQu --> BsmtCond 
# 	FireplaceQu --> BsmtExposure
# 	FireplaceQu --> BsmtFinType1
# 	FireplaceQu --> Heating
# 	FireplaceQu --> HeatingQC
# 	FireplaceQu --> CentralAir
# 	FireplaceQu --> Electrical
# 	FireplaceQu --> KitchenQual
# 	FireplaceQu --> Functional 
# 	FireplaceQu --> GarageType
# 	FireplaceQu --> GarageFinish
# 	FireplaceQu --> GarageQual
# 	FireplaceQu --> GarageCond
# 	FireplaceQu --> PavedDrive 
# 	FireplaceQu --> Fence
# 	FireplaceQu --> MiscFeature
# 	FireplaceQu --> SaleType
# 	--
# 	GarageType --> MSSubClass 
# 	GarageType --> MSZoning 
# 	GarageType --> Street
# 	GarageType --> Alley 
# 	GarageType --> LotShape
# 	GarageType --> Neighborhood 
# 	GarageType --> Condition1 
# 	GarageType --> Condition2 
# 	GarageType --> BldgType
# 	GarageType --> HouseStyle
# 	GarageType --> RoofStyle 
# 	GarageType --> RoofMatl
# 	GarageType --> Exterior1st
# 	GarageType --> Exterior2nd
# 	GarageType --> MasVnrType
# 	GarageType --> ExterQual
# 	GarageType --> ExterCond
# 	GarageType --> Foundation 
# 	GarageType --> BsmtQual 
# 	GarageType --> BsmtCond 
# 	GarageType --> BsmtExposure
# 	GarageType --> BsmtFinType1
# 	GarageType --> Heating
# 	GarageType --> HeatingQC
# 	GarageType --> CentralAir
# 	GarageType --> Electrical
# 	GarageType --> KitchenQual
# 	GarageType --> Functional 
# 	GarageType --> GarageFinish
# 	GarageType --> GarageQual
# 	GarageType --> GarageCond
# 	GarageType --> PavedDrive 
# 	GarageType --> Fence
# 	GarageType --> MiscFeature
# 	GarageType --> SaleType
# 	--
# 	GarageFinish --> MSSubClass 
# 	GarageFinish --> MSZoning 
# 	GarageFinish --> Street
# 	GarageFinish --> Alley 
# 	GarageFinish --> LotShape
# 	GarageFinish --> Neighborhood 
# 	GarageFinish --> Condition1 
# 	GarageFinish --> Condition2 
# 	GarageFinish --> BldgType
# 	GarageFinish --> HouseStyle
# 	GarageFinish --> RoofStyle 
# 	GarageFinish --> RoofMatl
# 	GarageFinish --> Exterior1st
# 	GarageFinish --> Exterior2nd
# 	GarageFinish --> MasVnrType
# 	GarageFinish --> ExterQual
# 	GarageFinish --> ExterCond
# 	GarageFinish --> Foundation 
# 	GarageFinish --> BsmtQual 
# 	GarageFinish --> BsmtCond 
# 	GarageFinish --> BsmtExposure
# 	GarageFinish --> BsmtFinType1
# 	GarageFinish --> Heating
# 	GarageFinish --> HeatingQC
# 	GarageFinish --> CentralAir
# 	GarageFinish --> Electrical
# 	GarageFinish --> KitchenQual
# 	GarageFinish --> Functional 
# 	GarageFinish --> GarageType
# 	GarageFinish --> GarageQual
# 	GarageFinish --> GarageCond
# 	GarageFinish --> PavedDrive 
# 	GarageFinish --> Fence
# 	GarageFinish --> MiscFeature
# 	GarageFinish --> SaleType
# 	--
# 	GarageQual --> MSSubClass 
# 	GarageQual --> MSZoning 
# 	GarageQual --> Street
# 	GarageQual --> Alley 
# 	GarageQual --> LotShape
# 	GarageQual --> Neighborhood 
# 	GarageQual --> Condition1 
# 	GarageQual --> Condition2 
# 	GarageQual --> BldgType
# 	GarageQual --> HouseStyle
# 	GarageQual --> RoofStyle 
# 	GarageQual --> RoofMatl
# 	GarageQual --> Exterior1st
# 	GarageQual --> Exterior2nd
# 	GarageQual --> MasVnrType
# 	GarageQual --> ExterQual
# 	GarageQual --> ExterCond
# 	GarageQual --> Foundation 
# 	GarageQual --> BsmtQual 
# 	GarageQual --> BsmtCond 
# 	GarageQual --> BsmtExposure
# 	GarageQual --> BsmtFinType1
# 	GarageQual --> Heating
# 	GarageQual --> HeatingQC
# 	GarageQual --> CentralAir
# 	GarageQual --> Electrical
# 	GarageQual --> KitchenQual
# 	GarageQual --> Functional 
# 	GarageQual --> GarageType
# 	GarageQual --> GarageFinish
# 	GarageQual --> GarageCond
# 	GarageQual --> PavedDrive 
# 	GarageQual --> Fence
# 	GarageQual --> MiscFeature
# 	GarageQual --> SaleType
# 	--
# 	GarageCond --> MSSubClass 
# 	GarageCond --> MSZoning 
# 	GarageCond --> Street
# 	GarageCond --> Alley 
# 	GarageCond --> LotShape
# 	GarageCond --> Neighborhood 
# 	GarageCond --> Condition1 
# 	GarageCond --> Condition2 
# 	GarageCond --> BldgType
# 	GarageCond --> HouseStyle
# 	GarageCond --> RoofStyle 
# 	GarageCond --> RoofMatl
# 	GarageCond --> Exterior1st
# 	GarageCond --> Exterior2nd
# 	GarageCond --> MasVnrType
# 	GarageCond --> ExterQual
# 	GarageCond --> ExterCond
# 	GarageCond --> Foundation 
# 	GarageCond --> BsmtQual 
# 	GarageCond --> BsmtCond 
# 	GarageCond --> BsmtExposure
# 	GarageCond --> BsmtFinType1
# 	GarageCond --> Heating
# 	GarageCond --> HeatingQC
# 	GarageCond --> CentralAir
# 	GarageCond --> Electrical
# 	GarageCond --> KitchenQual
# 	GarageCond --> Functional 
# 	GarageCond --> GarageType
# 	GarageCond --> GarageFinish
# 	GarageCond --> GarageQual
# 	GarageCond --> PavedDrive 
# 	GarageCond --> Fence
# 	GarageCond --> MiscFeature
# 	GarageCond --> SaleType
# 	--
# 	PoolQC --> GarageCond 
# 	--
# 	Fence --> MSSubClass
# 	Fence --> MSZoning 
# 	Fence --> Alley 
# 	Fence --> LandContour
# 	Fence --> LotConfig
# 	Fence --> LandSlope
# 	Fence --> Neighborhood
# 	Fence --> Condition1
# 	Fence --> Condition2
# 	Fence --> BldgType
# 	Fence --> HouseStyle
# 	Fence --> RoofStyle
# 	Fence --> RoofMatl
# 	Fence --> Exterior1st
# 	Fence --> Exterior2nd
# 	Fence --> MasVnrType
# 	Fence --> ExterQual
# 	Fence --> ExterCond
# 	Fence --> Foundation
# 	Fence --> BsmtQual
# 	Fence --> BsmtCond
# 	Fence --> BsmtExposure
# 	Fence --> BsmtFinType1
# 	Fence --> BsmtFinType2
# 	Fence --> Heating 
# 	Fence --> HeatingQC
# 	Fence --> Electrical
# 	Fence --> KitchenQual
# 	Fence --> Functional
# 	Fence --> FireplaceQu 
# 	Fence --> GarageType
# 	Fence --> GarageQual
# 	Fence --> GarageCond
# 	Fence --> PavedDrive
# 	Fence --> PoolQC
# 	Fence --> MiscFeature
# 	Fence --> SaleType
# 	--
# 	MiscFeature --> MSSubClass
# 	MiscFeature --> MSZoning 
# 	MiscFeature --> Alley 
# 	MiscFeature --> LandContour
# 	MiscFeature --> LotConfig
# 	MiscFeature --> LandSlope
# 	MiscFeature --> Neighborhood
# 	MiscFeature --> Condition1
# 	MiscFeature --> Condition2
# 	MiscFeature --> BldgType
# 	MiscFeature --> HouseStyle
# 	MiscFeature --> RoofStyle
# 	MiscFeature --> RoofMatl
# 	MiscFeature --> Exterior1st
# 	MiscFeature --> Exterior2nd
# 	MiscFeature --> MasVnrType
# 	MiscFeature --> ExterQual
# 	MiscFeature --> ExterCond
# 	MiscFeature --> Foundation
# 	MiscFeature --> BsmtQual
# 	MiscFeature --> BsmtCond
# 	MiscFeature --> BsmtExposure
# 	MiscFeature --> BsmtFinType1
# 	MiscFeature --> BsmtFinType2
# 	MiscFeature --> Heating 
# 	MiscFeature --> HeatingQC
# 	MiscFeature --> Electrical
# 	MiscFeature --> KitchenQual
# 	MiscFeature --> Functional
# 	MiscFeature --> FireplaceQu 
# 	MiscFeature --> GarageType
# 	MiscFeature --> GarageQual
# 	MiscFeature --> GarageCond
# 	MiscFeature --> PavedDrive
# 	MiscFeature --> PoolQC
# 	MiscFeature --> SaleType

# Imputting LotFrontage (mean substitution) (train dataframe) (IMPUTATION)
train_df_impute = train_df.copy()
train_df_impute.loc[:, 'LotFrontage'] = train_df_impute.loc[:, 'LotFrontage'].fillna(
    train_df_impute.loc[:, 'LotFrontage'].mean()
)

# Imputting LotFrontage (mean substitution) (test dataframe) (IMPUTATION)
test_df_impute = test_df.copy()
test_df_impute.loc[:, 'LotFrontage'] = test_df_impute.loc[:, 'LotFrontage'].fillna(
    test_df_impute.loc[:, 'LotFrontage'].mean()
)

# Imputting MSZoning (highest frequency substitution) (test dataframe) (IMPUTATION)
test_df_impute.loc[:, 'MSZoning'] = test_df_impute.loc[:, 'MSZoning'].fillna(
    test_df_impute.loc[:, 'MSZoning'].value_counts().index[0]
)

# Checking imputed values (train dataframe)
np.sum(train_df_impute.isnull(), axis = 0)

Id                  0
MSSubClass          0
MSZoning            0
LotFrontage         0
LotArea             0
Street              0
Alley            1369
LotShape            0
LandContour         0
Utilities           0
LotConfig           0
LandSlope           0
Neighborhood        0
Condition1          0
Condition2          0
BldgType            0
HouseStyle          0
OverallQual         0
OverallCond         0
YearBuilt           0
YearRemodAdd        0
RoofStyle           0
RoofMatl            0
Exterior1st         0
Exterior2nd         0
MasVnrType        872
MasVnrArea          8
ExterQual           0
ExterCond           0
Foundation          0
BsmtQual           37
BsmtCond           37
BsmtExposure       38
BsmtFinType1       37
BsmtFinSF1          0
BsmtFinType2       38
BsmtFinSF2          0
BsmtUnfSF           0
TotalBsmtSF         0
Heating             0
HeatingQC           0
CentralAir          0
Electrical          1
1stFlrSF            0
2ndFlrSF            0
LowQualFinSF        0
GrLivArea           0
BsmtFullBath        0
BsmtHalfBath        0
FullBath            0
HalfBath            0
BedroomAbvGr        0
KitchenAbvGr        0
KitchenQual         0
TotRmsAbvGrd        0
Functional          0
Fireplaces          0
FireplaceQu       690
GarageType         81
GarageYrBlt        81
GarageFinish       81
GarageCars          0
GarageArea          0
GarageQual         81
GarageCond         81
PavedDrive          0
WoodDeckSF          0
OpenPorchSF         0
EnclosedPorch       0
3SsnPorch           0
ScreenPorch         0
PoolArea            0
PoolQC           1453
Fence            1179
MiscFeature      1406
MiscVal             0
MoSold              0
YrSold              0
SaleType            0
SaleCondition       0
SalePrice           0
dtype: int64

# Checking imputed values (test dataframe)
np.sum(test_df_impute.isnull(), axis = 0)

Id                  0
MSSubClass          0
MSZoning            0
LotFrontage         0
LotArea             0
Street              0
Alley            1352
LotShape            0
LandContour         0
Utilities           2
LotConfig           0
LandSlope           0
Neighborhood        0
Condition1          0
Condition2          0
BldgType            0
HouseStyle          0
OverallQual         0
OverallCond         0
YearBuilt           0
YearRemodAdd        0
RoofStyle           0
RoofMatl            0
Exterior1st         1
Exterior2nd         1
MasVnrType        894
MasVnrArea         15
ExterQual           0
ExterCond           0
Foundation          0
BsmtQual           44
BsmtCond           45
BsmtExposure       44
BsmtFinType1       42
BsmtFinSF1          1
BsmtFinType2       42
BsmtFinSF2          1
BsmtUnfSF           1
TotalBsmtSF         1
Heating             0
HeatingQC           0
CentralAir          0
Electrical          0
1stFlrSF            0
2ndFlrSF            0
LowQualFinSF        0
GrLivArea           0
BsmtFullBath        2
BsmtHalfBath        2
FullBath            0
HalfBath            0
BedroomAbvGr        0
KitchenAbvGr        0
KitchenQual         1
TotRmsAbvGrd        0
Functional          2
Fireplaces          0
FireplaceQu       730
GarageType         76
GarageYrBlt        78
GarageFinish       78
GarageCars          1
GarageArea          1
GarageQual         78
GarageCond         78
PavedDrive          0
WoodDeckSF          0
OpenPorchSF         0
EnclosedPorch       0
3SsnPorch           0
ScreenPorch         0
PoolArea            0
PoolQC           1456
Fence            1169
MiscFeature      1408
MiscVal             0
MoSold              0
YrSold              0
SaleType            1
SaleCondition       0
dtype: int64

# Cause train and test dataset are got from the same dataset in a random manner,
# we just check train features.
# numeric features
numeric_features = ['LotFrontage', 'LotArea',
                    'YearBuilt', 'YearRemodAdd',
                    'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2',
                    'BsmtUnfSF', 'TotalBsmtSF', '1stFlrSF',
                    '2ndFlrSF', 'LowQualFinSF', 'GrLivArea',
                    'BsmtFullBath', 'BsmtHalfBath', 'FullBath',
                    'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr',
                    'TotRmsAbvGrd', 'Fireplaces', 'GarageYrBlt',
                    'GarageCars', 'GarageArea', 'WoodDeckSF',
                    'OpenPorchSF', 'EnclosedPorch', '3SsnPorch',
                    'ScreenPorch', 'PoolArea', 'MiscVal',
                    'MoSold', 'YrSold', 'SalePrice']
np.round(train_df_impute.loc[:, numeric_features].describe(), 2)

# Some columns have a minimum equal to zero. They are probably null values.
# Let's check how many zeros they have to test this hypothesis.
columns_min_zero = ['MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2',
                    'BsmtUnfSF', 'TotalBsmtSF', '2ndFlrSF',
                    '2ndFlrSF', 'LowQualFinSF', 'BsmtFullBath',
                    'BsmtHalfBath', 'FullBath', 'HalfBath',
                    'BedroomAbvGr', 'KitchenAbvGr', 'Fireplaces',
                    'GarageCars', 'GarageArea', 'WoodDeckSF',
                    'OpenPorchSF', 'EnclosedPorch', '3SsnPorch',
                    'ScreenPorch', 'PoolArea', 'MiscVal']
for column in columns_min_zero:
    res = (train_df_impute[column].shape[0] - np.count_nonzero(train_df_impute[column]))
    print(column)
    print(np.round((res / train_df_impute[column].shape[0]), 2))
    print('--' * 20)

MasVnrArea
0.59
----------------------------------------
BsmtFinSF1
0.32
----------------------------------------
BsmtFinSF2
0.89
----------------------------------------
BsmtUnfSF
0.08
----------------------------------------
TotalBsmtSF
0.03
----------------------------------------
2ndFlrSF
0.57
----------------------------------------
2ndFlrSF
0.57
----------------------------------------
LowQualFinSF
0.98
----------------------------------------
BsmtFullBath
0.59
----------------------------------------
BsmtHalfBath
0.94
----------------------------------------
FullBath
0.01
----------------------------------------
HalfBath
0.63
----------------------------------------
BedroomAbvGr
0.0
----------------------------------------
KitchenAbvGr
0.0
----------------------------------------
Fireplaces
0.47
----------------------------------------
GarageCars
0.06
----------------------------------------
GarageArea
0.06
----------------------------------------
WoodDeckSF
0.52
----------------------------------------
OpenPorchSF
0.45
----------------------------------------
EnclosedPorch
0.86
----------------------------------------
3SsnPorch
0.98
----------------------------------------
ScreenPorch
0.92
----------------------------------------
PoolArea
1.0
----------------------------------------
MiscVal
0.96
----------------------------------------

# It seems that those values that are equal to zero, do not exist.
# So null values have not been interred.
# We should do imputation process again.
# missed numeric features (mean substitution)(train dataframe)(IMPUTATION)
missed_numeric_columns = ['LotFrontage', 'MasVnrArea', 'GarageYrBlt']
train_df_mean_sub = train_df.copy()
train_df_mean_sub[missed_numeric_columns] = train_df_mean_sub[missed_numeric_columns].fillna(
    train_df_mean_sub[missed_numeric_columns].mean()
)

# missed categorical features (highest frequency substitution)(train dataframe)(IMPUTATION)
# In categorical features, we don't have zero values.
# So, those that are NaN do not exist.

# Let's check the train dataframe to see that our work is done.
np.sum(train_df_mean_sub.isnull(), axis = 0)

Id                  0
MSSubClass          0
MSZoning            0
LotFrontage         0
LotArea             0
Street              0
Alley            1369
LotShape            0
LandContour         0
Utilities           0
LotConfig           0
LandSlope           0
Neighborhood        0
Condition1          0
Condition2          0
BldgType            0
HouseStyle          0
OverallQual         0
OverallCond         0
YearBuilt           0
YearRemodAdd        0
RoofStyle           0
RoofMatl            0
Exterior1st         0
Exterior2nd         0
MasVnrType        872
MasVnrArea          0
ExterQual           0
ExterCond           0
Foundation          0
BsmtQual           37
BsmtCond           37
BsmtExposure       38
BsmtFinType1       37
BsmtFinSF1          0
BsmtFinType2       38
BsmtFinSF2          0
BsmtUnfSF           0
TotalBsmtSF         0
Heating             0
HeatingQC           0
CentralAir          0
Electrical          1
1stFlrSF            0
2ndFlrSF            0
LowQualFinSF        0
GrLivArea           0
BsmtFullBath        0
BsmtHalfBath        0
FullBath            0
HalfBath            0
BedroomAbvGr        0
KitchenAbvGr        0
KitchenQual         0
TotRmsAbvGrd        0
Functional          0
Fireplaces          0
FireplaceQu       690
GarageType         81
GarageYrBlt         0
GarageFinish       81
GarageCars          0
GarageArea          0
GarageQual         81
GarageCond         81
PavedDrive          0
WoodDeckSF          0
OpenPorchSF         0
EnclosedPorch       0
3SsnPorch           0
ScreenPorch         0
PoolArea            0
PoolQC           1453
Fence            1179
MiscFeature      1406
MiscVal             0
MoSold              0
YrSold              0
SaleType            0
SaleCondition       0
SalePrice           0
dtype: int64

# missed numeric features (mean substitution)(test dataframe)(IMPUTATION)
missed_numeric_columns = ['LotFrontage', 'MasVnrArea', 'BsmtFinSF1',
                          'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF',
                          'BsmtFullBath', 'BsmtHalfBath', 'GarageYrBlt',
                          'GarageCars', 'GarageArea']
test_df_mean_sub = test_df.copy()
test_df_mean_sub[missed_numeric_columns] = test_df_mean_sub[missed_numeric_columns].fillna(
    test_df_mean_sub[missed_numeric_columns].mean()
)

# missed categorical features (highest frequency substitution)(test dataframe)(IMPUTATION)
# In categorical features, we don't have zero values.
# So, those that are NaN do not exist.

# Let's check the test dataframe to see that our work is done.
np.sum(test_df_mean_sub.isnull(), axis = 0)

Id                  0
MSSubClass          0
MSZoning            4
LotFrontage         0
LotArea             0
Street              0
Alley            1352
LotShape            0
LandContour         0
Utilities           2
LotConfig           0
LandSlope           0
Neighborhood        0
Condition1          0
Condition2          0
BldgType            0
HouseStyle          0
OverallQual         0
OverallCond         0
YearBuilt           0
YearRemodAdd        0
RoofStyle           0
RoofMatl            0
Exterior1st         1
Exterior2nd         1
MasVnrType        894
MasVnrArea          0
ExterQual           0
ExterCond           0
Foundation          0
BsmtQual           44
BsmtCond           45
BsmtExposure       44
BsmtFinType1       42
BsmtFinSF1          0
BsmtFinType2       42
BsmtFinSF2          0
BsmtUnfSF           0
TotalBsmtSF         0
Heating             0
HeatingQC           0
CentralAir          0
Electrical          0
1stFlrSF            0
2ndFlrSF            0
LowQualFinSF        0
GrLivArea           0
BsmtFullBath        0
BsmtHalfBath        0
FullBath            0
HalfBath            0
BedroomAbvGr        0
KitchenAbvGr        0
KitchenQual         1
TotRmsAbvGrd        0
Functional          2
Fireplaces          0
FireplaceQu       730
GarageType         76
GarageYrBlt         0
GarageFinish       78
GarageCars          0
GarageArea          0
GarageQual         78
GarageCond         78
PavedDrive          0
WoodDeckSF          0
OpenPorchSF         0
EnclosedPorch       0
3SsnPorch           0
ScreenPorch         0
PoolArea            0
PoolQC           1456
Fence            1169
MiscFeature      1408
MiscVal             0
MoSold              0
YrSold              0
SaleType            1
SaleCondition       0
dtype: int64

# Let's start univariate analysis from the first place.
# Cause train and test dataset are got from the same dataset in a random manner,
# we just check train features.
# numeric features
numeric_features = ['LotFrontage', 'LotArea',
                    'YearBuilt', 'YearRemodAdd',
                    'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2',
                    'BsmtUnfSF', 'TotalBsmtSF', '1stFlrSF',
                    '2ndFlrSF', 'LowQualFinSF', 'GrLivArea',
                    'BsmtFullBath', 'BsmtHalfBath', 'FullBath',
                    'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr',
                    'TotRmsAbvGrd', 'Fireplaces', 'GarageYrBlt',
                    'GarageCars', 'GarageArea', 'WoodDeckSF',
                    'OpenPorchSF', 'EnclosedPorch', '3SsnPorch',
                    'ScreenPorch', 'PoolArea', 'MiscVal',
                    'MoSold', 'YrSold', 'SalePrice']
np.round(train_df_mean_sub.loc[:, numeric_features].describe(), 2)

# plotting histogram for numeric features
plt.figure(figsize = (35, 25))
plt.subplots_adjust(hspace = 0.3, wspace = 0.3)
for i in range(len(numeric_features)):
    plt.subplot(5, 7, i+1)
    plt.hist(
        train_df_mean_sub[numeric_features[i]],
        color = 'red', alpha = 0.5
    )
    plt.axvline(
        train_df_mean_sub[numeric_features[i]].mean(),
        color = 'black', linewidth = 2, linestyle = '--',
        label = 'Avge.'
    )
    plt.title(f'Hist. of {numeric_features[i]}')
    plt.xlabel(f'{numeric_features[i]}')
    plt.ylabel('Freq.')
    plt.legend()
plt.show()

# REPORT -->
#             LotFrontage  --  right skewness (True in Society)
#             LotArea      --  right skewness (True in Society)
#             YearBuilt    --  left skewness  (True in Society)
#             YearRemodAdd --  (True in Society)
#             MasVnrArea   --  right skewness (True in Society)
#             BsmtFinSF1   --  right skewness (True in Society)
#             BsmtFinSF2   --  right skewness (True in Society)
#             BsmtUnfSF    --  right skewness (True in Society)
#             TotalBsmtSF  --  right skewness (True in Society)
#             1stFlrSF     --  right skewness (True in Society)
#             2ndFlrSF     --  right skewness (True in Society)
#             LowQualFinSF --  right skewness (True in Society)
#             GrLivArea    --  right skewness (True in Society)
#             BsmtFullBath --  right skewness (True in Society)
#             BsmtHalfBath --  right skewness (True in Society)
#             FullBath     --  (True in Society)
#             HalfBath     --  right skewness (True in Society)
#             BedroomAbvGr --  right skewness (True in Society)
#             KitchenAbvGr --  right skewness (True in Society)
#             TotRmsAbvGrd --  right skewness (True in Society)
#             Fireplaces   --  right skewness (True in Society)
#             GarageYrBlt  --  left skewness  (True in Society)
#             GarageCars   --  (True in Society)
#             GarageArea   --  right skewness (True in Society)
#             WoodDeckSF   --  right skewness (True in Society)
#             OpenPorchSF  --  right skewness (True in Society)
#             EnclosedPorch--  right skewness (True in Society)
#             3SsnPorch    --  right skewness (True in Society)
#             ScreenPorch  --  right skewness (True in Society)
#             PoolArea     --  right skewness (True in Society)
#             MiscVal      --  right skewness (True in Society)
#             MoSold       --  (True in Society)
#             YrSold       --  (True in Society)
#             SalePrice    --  right skewness (True in Society)

# categorical features
categorical_features = train_df_mean_sub.columns.drop(['Id'] + numeric_features)
for feature in categorical_features:
    print(train_df_mean_sub[feature].value_counts())
    print('--' * 20)

MSSubClass
20     536
60     299
50     144
120     87
30      69
160     63
70      60
80      58
90      52
190     30
85      20
75      16
45      12
180     10
40       4
Name: count, dtype: int64
----------------------------------------
MSZoning
RL         1151
RM          218
FV           65
RH           16
C (all)      10
Name: count, dtype: int64
----------------------------------------
Street
Pave    1454
Grvl       6
Name: count, dtype: int64
----------------------------------------
Alley
Grvl    50
Pave    41
Name: count, dtype: int64
----------------------------------------
LotShape
Reg    925
IR1    484
IR2     41
IR3     10
Name: count, dtype: int64
----------------------------------------
LandContour
Lvl    1311
Bnk      63
HLS      50
Low      36
Name: count, dtype: int64
----------------------------------------
Utilities
AllPub    1459
NoSeWa       1
Name: count, dtype: int64
----------------------------------------
LotConfig
Inside     1052
Corner      263
CulDSac      94
FR2          47
FR3           4
Name: count, dtype: int64
----------------------------------------
LandSlope
Gtl    1382
Mod      65
Sev      13
Name: count, dtype: int64
----------------------------------------
Neighborhood
NAmes      225
CollgCr    150
OldTown    113
Edwards    100
Somerst     86
Gilbert     79
NridgHt     77
Sawyer      74
NWAmes      73
SawyerW     59
BrkSide     58
Crawfor     51
Mitchel     49
NoRidge     41
Timber      38
IDOTRR      37
ClearCr     28
SWISU       25
StoneBr     25
Blmngtn     17
MeadowV     17
BrDale      16
Veenker     11
NPkVill      9
Blueste      2
Name: count, dtype: int64
----------------------------------------
Condition1
Norm      1260
Feedr       81
Artery      48
RRAn        26
PosN        19
RRAe        11
PosA         8
RRNn         5
RRNe         2
Name: count, dtype: int64
----------------------------------------
Condition2
Norm      1445
Feedr        6
Artery       2
RRNn         2
PosN         2
PosA         1
RRAn         1
RRAe         1
Name: count, dtype: int64
----------------------------------------
BldgType
1Fam      1220
TwnhsE     114
Duplex      52
Twnhs       43
2fmCon      31
Name: count, dtype: int64
----------------------------------------
HouseStyle
1Story    726
2Story    445
1.5Fin    154
SLvl       65
SFoyer     37
1.5Unf     14
2.5Unf     11
2.5Fin      8
Name: count, dtype: int64
----------------------------------------
OverallQual
5     397
6     374
7     319
8     168
4     116
9      43
3      20
10     18
2       3
1       2
Name: count, dtype: int64
----------------------------------------
OverallCond
5    821
6    252
7    205
8     72
4     57
3     25
9     22
2      5
1      1
Name: count, dtype: int64
----------------------------------------
RoofStyle
Gable      1141
Hip         286
Flat         13
Gambrel      11
Mansard       7
Shed          2
Name: count, dtype: int64
----------------------------------------
RoofMatl
CompShg    1434
Tar&Grv      11
WdShngl       6
WdShake       5
Metal         1
Membran       1
Roll          1
ClyTile       1
Name: count, dtype: int64
----------------------------------------
Exterior1st
VinylSd    515
HdBoard    222
MetalSd    220
Wd Sdng    206
Plywood    108
CemntBd     61
BrkFace     50
WdShing     26
Stucco      25
AsbShng     20
BrkComm      2
Stone        2
AsphShn      1
ImStucc      1
CBlock       1
Name: count, dtype: int64
----------------------------------------
Exterior2nd
VinylSd    504
MetalSd    214
HdBoard    207
Wd Sdng    197
Plywood    142
CmentBd     60
Wd Shng     38
Stucco      26
BrkFace     25
AsbShng     20
ImStucc     10
Brk Cmn      7
Stone        5
AsphShn      3
Other        1
CBlock       1
Name: count, dtype: int64
----------------------------------------
MasVnrType
BrkFace    445
Stone      128
BrkCmn      15
Name: count, dtype: int64
----------------------------------------
ExterQual
TA    906
Gd    488
Ex     52
Fa     14
Name: count, dtype: int64
----------------------------------------
ExterCond
TA    1282
Gd     146
Fa      28
Ex       3
Po       1
Name: count, dtype: int64
----------------------------------------
Foundation
PConc     647
CBlock    634
BrkTil    146
Slab       24
Stone       6
Wood        3
Name: count, dtype: int64
----------------------------------------
BsmtQual
TA    649
Gd    618
Ex    121
Fa     35
Name: count, dtype: int64
----------------------------------------
BsmtCond
TA    1311
Gd      65
Fa      45
Po       2
Name: count, dtype: int64
----------------------------------------
BsmtExposure
No    953
Av    221
Gd    134
Mn    114
Name: count, dtype: int64
----------------------------------------
BsmtFinType1
Unf    430
GLQ    418
ALQ    220
BLQ    148
Rec    133
LwQ     74
Name: count, dtype: int64
----------------------------------------
BsmtFinType2
Unf    1256
Rec      54
LwQ      46
BLQ      33
ALQ      19
GLQ      14
Name: count, dtype: int64
----------------------------------------
Heating
GasA     1428
GasW       18
Grav        7
Wall        4
OthW        2
Floor       1
Name: count, dtype: int64
----------------------------------------
HeatingQC
Ex    741
TA    428
Gd    241
Fa     49
Po      1
Name: count, dtype: int64
----------------------------------------
CentralAir
Y    1365
N      95
Name: count, dtype: int64
----------------------------------------
Electrical
SBrkr    1334
FuseA      94
FuseF      27
FuseP       3
Mix         1
Name: count, dtype: int64
----------------------------------------
KitchenQual
TA    735
Gd    586
Ex    100
Fa     39
Name: count, dtype: int64
----------------------------------------
Functional
Typ     1360
Min2      34
Min1      31
Mod       15
Maj1      14
Maj2       5
Sev        1
Name: count, dtype: int64
----------------------------------------
FireplaceQu
Gd    380
TA    313
Fa     33
Ex     24
Po     20
Name: count, dtype: int64
----------------------------------------
GarageType
Attchd     870
Detchd     387
BuiltIn     88
Basment     19
CarPort      9
2Types       6
Name: count, dtype: int64
----------------------------------------
GarageFinish
Unf    605
RFn    422
Fin    352
Name: count, dtype: int64
----------------------------------------
GarageQual
TA    1311
Fa      48
Gd      14
Ex       3
Po       3
Name: count, dtype: int64
----------------------------------------
GarageCond
TA    1326
Fa      35
Gd       9
Po       7
Ex       2
Name: count, dtype: int64
----------------------------------------
PavedDrive
Y    1340
N      90
P      30
Name: count, dtype: int64
----------------------------------------
PoolQC
Gd    3
Ex    2
Fa    2
Name: count, dtype: int64
----------------------------------------
Fence
MnPrv    157
GdPrv     59
GdWo      54
MnWw      11
Name: count, dtype: int64
----------------------------------------
MiscFeature
Shed    49
Gar2     2
Othr     2
TenC     1
Name: count, dtype: int64
----------------------------------------
SaleType
WD       1267
New       122
COD        43
ConLD       9
ConLI       5
ConLw       5
CWD         4
Oth         3
Con         2
Name: count, dtype: int64
----------------------------------------
SaleCondition
Normal     1198
Partial     125
Abnorml     101
Family       20
Alloca       12
AdjLand       4
Name: count, dtype: int64
----------------------------------------

#Some categories have less than 30 values. Let's fix them.
for cat_feat in categorical_features:
    if cat_feat == 'PoolQC':
        continue
    else:
        start_index = -np.sum(train_df_mean_sub[cat_feat].value_counts() < 30)

        if start_index == 0 or start_index == -1:
            continue
        else:
            train_df_mean_sub.loc[train_df_mean_sub[cat_feat].isin(
                train_df_mean_sub[cat_feat].value_counts()[start_index:].index
            ), cat_feat] = 'other'
        
#Check that our work is done or not.
for feature in categorical_features:
    print(train_df_mean_sub[feature].value_counts())
    print('--' * 20)

MSSubClass
20       536
60       299
50       144
120       87
30        69
160       63
other     62
70        60
80        58
90        52
190       30
Name: count, dtype: int64
----------------------------------------
MSZoning
RL       1151
RM        218
FV         65
other      26
Name: count, dtype: int64
----------------------------------------
Street
Pave    1454
Grvl       6
Name: count, dtype: int64
----------------------------------------
Alley
Grvl    50
Pave    41
Name: count, dtype: int64
----------------------------------------
LotShape
Reg    925
IR1    484
IR2     41
IR3     10
Name: count, dtype: int64
----------------------------------------
LandContour
Lvl    1311
Bnk      63
HLS      50
Low      36
Name: count, dtype: int64
----------------------------------------
Utilities
AllPub    1459
NoSeWa       1
Name: count, dtype: int64
----------------------------------------
LotConfig
Inside     1052
Corner      263
CulDSac      94
FR2          47
FR3           4
Name: count, dtype: int64
----------------------------------------
LandSlope
Gtl    1382
Mod      65
Sev      13
Name: count, dtype: int64
----------------------------------------
Neighborhood
NAmes      225
CollgCr    150
other      150
OldTown    113
Edwards    100
Somerst     86
Gilbert     79
NridgHt     77
Sawyer      74
NWAmes      73
SawyerW     59
BrkSide     58
Crawfor     51
Mitchel     49
NoRidge     41
Timber      38
IDOTRR      37
Name: count, dtype: int64
----------------------------------------
Condition1
Norm      1260
Feedr       81
other       71
Artery      48
Name: count, dtype: int64
----------------------------------------
Condition2
Norm     1445
other      15
Name: count, dtype: int64
----------------------------------------
BldgType
1Fam      1220
TwnhsE     114
Duplex      52
Twnhs       43
2fmCon      31
Name: count, dtype: int64
----------------------------------------
HouseStyle
1Story    726
2Story    445
1.5Fin    154
SLvl       65
SFoyer     37
other      33
Name: count, dtype: int64
----------------------------------------
OverallQual
5        397
6        374
7        319
8        168
4        116
9         43
other     43
Name: count, dtype: int64
----------------------------------------
OverallCond
5        821
6        252
7        205
8         72
4         57
other     53
Name: count, dtype: int64
----------------------------------------
RoofStyle
Gable    1141
Hip       286
other      33
Name: count, dtype: int64
----------------------------------------
RoofMatl
CompShg    1434
other        26
Name: count, dtype: int64
----------------------------------------
Exterior1st
VinylSd    515
HdBoard    222
MetalSd    220
Wd Sdng    206
Plywood    108
other       78
CemntBd     61
BrkFace     50
Name: count, dtype: int64
----------------------------------------
Exterior2nd
VinylSd    504
MetalSd    214
HdBoard    207
Wd Sdng    197
Plywood    142
other       98
CmentBd     60
Wd Shng     38
Name: count, dtype: int64
----------------------------------------
MasVnrType
BrkFace    445
Stone      128
BrkCmn      15
Name: count, dtype: int64
----------------------------------------
ExterQual
TA    906
Gd    488
Ex     52
Fa     14
Name: count, dtype: int64
----------------------------------------
ExterCond
TA       1282
Gd        146
other      32
Name: count, dtype: int64
----------------------------------------
Foundation
PConc     647
CBlock    634
BrkTil    146
other      33
Name: count, dtype: int64
----------------------------------------
BsmtQual
TA    649
Gd    618
Ex    121
Fa     35
Name: count, dtype: int64
----------------------------------------
BsmtCond
TA    1311
Gd      65
Fa      45
Po       2
Name: count, dtype: int64
----------------------------------------
BsmtExposure
No    953
Av    221
Gd    134
Mn    114
Name: count, dtype: int64
----------------------------------------
BsmtFinType1
Unf    430
GLQ    418
ALQ    220
BLQ    148
Rec    133
LwQ     74
Name: count, dtype: int64
----------------------------------------
BsmtFinType2
Unf      1256
Rec        54
LwQ        46
other      33
BLQ        33
Name: count, dtype: int64
----------------------------------------
Heating
GasA     1428
other      32
Name: count, dtype: int64
----------------------------------------
HeatingQC
Ex    741
TA    428
Gd    241
Fa     49
Po      1
Name: count, dtype: int64
----------------------------------------
CentralAir
Y    1365
N      95
Name: count, dtype: int64
----------------------------------------
Electrical
SBrkr    1334
FuseA      94
other      31
Name: count, dtype: int64
----------------------------------------
KitchenQual
TA    735
Gd    586
Ex    100
Fa     39
Name: count, dtype: int64
----------------------------------------
Functional
Typ      1360
other      35
Min2       34
Min1       31
Name: count, dtype: int64
----------------------------------------
FireplaceQu
Gd       380
TA       313
other     44
Fa        33
Name: count, dtype: int64
----------------------------------------
GarageType
Attchd     870
Detchd     387
BuiltIn     88
other       34
Name: count, dtype: int64
----------------------------------------
GarageFinish
Unf    605
RFn    422
Fin    352
Name: count, dtype: int64
----------------------------------------
GarageQual
TA       1311
Fa         48
other      20
Name: count, dtype: int64
----------------------------------------
GarageCond
TA       1326
Fa         35
other      18
Name: count, dtype: int64
----------------------------------------
PavedDrive
Y    1340
N      90
P      30
Name: count, dtype: int64
----------------------------------------
PoolQC
Gd    3
Ex    2
Fa    2
Name: count, dtype: int64
----------------------------------------
Fence
MnPrv    157
GdPrv     59
GdWo      54
MnWw      11
Name: count, dtype: int64
----------------------------------------
MiscFeature
Shed     49
other     5
Name: count, dtype: int64
----------------------------------------
SaleType
WD       1267
New       122
COD        43
other      28
Name: count, dtype: int64
----------------------------------------
SaleCondition
Normal     1198
Partial     125
Abnorml     101
other        36
Name: count, dtype: int64
----------------------------------------

C:\Users\User\AppData\Local\Temp\ipykernel_14652\668395760.py:11: FutureWarning: Setting an item of incompatible dtype is deprecated and will raise an error in a future version of pandas. Value 'other' has dtype incompatible with int64, please explicitly cast to a compatible dtype first.
  train_df_mean_sub.loc[train_df_mean_sub[cat_feat].isin(
C:\Users\User\AppData\Local\Temp\ipykernel_14652\668395760.py:11: FutureWarning: Setting an item of incompatible dtype is deprecated and will raise an error in a future version of pandas. Value 'other' has dtype incompatible with int64, please explicitly cast to a compatible dtype first.
  train_df_mean_sub.loc[train_df_mean_sub[cat_feat].isin(
C:\Users\User\AppData\Local\Temp\ipykernel_14652\668395760.py:11: FutureWarning: Setting an item of incompatible dtype is deprecated and will raise an error in a future version of pandas. Value 'other' has dtype incompatible with int64, please explicitly cast to a compatible dtype first.
  train_df_mean_sub.loc[train_df_mean_sub[cat_feat].isin(

# Because we may have outliers only in numeric features, we just check THEM. (train dataframe)
plt.figure(figsize = (16, 14))
plt.subplots_adjust(hspace = 0.7, wspace = 0.7)
for i in range(len(numeric_features)):
    plt.subplot(6, 6, i+1)
    plt.boxplot(train_df_mean_sub[numeric_features[i]])
    plt.title(f'Boxplot of {numeric_features[i]}')
    plt.ylabel(f'{numeric_features[i]}')
    plt.xticks([])
plt.show()

# REPORT -->
    # We can't see any abnormalities in the boxplots of numeric features.
    # Epecially, for SalePrice that is our dependent variable.

# Because we may have outliers only in numeric features, we just check THEM. (test dataframe)
numeric_features_copy = numeric_features.copy()
numeric_features_copy.pop()

plt.figure(figsize = (16, 14))
plt.subplots_adjust(hspace = 0.7, wspace = 0.7)
for i in range(len(numeric_features_copy)):
    plt.subplot(6, 6, i+1)
    plt.boxplot(test_df_mean_sub[numeric_features_copy[i]])
    plt.title(f'Boxplot of {numeric_features_copy[i]}')
    plt.ylabel(f'{numeric_features_copy[i]}')
    plt.xticks([])
plt.show()

# REPORT -->
    # Like the train dataframe, test dataframe has also no abnormalities.

# plotting scatter plot (numeric vs. numeric)
plt.figure(figsize = (16, 14))
plt.subplots_adjust(hspace = 0.8, wspace = 0.8)
for i in range(len(numeric_features)-1):
    plt.subplot(6, 6, i+1)
    plt.scatter(train_df_mean_sub[numeric_features[i]],
                train_df_mean_sub['SalePrice'],
                color = 'black', alpha = 0.5)
    plt.title(f'{numeric_features[i]} vs. SalePrice',
              fontsize = 10)
    plt.xlabel(f'{numeric_features[i]}')
    plt.ylabel('SalePrice')
plt.show()

# calculating pearson coefficient (numeric vs. numeric)
np.round(train_df_mean_sub[numeric_features].corr(method = 'pearson'), 2)

# REPORT(based on pearson coeff) -->
#     Tere are some noticable relations between numeric features & SalePrice:

#     SalePrice -->
# 	  YearBuilt 0.52
# 	  YearRemodAdd 0.51
# 	  MasVnrArea 0.48
# 	  BsmtFinSF1 0.39
# 	  TotalBsmtSF 0.61
# 	  1stFlrSF 0.61
# 	  GrLivArea 0.71
# 	  FullBath 0.56
# 	  TotRmsAbvGrd 0.53
# 	  Fireplaces 0.47 
# 	  GarageYrBlt 0.47
# 	  GarageCars 0.64
# 	  GarageArea 0.62

#     And also we can see multicolinearity between some numeric features.

# calculating spearman coefficient (numeric vs. numeric)
np.round(train_df_mean_sub[numeric_features].corr(method = 'spearman'), 2)

# REPORT(based on spearman coeff) -->
#     There are some noticable relations between numeric features & SalePrice:

#     SalePrice -->
# 	  LotFrontage 0.39
# 	  LotArea 0.46
# 	  YearBuilt 0.65
# 	  YearRemodAdd 0.57
# 	  MasVnrArea 0.42
# 	  TotalBsmtSF 0.60
# 	  1stFlrSF 0.58
# 	  GrLivArea 0.73
# 	  FullBath 0.64
# 	  TotRmsAbvGrd 0.53
# 	  Fireplaces 0.52
# 	  GarageYrBlt 0.57
# 	  GarageCars 0.69
# 	  GarageArea 0.65
# 	  OpenPorchSF 0.48

#     And alse, we can see multicolinearity between some numeric features.

# check the relation between different types of features (numeric vs. categorical)
for cat_feat in categorical_features:
    for num_feat in numeric_features:
        print(np.round(train_df_mean_sub.groupby(cat_feat)[num_feat].mean(), 2))
        print('--' * 20)

MSSubClass
20       76.10
30       61.19
50       64.67
60       78.52
70       66.02
80       76.59
90       71.45
120      51.28
160      33.29
190      67.00
other    61.09
Name: LotFrontage, dtype: float64
----------------------------------------
MSSubClass
20       11755.51
30        7888.49
50       10479.15
60       12058.08
70       10120.17
80       10895.48
90        9720.06
120       5383.95
160       2699.33
190      16111.23
other     8525.13
Name: LotArea, dtype: float64
----------------------------------------
MSSubClass
20       1977.96
30       1926.64
50       1935.83
60       1994.49
70       1918.83
80       1974.28
90       1967.17
120      1999.01
160      1987.27
190      1928.23
other    1950.35
Name: YearBuilt, dtype: float64
----------------------------------------
MSSubClass
20       1985.88
30       1968.87
50       1969.85
60       1996.33
70       1977.87
80       1982.16
90       1970.27
120      1999.34
160      1988.59
190      1971.63
other    1977.34
Name: YearRemodAdd, dtype: float64
----------------------------------------
MSSubClass
20       104.35
30        12.13
50        34.41
60       180.37
70         3.73
80       128.60
90       111.00
120      113.33
160      169.02
190       15.67
other     20.85
Name: MasVnrArea, dtype: float64
----------------------------------------
MSSubClass
20       562.99
30       187.83
50       226.67
60       440.53
70       182.00
80       486.07
90       406.35
120      607.02
160      268.70
190      454.00
other    403.79
Name: BsmtFinSF1, dtype: float64
----------------------------------------
MSSubClass
20       71.96
30       17.33
50       33.35
60       27.88
70        6.00
80       85.81
90       30.44
120      39.05
160      34.63
190      10.93
other    35.98
Name: BsmtFinSF2, dtype: float64
----------------------------------------
MSSubClass
20       623.24
30       579.81
50       590.49
60       563.57
70       605.45
80       351.83
90       521.67
120      646.24
160      388.32
190      377.80
other    398.26
Name: BsmtUnfSF, dtype: float64
----------------------------------------
MSSubClass
20       1258.18
30        784.97
50        850.50
60       1031.97
70        793.45
80        923.71
90        958.46
120      1292.31
160       691.65
190       842.73
other     838.03
Name: TotalBsmtSF, dtype: float64
----------------------------------------
MSSubClass
20       1346.30
30        903.68
50        992.38
60       1079.17
70        972.62
80       1202.79
90       1325.62
120      1320.55
160       707.43
190      1045.03
other     968.27
Name: 1stFlrSF, dtype: float64
----------------------------------------
MSSubClass
20         1.67
30         0.00
50       537.82
60       937.79
70       820.02
80       190.57
90       241.69
120        0.00
160      655.51
190      512.30
other    296.44
Name: 2ndFlrSF, dtype: float64
----------------------------------------
MSSubClass
20        0.00
30        5.22
50       24.45
60        0.18
70        9.82
80        0.00
90        0.00
120       0.00
160       3.81
190      24.97
other    48.73
Name: LowQualFinSF, dtype: float64
----------------------------------------
MSSubClass
20       1347.97
30        908.90
50       1554.65
60       2017.14
70       1802.45
80       1393.36
90       1567.31
120      1320.55
160      1366.75
190      1582.30
other    1313.44
Name: GrLivArea, dtype: float64
----------------------------------------
MSSubClass
20       0.51
30       0.22
50       0.19
60       0.39
70       0.20
80       0.53
90       0.50
120      0.63
160      0.21
190      0.57
other    0.53
Name: BsmtFullBath, dtype: float64
----------------------------------------
MSSubClass
20       0.06
30       0.00
50       0.06
60       0.05
70       0.03
80       0.19
90       0.08
120      0.07
160      0.03
190      0.03
other    0.05
Name: BsmtHalfBath, dtype: float64
----------------------------------------
MSSubClass
20       1.46
30       1.01
50       1.35
60       2.00
70       1.38
80       1.48
90       1.81
120      1.67
160      1.67
190      1.57
other    1.29
Name: FullBath, dtype: float64
----------------------------------------
MSSubClass
20       0.15
30       0.01
50       0.33
60       0.98
70       0.43
80       0.29
90       0.27
120      0.16
160      0.86
190      0.07
other    0.11
Name: HalfBath, dtype: float64
----------------------------------------
MSSubClass
20       2.73
30       2.07
50       3.06
60       3.36
70       3.40
80       2.95
90       3.56
120      1.74
160      2.62
190      3.40
other    2.50
Name: BedroomAbvGr, dtype: float64
----------------------------------------
MSSubClass
20       1.00
30       1.00
50       1.01
60       1.00
70       1.03
80       1.00
90       1.83
120      1.00
160      1.00
190      1.60
other    1.03
Name: KitchenAbvGr, dtype: float64
----------------------------------------
MSSubClass
20       6.04
30       4.86
50       6.66
60       7.90
70       7.60
80       6.29
90       7.69
120      5.28
160      5.65
190      7.33
other    5.87
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
MSSubClass
20       0.59
30       0.26
50       0.54
60       0.89
70       0.68
80       0.79
90       0.13
120      0.76
160      0.29
190      0.43
other    0.45
Name: Fireplaces, dtype: float64
----------------------------------------
MSSubClass
20       1980.20
30       1955.96
50       1957.63
60       1994.71
70       1945.26
80       1975.48
90       1973.41
120      1999.09
160      1988.11
190      1961.62
other    1968.17
Name: GarageYrBlt, dtype: float64
----------------------------------------
MSSubClass
20       1.82
30       1.00
50       1.28
60       2.23
70       1.50
80       1.74
90       1.67
120      2.03
160      1.63
190      1.20
other    1.44
Name: GarageCars, dtype: float64
----------------------------------------
MSSubClass
20       504.80
30       281.65
50       347.77
60       584.70
70       375.92
80       482.03
90       426.63
120      497.76
160      398.63
190      340.83
other    391.87
Name: GarageArea, dtype: float64
----------------------------------------
MSSubClass
20        98.01
30        33.93
50        65.86
60       131.64
70        55.23
80       127.26
90        39.96
120      124.87
160       71.41
190       78.57
other     54.56
Name: WoodDeckSF, dtype: float64
----------------------------------------
MSSubClass
20       42.81
30       27.10
50       26.58
60       80.49
70       36.40
80       30.83
90       13.21
120      52.67
160      36.54
190      32.13
other    46.87
Name: OpenPorchSF, dtype: float64
----------------------------------------
MSSubClass
20       12.35
30       61.12
50       50.32
60        8.76
70       76.83
80       17.40
90        2.79
120       7.62
160       0.00
190      47.67
other    56.42
Name: EnclosedPorch, dtype: float64
----------------------------------------
MSSubClass
20       5.25
30       0.00
50       4.19
60       3.39
70       0.00
80       3.90
90       0.00
120      3.69
160      0.00
190      0.00
other    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
MSSubClass
20       15.63
30        4.14
50       21.67
60       16.93
70       15.65
80       16.97
90        0.00
120      24.36
160       0.00
190      12.33
other    11.74
Name: ScreenPorch, dtype: float64
----------------------------------------
MSSubClass
20        1.21
30        0.00
50        0.00
60        5.20
70        0.00
80       22.66
90        0.00
120       0.00
160       0.00
190       0.00
other     8.26
Name: PoolArea, dtype: float64
----------------------------------------
MSSubClass
20        53.51
30        35.94
50        59.38
60        18.33
70        41.67
80        20.69
90       180.77
120        0.00
160        0.00
190      140.00
other     16.13
Name: MiscVal, dtype: float64
----------------------------------------
MSSubClass
20       6.24
30       5.90
50       6.24
60       6.48
70       6.95
80       6.81
90       6.85
120      6.52
160      5.63
190      5.43
other    6.26
Name: MoSold, dtype: float64
----------------------------------------
MSSubClass
20       2007.88
30       2007.77
50       2007.84
60       2007.73
70       2007.82
80       2007.81
90       2007.81
120      2007.82
160      2007.81
190      2007.67
other    2007.81
Name: YrSold, dtype: float64
----------------------------------------
MSSubClass
20       185224.81
30        95829.72
50       143302.97
60       239948.50
70       166772.42
80       169736.55
90       133541.08
120      200779.08
160      138647.38
190      129613.33
other    144932.26
Name: SalePrice, dtype: float64
----------------------------------------
MSZoning
FV       60.79
RL       73.76
RM       53.91
other    64.35
Name: LotFrontage, dtype: float64
----------------------------------------
MSZoning
FV        6638.86
RL       11571.81
RM        6379.78
other     8195.92
Name: LotArea, dtype: float64
----------------------------------------
MSZoning
FV       2004.51
RL       1975.46
RM       1943.26
other    1937.38
Name: YearBuilt, dtype: float64
----------------------------------------
MSZoning
FV       2004.83
RL       1985.66
RM       1976.89
other    1966.65
Name: YearRemodAdd, dtype: float64
----------------------------------------
MSZoning
FV       139.09
RL       112.22
RM        56.17
other     35.58
Name: MasVnrArea, dtype: float64
----------------------------------------
MSZoning
FV       327.89
RL       492.51
RM       239.84
other    278.15
Name: BsmtFinSF1, dtype: float64
----------------------------------------
MSZoning
FV        0.00
RL       53.48
RM       28.77
other     5.35
Name: BsmtFinSF2, dtype: float64
----------------------------------------
MSZoning
FV       663.12
RL       569.92
RM       529.87
other    522.19
Name: BsmtUnfSF, dtype: float64
----------------------------------------
MSZoning
FV        991.02
RL       1115.91
RM        798.48
other     805.69
Name: TotalBsmtSF, dtype: float64
----------------------------------------
MSZoning
FV        991.68
RL       1223.64
RM        916.31
other     954.04
Name: 1stFlrSF, dtype: float64
----------------------------------------
MSZoning
FV       579.17
RL       324.55
RM       390.64
other    393.96
Name: 2ndFlrSF, dtype: float64
----------------------------------------
MSZoning
FV        3.69
RL        3.45
RM       15.12
other    39.54
Name: LowQualFinSF, dtype: float64
----------------------------------------
MSZoning
FV       1574.54
RL       1551.65
RM       1322.07
other    1387.54
Name: GrLivArea, dtype: float64
----------------------------------------
MSZoning
FV       0.32
RL       0.46
RM       0.27
other    0.23
Name: BsmtFullBath, dtype: float64
----------------------------------------
MSZoning
FV       0.00
RL       0.07
RM       0.03
other    0.04
Name: BsmtHalfBath, dtype: float64
----------------------------------------
MSZoning
FV       2.00
RL       1.60
RM       1.28
other    1.31
Name: FullBath, dtype: float64
----------------------------------------
MSZoning
FV       0.72
RL       0.40
RM       0.24
other    0.08
Name: HalfBath, dtype: float64
----------------------------------------
MSZoning
FV       2.62
RL       2.93
RM       2.62
other    2.96
Name: BedroomAbvGr, dtype: float64
----------------------------------------
MSZoning
FV       1.00
RL       1.04
RM       1.09
other    1.23
Name: KitchenAbvGr, dtype: float64
----------------------------------------
MSZoning
FV       6.18
RL       6.64
RM       5.97
other    6.54
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
MSZoning
FV       0.38
RL       0.69
RM       0.34
other    0.12
Name: Fireplaces, dtype: float64
----------------------------------------
MSZoning
FV       2004.57
RL       1980.10
RM       1964.00
other    1964.54
Name: GarageYrBlt, dtype: float64
----------------------------------------
MSZoning
FV       2.12
RL       1.83
RM       1.37
other    1.19
Name: GarageCars, dtype: float64
----------------------------------------
MSZoning
FV       586.71
RL       491.76
RM       352.80
other    364.92
Name: GarageArea, dtype: float64
----------------------------------------
MSZoning
FV        57.28
RL       105.13
RM        53.60
other     45.38
Name: WoodDeckSF, dtype: float64
----------------------------------------
MSZoning
FV       103.48
RL        45.14
RM        38.28
other     42.15
Name: OpenPorchSF, dtype: float64
----------------------------------------
MSZoning
FV        0.00
RL       16.89
RM       49.75
other    67.85
Name: EnclosedPorch, dtype: float64
----------------------------------------
MSZoning
FV       0.00
RL       4.19
RM       0.70
other    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
MSZoning
FV        3.05
RL       16.84
RM       10.58
other     3.81
Name: ScreenPorch, dtype: float64
----------------------------------------
MSZoning
FV       0.0
RL       3.5
RM       0.0
other    0.0
Name: PoolArea, dtype: float64
----------------------------------------
MSZoning
FV        0.00
RL       47.75
RM       36.33
other    23.62
Name: MiscVal, dtype: float64
----------------------------------------
MSZoning
FV       6.28
RL       6.32
RM       6.21
other    7.58
Name: MoSold, dtype: float64
----------------------------------------
MSZoning
FV       2007.85
RL       2007.82
RM       2007.76
other    2007.81
Name: YrSold, dtype: float64
----------------------------------------
MSZoning
FV       214014.06
RL       191004.99
RM       126316.83
other    109623.62
Name: SalePrice, dtype: float64
----------------------------------------
Street
Grvl    82.84
Pave    70.00
Name: LotFrontage, dtype: float64
----------------------------------------
Street
Grvl    41136.33
Pave    10390.48
Name: LotArea, dtype: float64
----------------------------------------
Street
Grvl    1961.33
Pave    1971.31
Name: YearBuilt, dtype: float64
----------------------------------------
Street
Grvl    1963.83
Pave    1984.95
Name: YearRemodAdd, dtype: float64
----------------------------------------
Street
Grvl     55.00
Pave    103.89
Name: MasVnrArea, dtype: float64
----------------------------------------
Street
Grvl    554.67
Pave    443.18
Name: BsmtFinSF1, dtype: float64
----------------------------------------
Street
Grvl    143.17
Pave     46.15
Name: BsmtFinSF2, dtype: float64
----------------------------------------
Street
Grvl    325.00
Pave    568.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
Street
Grvl    1022.83
Pave    1057.57
Name: TotalBsmtSF, dtype: float64
----------------------------------------
Street
Grvl    1126.83
Pave    1162.77
Name: 1stFlrSF, dtype: float64
----------------------------------------
Street
Grvl     27.83
Pave    348.31
Name: 2ndFlrSF, dtype: float64
----------------------------------------
Street
Grvl    0.00
Pave    5.87
Name: LowQualFinSF, dtype: float64
----------------------------------------
Street
Grvl    1154.67
Pave    1516.95
Name: GrLivArea, dtype: float64
----------------------------------------
Street
Grvl    0.83
Pave    0.42
Name: BsmtFullBath, dtype: float64
----------------------------------------
Street
Grvl    0.00
Pave    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
Street
Grvl    1.17
Pave    1.57
Name: FullBath, dtype: float64
----------------------------------------
Street
Grvl    0.17
Pave    0.38
Name: HalfBath, dtype: float64
----------------------------------------
Street
Grvl    2.50
Pave    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
Street
Grvl    1.00
Pave    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
Street
Grvl    5.33
Pave    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
Street
Grvl    0.67
Pave    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
Street
Grvl    1969.25
Pave    1978.54
Name: GarageYrBlt, dtype: float64
----------------------------------------
Street
Grvl    2.00
Pave    1.77
Name: GarageCars, dtype: float64
----------------------------------------
Street
Grvl    632.00
Pave    472.32
Name: GarageArea, dtype: float64
----------------------------------------
Street
Grvl    129.33
Pave     94.10
Name: WoodDeckSF, dtype: float64
----------------------------------------
Street
Grvl    52.50
Pave    46.64
Name: OpenPorchSF, dtype: float64
----------------------------------------
Street
Grvl     0.00
Pave    22.04
Name: EnclosedPorch, dtype: float64
----------------------------------------
Street
Grvl    0.00
Pave    3.42
Name: 3SsnPorch, dtype: float64
----------------------------------------
Street
Grvl    43.83
Pave    14.94
Name: ScreenPorch, dtype: float64
----------------------------------------
Street
Grvl    0.00
Pave    2.77
Name: PoolArea, dtype: float64
----------------------------------------
Street
Grvl    219.00
Pave     42.76
Name: MiscVal, dtype: float64
----------------------------------------
Street
Grvl    6.17
Pave    6.32
Name: MoSold, dtype: float64
----------------------------------------
Street
Grvl    2008.33
Pave    2007.81
Name: YrSold, dtype: float64
----------------------------------------
Street
Grvl    130190.50
Pave    181130.54
Name: SalePrice, dtype: float64
----------------------------------------
Alley
Grvl    62.24
Pave    47.81
Name: LotFrontage, dtype: float64
----------------------------------------
Alley
Grvl    8932.50
Pave    5953.12
Name: LotArea, dtype: float64
----------------------------------------
Alley
Grvl    1919.74
Pave    1968.32
Name: YearBuilt, dtype: float64
----------------------------------------
Alley
Grvl    1972.52
Pave    1993.78
Name: YearRemodAdd, dtype: float64
----------------------------------------
Alley
Grvl     17.50
Pave    132.46
Name: MasVnrArea, dtype: float64
----------------------------------------
Alley
Grvl    144.16
Pave    233.59
Name: BsmtFinSF1, dtype: float64
----------------------------------------
Alley
Grvl    27.14
Pave     0.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
Alley
Grvl    587.14
Pave    679.27
Name: BsmtUnfSF, dtype: float64
----------------------------------------
Alley
Grvl    758.44
Pave    912.85
Name: TotalBsmtSF, dtype: float64
----------------------------------------
Alley
Grvl    936.50
Pave    969.07
Name: 1stFlrSF, dtype: float64
----------------------------------------
Alley
Grvl    501.06
Pave    552.27
Name: 2ndFlrSF, dtype: float64
----------------------------------------
Alley
Grvl     7.20
Pave    23.41
Name: LowQualFinSF, dtype: float64
----------------------------------------
Alley
Grvl    1444.76
Pave    1544.76
Name: GrLivArea, dtype: float64
----------------------------------------
Alley
Grvl    0.18
Pave    0.24
Name: BsmtFullBath, dtype: float64
----------------------------------------
Alley
Grvl    0.06
Pave    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
Alley
Grvl    1.30
Pave    1.71
Name: FullBath, dtype: float64
----------------------------------------
Alley
Grvl    0.20
Pave    0.49
Name: HalfBath, dtype: float64
----------------------------------------
Alley
Grvl    3.08
Pave    2.71
Name: BedroomAbvGr, dtype: float64
----------------------------------------
Alley
Grvl    1.10
Pave    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
Alley
Grvl    6.68
Pave    5.95
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
Alley
Grvl    0.34
Pave    0.29
Name: Fireplaces, dtype: float64
----------------------------------------
Alley
Grvl    1950.13
Pave    1980.39
Name: GarageYrBlt, dtype: float64
----------------------------------------
Alley
Grvl    1.40
Pave    1.76
Name: GarageCars, dtype: float64
----------------------------------------
Alley
Grvl    365.42
Pave    449.98
Name: GarageArea, dtype: float64
----------------------------------------
Alley
Grvl    50.52
Pave    23.90
Name: WoodDeckSF, dtype: float64
----------------------------------------
Alley
Grvl    52.62
Pave    75.85
Name: OpenPorchSF, dtype: float64
----------------------------------------
Alley
Grvl    75.06
Pave    51.34
Name: EnclosedPorch, dtype: float64
----------------------------------------
Alley
Grvl    0.0
Pave    0.0
Name: 3SsnPorch, dtype: float64
----------------------------------------
Alley
Grvl     9.6
Pave    10.2
Name: ScreenPorch, dtype: float64
----------------------------------------
Alley
Grvl    0.0
Pave    0.0
Name: PoolArea, dtype: float64
----------------------------------------
Alley
Grvl    58.0
Pave     0.0
Name: MiscVal, dtype: float64
----------------------------------------
Alley
Grvl    6.26
Pave    5.98
Name: MoSold, dtype: float64
----------------------------------------
Alley
Grvl    2007.66
Pave    2007.80
Name: YrSold, dtype: float64
----------------------------------------
Alley
Grvl    122219.08
Pave    168000.59
Name: SalePrice, dtype: float64
----------------------------------------
LotShape
IR1     74.01
IR2     74.14
IR3    117.91
Reg     67.28
Name: LotFrontage, dtype: float64
----------------------------------------
LotShape
IR1    11894.55
IR2    23733.66
IR3    41338.20
Reg     8876.92
Name: LotArea, dtype: float64
----------------------------------------
LotShape
IR1    1980.03
IR2    1985.27
IR3    1987.80
Reg    1965.88
Name: YearBuilt, dtype: float64
----------------------------------------
LotShape
IR1    1988.66
IR2    1996.02
IR3    1995.80
Reg    1982.27
Name: YearRemodAdd, dtype: float64
----------------------------------------
LotShape
IR1    129.57
IR2    126.24
IR3     79.60
Reg     89.40
Name: MasVnrArea, dtype: float64
----------------------------------------
LotShape
IR1     524.20
IR2     468.15
IR3    1114.10
Reg     393.15
Name: BsmtFinSF1, dtype: float64
----------------------------------------
LotShape
IR1     52.34
IR2    100.37
IR3     82.00
Reg     40.75
Name: BsmtFinSF2, dtype: float64
----------------------------------------
LotShape
IR1    580.90
IR2    572.37
IR3    510.30
Reg    560.48
Name: BsmtUnfSF, dtype: float64
----------------------------------------
LotShape
IR1    1157.44
IR2    1140.88
IR3    1706.40
Reg     994.38
Name: TotalBsmtSF, dtype: float64
----------------------------------------
LotShape
IR1    1248.97
IR2    1254.80
IR3    1589.60
Reg    1108.75
Name: 1stFlrSF, dtype: float64
----------------------------------------
LotShape
IR1    372.17
IR2    538.85
IR3    521.30
Reg    323.43
Name: 2ndFlrSF, dtype: float64
----------------------------------------
LotShape
IR1     3.93
IR2    15.24
IR3     0.00
Reg     6.49
Name: LowQualFinSF, dtype: float64
----------------------------------------
LotShape
IR1    1625.07
IR2    1808.90
IR3    2110.90
Reg    1438.67
Name: GrLivArea, dtype: float64
----------------------------------------
LotShape
IR1    0.48
IR2    0.37
IR3    0.60
Reg    0.40
Name: BsmtFullBath, dtype: float64
----------------------------------------
LotShape
IR1    0.06
IR2    0.17
IR3    0.10
Reg    0.05
Name: BsmtHalfBath, dtype: float64
----------------------------------------
LotShape
IR1    1.67
IR2    1.88
IR3    1.90
Reg    1.49
Name: FullBath, dtype: float64
----------------------------------------
LotShape
IR1    0.45
IR2    0.54
IR3    0.50
Reg    0.34
Name: HalfBath, dtype: float64
----------------------------------------
LotShape
IR1    2.92
IR2    3.00
IR3    3.10
Reg    2.83
Name: BedroomAbvGr, dtype: float64
----------------------------------------
LotShape
IR1    1.02
IR2    1.00
IR3    1.00
Reg    1.06
Name: KitchenAbvGr, dtype: float64
----------------------------------------
LotShape
IR1    6.75
IR2    7.07
IR3    7.50
Reg    6.36
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
LotShape
IR1    0.78
IR2    0.78
IR3    1.20
Reg    0.51
Name: Fireplaces, dtype: float64
----------------------------------------
LotShape
IR1    1984.10
IR2    1989.56
IR3    1991.80
Reg    1974.95
Name: GarageYrBlt, dtype: float64
----------------------------------------
LotShape
IR1    1.94
IR2    2.15
IR3    2.10
Reg    1.66
Name: GarageCars, dtype: float64
----------------------------------------
LotShape
IR1    516.09
IR2    554.80
IR3    604.20
Reg    445.38
Name: GarageArea, dtype: float64
----------------------------------------
LotShape
IR1    121.16
IR2    140.80
IR3    106.80
Reg     77.96
Name: WoodDeckSF, dtype: float64
----------------------------------------
LotShape
IR1    52.23
IR2    71.17
IR3    64.60
Reg    42.47
Name: OpenPorchSF, dtype: float64
----------------------------------------
LotShape
IR1    16.45
IR2     2.27
IR3     0.00
Reg    25.94
Name: EnclosedPorch, dtype: float64
----------------------------------------
LotShape
IR1    4.74
IR2    7.07
IR3    0.00
Reg    2.59
Name: 3SsnPorch, dtype: float64
----------------------------------------
LotShape
IR1    18.15
IR2    34.63
IR3    14.70
Reg    12.58
Name: ScreenPorch, dtype: float64
----------------------------------------
LotShape
IR1     3.74
IR2     0.00
IR3    48.00
Reg     1.88
Name: PoolArea, dtype: float64
----------------------------------------
LotShape
IR1    74.44
IR2    23.90
IR3     0.00
Reg    28.63
Name: MiscVal, dtype: float64
----------------------------------------
LotShape
IR1    6.45
IR2    6.37
IR3    6.20
Reg    6.26
Name: MoSold, dtype: float64
----------------------------------------
LotShape
IR1    2007.75
IR2    2007.85
IR3    2007.40
Reg    2007.85
Name: YrSold, dtype: float64
----------------------------------------
LotShape
IR1    206101.67
IR2    239833.37
IR3    216036.50
Reg    164754.82
Name: SalePrice, dtype: float64
----------------------------------------
LandContour
Bnk    74.05
HLS    77.42
Low    76.33
Lvl    69.40
Name: LotFrontage, dtype: float64
----------------------------------------
LandContour
Bnk    11836.89
HLS    15264.64
Low    33075.25
Lvl     9652.86
Name: LotArea, dtype: float64
----------------------------------------
LandContour
Bnk    1940.63
HLS    1979.24
Low    1969.94
Lvl    1972.47
Name: YearBuilt, dtype: float64
----------------------------------------
LandContour
Bnk    1971.89
HLS    1990.04
Low    1983.33
Lvl    1985.33
Name: YearRemodAdd, dtype: float64
----------------------------------------
LandContour
Bnk     53.08
HLS    121.06
Low     65.75
Lvl    106.50
Name: MasVnrArea, dtype: float64
----------------------------------------
LandContour
Bnk    380.21
HLS    516.70
Low    810.44
Lvl    433.83
Name: BsmtFinSF1, dtype: float64
----------------------------------------
LandContour
Bnk    40.17
HLS    26.98
Low    94.61
Lvl    46.28
Name: BsmtFinSF2, dtype: float64
----------------------------------------
LandContour
Bnk    529.60
HLS    634.04
Low    317.03
Lvl    573.37
Name: BsmtUnfSF, dtype: float64
----------------------------------------
LandContour
Bnk     949.98
HLS    1177.72
Low    1222.08
Lvl    1053.48
Name: TotalBsmtSF, dtype: float64
----------------------------------------
LandContour
Bnk    1174.13
HLS    1257.90
Low    1304.42
Lvl    1154.55
Name: 1stFlrSF, dtype: float64
----------------------------------------
LandContour
Bnk    434.02
HLS    381.92
Low    221.83
Lvl    344.92
Name: 2ndFlrSF, dtype: float64
----------------------------------------
LandContour
Bnk    36.17
HLS     0.00
Low     0.00
Lvl     4.77
Name: LowQualFinSF, dtype: float64
----------------------------------------
LandContour
Bnk    1644.32
HLS    1639.82
Low    1526.25
Lvl    1504.23
Name: GrLivArea, dtype: float64
----------------------------------------
LandContour
Bnk    0.29
HLS    0.50
Low    0.81
Lvl    0.42
Name: BsmtFullBath, dtype: float64
----------------------------------------
LandContour
Bnk    0.00
HLS    0.10
Low    0.11
Lvl    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
LandContour
Bnk    1.37
HLS    1.72
Low    1.39
Lvl    1.57
Name: FullBath, dtype: float64
----------------------------------------
LandContour
Bnk    0.32
HLS    0.36
Low    0.36
Lvl    0.39
Name: HalfBath, dtype: float64
----------------------------------------
LandContour
Bnk    3.14
HLS    2.84
Low    2.44
Lvl    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
LandContour
Bnk    1.10
HLS    1.04
Low    1.06
Lvl    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
LandContour
Bnk    6.94
HLS    6.80
Low    6.03
Lvl    6.50
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
LandContour
Bnk    0.62
HLS    0.86
Low    0.86
Lvl    0.60
Name: Fireplaces, dtype: float64
----------------------------------------
LandContour
Bnk    1960.61
HLS    1982.78
Low    1978.35
Lvl    1979.21
Name: GarageYrBlt, dtype: float64
----------------------------------------
LandContour
Bnk    1.38
HLS    2.10
Low    1.89
Lvl    1.77
Name: GarageCars, dtype: float64
----------------------------------------
LandContour
Bnk    370.30
HLS    537.42
Low    541.00
Lvl    473.59
Name: GarageArea, dtype: float64
----------------------------------------
LandContour
Bnk     64.02
HLS    128.60
Low    167.86
Lvl     92.37
Name: WoodDeckSF, dtype: float64
----------------------------------------
LandContour
Bnk    40.25
HLS    31.58
Low    44.89
Lvl    47.59
Name: OpenPorchSF, dtype: float64
----------------------------------------
LandContour
Bnk    47.24
HLS    13.82
Low    14.78
Lvl    21.25
Name: EnclosedPorch, dtype: float64
----------------------------------------
LandContour
Bnk    2.29
HLS    9.78
Low    9.61
Lvl    3.05
Name: 3SsnPorch, dtype: float64
----------------------------------------
LandContour
Bnk    13.86
HLS    10.36
Low    28.31
Lvl    14.93
Name: ScreenPorch, dtype: float64
----------------------------------------
LandContour
Bnk    7.62
HLS    0.00
Low    0.00
Lvl    2.71
Name: PoolArea, dtype: float64
----------------------------------------
LandContour
Bnk     0.86
HLS    22.00
Low    29.44
Lvl    46.74
Name: MiscVal, dtype: float64
----------------------------------------
LandContour
Bnk    5.86
HLS    7.34
Low    6.83
Lvl    6.29
Name: MoSold, dtype: float64
----------------------------------------
LandContour
Bnk    2007.76
HLS    2007.68
Low    2007.69
Lvl    2007.83
Name: YrSold, dtype: float64
----------------------------------------
LandContour
Bnk    143104.08
HLS    231533.94
Low    203661.11
Lvl    180183.75
Name: SalePrice, dtype: float64
----------------------------------------
Utilities
AllPub    70.05
NoSeWa    70.05
Name: LotFrontage, dtype: float64
----------------------------------------
Utilities
AllPub    10514.18
NoSeWa    14375.00
Name: LotArea, dtype: float64
----------------------------------------
Utilities
AllPub    1971.28
NoSeWa    1958.00
Name: YearBuilt, dtype: float64
----------------------------------------
Utilities
AllPub    1984.88
NoSeWa    1958.00
Name: YearRemodAdd, dtype: float64
----------------------------------------
Utilities
AllPub    103.39
NoSeWa    541.00
Name: MasVnrArea, dtype: float64
----------------------------------------
Utilities
AllPub    443.87
NoSeWa    111.00
Name: BsmtFinSF1, dtype: float64
----------------------------------------
Utilities
AllPub     46.34
NoSeWa    354.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
Utilities
AllPub    567.39
NoSeWa    354.00
Name: BsmtUnfSF, dtype: float64
----------------------------------------
Utilities
AllPub    1057.59
NoSeWa     819.00
Name: TotalBsmtSF, dtype: float64
----------------------------------------
Utilities
AllPub    1162.5
NoSeWa    1344.0
Name: 1stFlrSF, dtype: float64
----------------------------------------
Utilities
AllPub    347.23
NoSeWa      0.00
Name: 2ndFlrSF, dtype: float64
----------------------------------------
Utilities
AllPub    5.85
NoSeWa    0.00
Name: LowQualFinSF, dtype: float64
----------------------------------------
Utilities
AllPub    1515.58
NoSeWa    1344.00
Name: GrLivArea, dtype: float64
----------------------------------------
Utilities
AllPub    0.43
NoSeWa    0.00
Name: BsmtFullBath, dtype: float64
----------------------------------------
Utilities
AllPub    0.06
NoSeWa    1.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
Utilities
AllPub    1.57
NoSeWa    1.00
Name: FullBath, dtype: float64
----------------------------------------
Utilities
AllPub    0.38
NoSeWa    0.00
Name: HalfBath, dtype: float64
----------------------------------------
Utilities
AllPub    2.87
NoSeWa    3.00
Name: BedroomAbvGr, dtype: float64
----------------------------------------
Utilities
AllPub    1.05
NoSeWa    1.00
Name: KitchenAbvGr, dtype: float64
----------------------------------------
Utilities
AllPub    6.52
NoSeWa    7.00
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
Utilities
AllPub    0.61
NoSeWa    1.00
Name: Fireplaces, dtype: float64
----------------------------------------
Utilities
AllPub    1978.52
NoSeWa    1958.00
Name: GarageYrBlt, dtype: float64
----------------------------------------
Utilities
AllPub    1.77
NoSeWa    2.00
Name: GarageCars, dtype: float64
----------------------------------------
Utilities
AllPub    472.94
NoSeWa    525.00
Name: GarageArea, dtype: float64
----------------------------------------
Utilities
AllPub    94.31
NoSeWa     0.00
Name: WoodDeckSF, dtype: float64
----------------------------------------
Utilities
AllPub     46.61
NoSeWa    118.00
Name: OpenPorchSF, dtype: float64
----------------------------------------
Utilities
AllPub    21.97
NoSeWa     0.00
Name: EnclosedPorch, dtype: float64
----------------------------------------
Utilities
AllPub    3.41
NoSeWa    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
Utilities
AllPub     14.91
NoSeWa    233.00
Name: ScreenPorch, dtype: float64
----------------------------------------
Utilities
AllPub    2.76
NoSeWa    0.00
Name: PoolArea, dtype: float64
----------------------------------------
Utilities
AllPub    43.52
NoSeWa     0.00
Name: MiscVal, dtype: float64
----------------------------------------
Utilities
AllPub    6.33
NoSeWa    1.00
Name: MoSold, dtype: float64
----------------------------------------
Utilities
AllPub    2007.81
NoSeWa    2009.00
Name: YrSold, dtype: float64
----------------------------------------
Utilities
AllPub    180950.96
NoSeWa    137500.00
Name: SalePrice, dtype: float64
----------------------------------------
LotConfig
Corner     80.74
CulDSac    65.20
FR2        65.46
FR3        70.75
Inside     68.01
Name: LotFrontage, dtype: float64
----------------------------------------
LotConfig
Corner     11426.23
CulDSac    17342.05
FR2        10398.28
FR3         8706.25
Inside      9691.80
Name: LotArea, dtype: float64
----------------------------------------
LotConfig
Corner     1965.79
CulDSac    1984.11
FR2        1983.28
FR3        1981.75
Inside     1970.91
Name: YearBuilt, dtype: float64
----------------------------------------
LotConfig
Corner     1982.76
CulDSac    1991.46
FR2        1990.62
FR3        2001.75
Inside     1984.48
Name: YearRemodAdd, dtype: float64
----------------------------------------
LotConfig
Corner     106.01
CulDSac    140.07
FR2        111.38
FR3        107.50
Inside      99.49
Name: MasVnrArea, dtype: float64
----------------------------------------
LotConfig
Corner     421.05
CulDSac    598.83
FR2        495.40
FR3        654.25
Inside     432.31
Name: BsmtFinSF1, dtype: float64
----------------------------------------
LotConfig
Corner     45.88
CulDSac    65.19
FR2        42.15
FR3         0.00
Inside     45.42
Name: BsmtFinSF2, dtype: float64
----------------------------------------
LotConfig
Corner     599.84
CulDSac    518.13
FR2        479.30
FR3        505.75
Inside     567.64
Name: BsmtUnfSF, dtype: float64
----------------------------------------
LotConfig
Corner     1066.77
CulDSac    1182.15
FR2        1016.85
FR3        1160.00
Inside     1045.37
Name: TotalBsmtSF, dtype: float64
----------------------------------------
LotConfig
Corner     1188.24
CulDSac    1292.79
FR2        1091.53
FR3        1200.50
Inside     1147.62
Name: 1stFlrSF, dtype: float64
----------------------------------------
LotConfig
Corner     390.92
CulDSac    374.74
FR2        339.34
FR3        337.50
Inside     333.91
Name: 2ndFlrSF, dtype: float64
----------------------------------------
LotConfig
Corner     8.50
CulDSac    0.00
FR2        0.00
FR3        0.00
Inside     5.99
Name: LowQualFinSF, dtype: float64
----------------------------------------
LotConfig
Corner     1587.67
CulDSac    1667.53
FR2        1430.87
FR3        1538.00
Inside     1487.52
Name: GrLivArea, dtype: float64
----------------------------------------
LotConfig
Corner     0.41
CulDSac    0.53
FR2        0.38
FR3        0.75
Inside     0.42
Name: BsmtFullBath, dtype: float64
----------------------------------------
LotConfig
Corner     0.05
CulDSac    0.11
FR2        0.11
FR3        0.00
Inside     0.05
Name: BsmtHalfBath, dtype: float64
----------------------------------------
LotConfig
Corner     1.54
CulDSac    1.65
FR2        1.72
FR3        2.00
Inside     1.56
Name: FullBath, dtype: float64
----------------------------------------
LotConfig
Corner     0.38
CulDSac    0.47
FR2        0.45
FR3        0.25
Inside     0.37
Name: HalfBath, dtype: float64
----------------------------------------
LotConfig
Corner     2.97
CulDSac    2.86
FR2        2.94
FR3        2.75
Inside     2.84
Name: BedroomAbvGr, dtype: float64
----------------------------------------
LotConfig
Corner     1.06
CulDSac    1.00
FR2        1.04
FR3        1.00
Inside     1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
LotConfig
Corner     6.66
CulDSac    6.71
FR2        6.34
FR3        6.50
Inside     6.47
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
LotConfig
Corner     0.66
CulDSac    0.82
FR2        0.49
FR3        0.50
Inside     0.59
Name: Fireplaces, dtype: float64
----------------------------------------
LotConfig
Corner     1976.19
CulDSac    1984.86
FR2        1986.69
FR3        1981.75
Inside     1978.14
Name: GarageYrBlt, dtype: float64
----------------------------------------
LotConfig
Corner     1.80
CulDSac    2.02
FR2        1.89
FR3        2.25
Inside     1.73
Name: GarageCars, dtype: float64
----------------------------------------
LotConfig
Corner     486.73
CulDSac    535.89
FR2        471.21
FR3        565.50
Inside     463.65
Name: GarageArea, dtype: float64
----------------------------------------
LotConfig
Corner      93.02
CulDSac    134.89
FR2         98.40
FR3         96.50
Inside      90.72
Name: WoodDeckSF, dtype: float64
----------------------------------------
LotConfig
Corner     51.60
CulDSac    54.29
FR2        60.49
FR3        27.25
Inside     44.20
Name: OpenPorchSF, dtype: float64
----------------------------------------
LotConfig
Corner     37.24
CulDSac     7.69
FR2         2.17
FR3        21.00
Inside     20.30
Name: EnclosedPorch, dtype: float64
----------------------------------------
LotConfig
Corner      3.26
CulDSac     9.30
FR2        10.04
FR3         0.00
Inside      2.64
Name: 3SsnPorch, dtype: float64
----------------------------------------
LotConfig
Corner     15.46
CulDSac    20.40
FR2         1.70
FR3         0.00
Inside     15.14
Name: ScreenPorch, dtype: float64
----------------------------------------
LotConfig
Corner     5.88
CulDSac    7.85
FR2        0.00
FR3        0.00
Inside     1.66
Name: PoolArea, dtype: float64
----------------------------------------
LotConfig
Corner      30.34
CulDSac    177.66
FR2         20.21
FR3          0.00
Inside      35.99
Name: MiscVal, dtype: float64
----------------------------------------
LotConfig
Corner     6.26
CulDSac    6.22
FR2        6.04
FR3        6.25
Inside     6.36
Name: MoSold, dtype: float64
----------------------------------------
LotConfig
Corner     2007.81
CulDSac    2007.86
FR2        2007.98
FR3        2007.00
Inside     2007.81
Name: YrSold, dtype: float64
----------------------------------------
LotConfig
Corner     181623.43
CulDSac    223854.62
FR2        177934.57
FR3        208475.00
Inside     176938.05
Name: SalePrice, dtype: float64
----------------------------------------
LandSlope
Gtl    69.66
Mod    77.20
Sev    75.26
Name: LotFrontage, dtype: float64
----------------------------------------
LandSlope
Gtl     9780.31
Mod    14799.42
Sev    67401.92
Name: LotArea, dtype: float64
----------------------------------------
LandSlope
Gtl    1971.79
Mod    1962.72
Sev    1958.15
Name: YearBuilt, dtype: float64
----------------------------------------
LandSlope
Gtl    1985.15
Mod    1980.54
Sev    1976.77
Name: YearRemodAdd, dtype: float64
----------------------------------------
LandSlope
Gtl    104.59
Mod     89.51
Sev     78.08
Name: MasVnrArea, dtype: float64
----------------------------------------
LandSlope
Gtl    431.38
Mod    643.05
Sev    749.92
Name: BsmtFinSF1, dtype: float64
----------------------------------------
LandSlope
Gtl     44.35
Mod     54.46
Sev    240.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
LandSlope
Gtl    579.44
Mod    367.60
Sev    268.69
Name: BsmtUnfSF, dtype: float64
----------------------------------------
LandSlope
Gtl    1055.17
Mod    1065.11
Sev    1259.23
Name: TotalBsmtSF, dtype: float64
----------------------------------------
LandSlope
Gtl    1156.97
Mod    1239.35
Sev    1380.23
Name: 1stFlrSF, dtype: float64
----------------------------------------
LandSlope
Gtl    347.12
Mod    366.43
Sev    235.77
Name: 2ndFlrSF, dtype: float64
----------------------------------------
LandSlope
Gtl     5.59
Mod    12.37
Sev     0.00
Name: LowQualFinSF, dtype: float64
----------------------------------------
LandSlope
Gtl    1509.69
Mod    1618.15
Sev    1616.00
Name: GrLivArea, dtype: float64
----------------------------------------
LandSlope
Gtl    0.41
Mod    0.57
Sev    1.00
Name: BsmtFullBath, dtype: float64
----------------------------------------
LandSlope
Gtl    0.05
Mod    0.09
Sev    0.23
Name: BsmtHalfBath, dtype: float64
----------------------------------------
LandSlope
Gtl    1.57
Mod    1.54
Sev    1.23
Name: FullBath, dtype: float64
----------------------------------------
LandSlope
Gtl    0.38
Mod    0.38
Sev    0.38
Name: HalfBath, dtype: float64
----------------------------------------
LandSlope
Gtl    2.87
Mod    2.85
Sev    2.31
Name: BedroomAbvGr, dtype: float64
----------------------------------------
LandSlope
Gtl    1.05
Mod    1.02
Sev    1.00
Name: KitchenAbvGr, dtype: float64
----------------------------------------
LandSlope
Gtl    6.53
Mod    6.45
Sev    5.85
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
LandSlope
Gtl    0.60
Mod    0.77
Sev    1.46
Name: Fireplaces, dtype: float64
----------------------------------------
LandSlope
Gtl    1978.91
Mod    1972.15
Sev    1967.50
Name: GarageYrBlt, dtype: float64
----------------------------------------
LandSlope
Gtl    1.77
Mod    1.78
Sev    1.69
Name: GarageCars, dtype: float64
----------------------------------------
LandSlope
Gtl    472.66
Mod    480.05
Sev    471.31
Name: GarageArea, dtype: float64
----------------------------------------
LandSlope
Gtl     91.49
Mod    137.58
Sev    170.77
Name: WoodDeckSF, dtype: float64
----------------------------------------
LandSlope
Gtl    47.09
Mod    41.95
Sev    24.92
Name: OpenPorchSF, dtype: float64
----------------------------------------
LandSlope
Gtl    22.02
Mod    22.40
Sev    12.46
Name: EnclosedPorch, dtype: float64
----------------------------------------
LandSlope
Gtl     3.40
Mod     2.35
Sev    10.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
LandSlope
Gtl    14.26
Mod    30.63
Sev    21.92
Name: ScreenPorch, dtype: float64
----------------------------------------
LandSlope
Gtl    2.91
Mod    0.00
Sev    0.00
Name: PoolArea, dtype: float64
----------------------------------------
LandSlope
Gtl    44.46
Mod    13.14
Sev    92.31
Name: MiscVal, dtype: float64
----------------------------------------
LandSlope
Gtl    6.32
Mod    6.32
Sev    6.62
Name: MoSold, dtype: float64
----------------------------------------
LandSlope
Gtl    2007.82
Mod    2007.69
Sev    2008.08
Name: YrSold, dtype: float64
----------------------------------------
LandSlope
Gtl    179956.80
Mod    196734.14
Sev    204379.23
Name: SalePrice, dtype: float64
----------------------------------------
Neighborhood
BrkSide    59.02
CollgCr    71.42
Crawfor    71.46
Edwards    68.36
Gilbert    76.15
IDOTRR     63.11
Mitchel    70.07
NAmes      75.35
NWAmes     76.98
NoRidge    87.62
NridgHt    81.73
OldTown    63.05
Sawyer     72.90
SawyerW    71.28
Somerst    65.17
Timber     78.01
other      54.13
Name: LotFrontage, dtype: float64
----------------------------------------
Neighborhood
BrkSide     7360.41
CollgCr     9619.15
Crawfor    11809.69
Edwards    10218.65
Gilbert    11379.15
IDOTRR      8109.16
Mitchel    11624.29
NAmes      10139.92
NWAmes     11833.63
NoRidge    14218.90
NridgHt    10887.95
OldTown     8207.06
Sawyer     10459.28
SawyerW     9923.80
Somerst     7840.87
Timber     23664.24
other      11099.49
Name: LotArea, dtype: float64
----------------------------------------
Neighborhood
BrkSide    1931.43
CollgCr    1997.89
Crawfor    1941.55
Edwards    1955.97
Gilbert    1998.25
IDOTRR     1927.95
Mitchel    1981.76
NAmes      1960.00
NWAmes     1975.63
NoRidge    1995.44
NridgHt    2005.68
OldTown    1922.88
Sawyer     1963.68
SawyerW    1988.56
Somerst    2004.99
Timber     1992.84
other      1972.51
Name: YearBuilt, dtype: float64
----------------------------------------
Neighborhood
BrkSide    1968.59
CollgCr    1999.14
Crawfor    1979.20
Edwards    1975.11
Gilbert    1998.82
IDOTRR     1964.38
Mitchel    1985.55
NAmes      1971.62
NWAmes     1981.52
NoRidge    1996.66
NridgHt    2006.17
OldTown    1975.42
Sawyer     1978.53
SawyerW    1989.98
Somerst    2005.30
Timber     1993.34
other      1984.49
Name: YearRemodAdd, dtype: float64
----------------------------------------
Neighborhood
BrkSide      7.40
CollgCr     97.92
Crawfor     83.15
Edwards     50.47
Gilbert     42.83
IDOTRR      16.22
Mitchel     61.31
NAmes      101.14
NWAmes     177.56
NoRidge    420.02
NridgHt    330.89
OldTown     14.19
Sawyer      41.04
SawyerW     72.66
Somerst    153.94
Timber     159.95
other       88.83
Name: MasVnrArea, dtype: float64
----------------------------------------
Neighborhood
BrkSide    195.74
CollgCr    456.59
Crawfor    466.80
Edwards    424.46
Gilbert    214.03
IDOTRR     143.30
Mitchel    641.24
NAmes      485.61
NWAmes     510.47
NoRidge    829.76
NridgHt    696.78
OldTown    163.61
Sawyer     508.49
SawyerW    543.56
Somerst    327.20
Timber     708.50
other      470.29
Name: BsmtFinSF1, dtype: float64
----------------------------------------
Neighborhood
BrkSide    11.16
CollgCr    27.40
Crawfor    44.51
Edwards    26.16
Gilbert     0.00
IDOTRR     22.62
Mitchel    26.84
NAmes      94.55
NWAmes     76.67
NoRidge     5.95
NridgHt    13.22
OldTown    28.58
Sawyer     96.00
SawyerW    67.63
Somerst     0.00
Timber     60.61
other      76.05
Name: BsmtFinSF2, dtype: float64
----------------------------------------
Neighborhood
BrkSide    558.52
CollgCr    673.60
Crawfor    521.59
Edwards    449.20
Gilbert    655.00
IDOTRR     580.92
Mitchel    426.65
NAmes      446.01
NWAmes     566.70
NoRidge    658.05
NridgHt    892.83
OldTown    618.04
Sawyer     362.95
SawyerW    416.34
Somerst    805.85
Timber     585.42
other      525.41
Name: BsmtUnfSF, dtype: float64
----------------------------------------
Neighborhood
BrkSide     765.41
CollgCr    1157.59
Crawfor    1032.90
Edwards     899.82
Gilbert     869.03
IDOTRR      746.84
Mitchel    1094.73
NAmes      1026.17
NWAmes     1153.84
NoRidge    1493.76
NridgHt    1602.83
OldTown     810.23
Sawyer      967.43
SawyerW    1027.53
Somerst    1133.05
Timber     1354.53
other      1071.75
Name: TotalBsmtSF, dtype: float64
----------------------------------------
Neighborhood
BrkSide     914.72
CollgCr    1164.63
Crawfor    1264.73
Edwards    1093.06
Gilbert     942.51
IDOTRR      835.16
Mitchel    1186.76
NAmes      1172.62
NWAmes     1316.49
NoRidge    1524.83
NridgHt    1579.77
OldTown     970.96
Sawyer     1113.35
SawyerW    1196.39
Somerst    1134.06
Timber     1463.68
other      1149.49
Name: 1stFlrSF, dtype: float64
----------------------------------------
Neighborhood
BrkSide    279.45
CollgCr    315.87
Crawfor    519.35
Edwards    246.98
Gilbert    698.14
IDOTRR     277.22
Mitchel    107.45
NAmes      134.92
NWAmes     411.29
NoRidge    984.02
NridgHt    336.18
OldTown    488.15
Sawyer     101.78
SawyerW    398.63
Somerst    459.80
Timber     285.68
other      386.25
Name: 2ndFlrSF, dtype: float64
----------------------------------------
Neighborhood
BrkSide     8.90
CollgCr     0.00
Crawfor     7.53
Edwards     0.00
Gilbert     0.67
IDOTRR     29.92
Mitchel     0.00
NAmes       2.77
NWAmes      0.00
NoRidge     0.00
NridgHt     0.00
OldTown    20.62
Sawyer      0.00
SawyerW     0.00
Somerst     2.79
Timber      0.00
other      21.86
Name: LowQualFinSF, dtype: float64
----------------------------------------
Neighborhood
BrkSide    1203.07
CollgCr    1480.50
Crawfor    1791.61
Edwards    1340.04
Gilbert    1641.32
IDOTRR     1142.30
Mitchel    1294.20
NAmes      1310.31
NWAmes     1727.78
NoRidge    2508.85
NridgHt    1915.95
OldTown    1479.73
Sawyer     1215.14
SawyerW    1595.02
Somerst    1596.65
Timber     1749.37
other      1557.61
Name: GrLivArea, dtype: float64
----------------------------------------
Neighborhood
BrkSide    0.24
CollgCr    0.49
Crawfor    0.35
Edwards    0.49
Gilbert    0.25
IDOTRR     0.14
Mitchel    0.67
NAmes      0.46
NWAmes     0.33
NoRidge    0.68
NridgHt    0.56
OldTown    0.16
Sawyer     0.50
SawyerW    0.56
Somerst    0.31
Timber     0.66
other      0.47
Name: BsmtFullBath, dtype: float64
----------------------------------------
Neighborhood
BrkSide    0.02
CollgCr    0.02
Crawfor    0.10
Edwards    0.07
Gilbert    0.03
IDOTRR     0.00
Mitchel    0.06
NAmes      0.10
NWAmes     0.16
NoRidge    0.02
NridgHt    0.00
OldTown    0.04
Sawyer     0.08
SawyerW    0.05
Somerst    0.00
Timber     0.05
other      0.08
Name: BsmtHalfBath, dtype: float64
----------------------------------------
Neighborhood
BrkSide    1.10
CollgCr    1.75
Crawfor    1.51
Edwards    1.36
Gilbert    1.97
IDOTRR     1.05
Mitchel    1.45
NAmes      1.21
NWAmes     1.88
NoRidge    2.10
NridgHt    2.04
OldTown    1.34
Sawyer     1.20
SawyerW    1.75
Somerst    1.99
Timber     1.89
other      1.60
Name: FullBath, dtype: float64
----------------------------------------
Neighborhood
BrkSide    0.12
CollgCr    0.39
Crawfor    0.41
Edwards    0.19
Gilbert    0.81
IDOTRR     0.16
Mitchel    0.14
NAmes      0.28
NWAmes     0.60
NoRidge    0.90
NridgHt    0.42
OldTown    0.18
Sawyer     0.30
SawyerW    0.49
Somerst    0.58
Timber     0.37
other      0.45
Name: HalfBath, dtype: float64
----------------------------------------
Neighborhood
BrkSide    2.60
CollgCr    2.82
Crawfor    2.98
Edwards    2.88
Gilbert    3.10
IDOTRR     2.51
Mitchel    2.76
NAmes      2.93
NWAmes     3.29
NoRidge    3.51
NridgHt    2.70
OldTown    2.81
Sawyer     2.93
SawyerW    2.93
Somerst    2.67
Timber     2.92
other      2.65
Name: BedroomAbvGr, dtype: float64
----------------------------------------
Neighborhood
BrkSide    1.02
CollgCr    1.00
Crawfor    1.06
Edwards    1.05
Gilbert    1.00
IDOTRR     1.03
Mitchel    1.14
NAmes      1.07
NWAmes     1.03
NoRidge    1.00
NridgHt    1.00
OldTown    1.19
Sawyer     1.08
SawyerW    1.08
Somerst    1.00
Timber     1.00
other      1.01
Name: KitchenAbvGr, dtype: float64
----------------------------------------
Neighborhood
BrkSide    5.59
CollgCr    6.35
Crawfor    7.20
Edwards    6.12
Gilbert    7.11
IDOTRR     5.78
Mitchel    5.92
NAmes      6.11
NWAmes     7.25
NoRidge    8.29
NridgHt    7.68
OldTown    6.54
Sawyer     5.95
SawyerW    6.66
Somerst    6.42
Timber     7.13
other      6.43
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
Neighborhood
BrkSide    0.43
CollgCr    0.39
Crawfor    1.24
Edwards    0.32
Gilbert    0.89
IDOTRR     0.22
Mitchel    0.41
NAmes      0.56
NWAmes     0.95
NoRidge    1.10
NridgHt    1.03
OldTown    0.34
Sawyer     0.45
SawyerW    0.61
Somerst    0.47
Timber     1.03
other      0.76
Name: Fireplaces, dtype: float64
----------------------------------------
Neighborhood
BrkSide    1955.16
CollgCr    1998.42
Crawfor    1951.65
Edwards    1970.14
Gilbert    1998.68
IDOTRR     1956.84
Mitchel    1982.28
NAmes      1964.50
NWAmes     1975.92
NoRidge    1995.49
NridgHt    2005.82
OldTown    1954.45
Sawyer     1970.68
SawyerW    1988.84
Somerst    2005.06
Timber     1993.45
other      1978.33
Name: GarageYrBlt, dtype: float64
----------------------------------------
Neighborhood
BrkSide    1.17
CollgCr    2.01
Crawfor    1.63
Edwards    1.18
Gilbert    2.06
IDOTRR     1.00
Mitchel    1.80
NAmes      1.52
NWAmes     2.01
NoRidge    2.63
NridgHt    2.66
OldTown    1.43
Sawyer     1.46
SawyerW    1.93
Somerst    2.27
Timber     2.37
other      1.68
Name: GarageCars, dtype: float64
----------------------------------------
Neighborhood
BrkSide    303.24
CollgCr    552.58
Crawfor    410.08
Edwards    326.20
Gilbert    452.65
IDOTRR     316.00
Mitchel    482.00
NAmes      427.06
NWAmes     533.52
NoRidge    705.93
NridgHt    745.75
OldTown    382.12
Sawyer     395.39
SawyerW    499.00
Somerst    630.63
Timber     621.61
other      428.91
Name: GarageArea, dtype: float64
----------------------------------------
Neighborhood
BrkSide     35.84
CollgCr    114.32
Crawfor     52.57
Edwards     70.77
Gilbert    102.82
IDOTRR      19.97
Mitchel    102.84
NAmes       62.78
NWAmes     111.18
NoRidge    200.22
NridgHt    151.70
OldTown     51.64
Sawyer      97.38
SawyerW    126.15
Somerst     69.17
Timber     143.84
other      137.87
Name: WoodDeckSF, dtype: float64
----------------------------------------
Neighborhood
BrkSide     25.34
CollgCr     51.72
Crawfor     27.00
Edwards     33.24
Gilbert     42.63
IDOTRR      38.84
Mitchel     40.61
NAmes       29.82
NWAmes      63.97
NoRidge     75.12
NridgHt     75.53
OldTown     48.88
Sawyer      24.11
SawyerW     54.36
Somerst    101.17
Timber      50.79
other       39.87
Name: OpenPorchSF, dtype: float64
----------------------------------------
Neighborhood
BrkSide    39.84
CollgCr     0.23
Crawfor    46.18
Edwards    26.38
Gilbert     0.00
IDOTRR     82.95
Mitchel     6.41
NAmes      19.38
NWAmes     13.03
NoRidge    29.24
NridgHt     0.00
OldTown    73.57
Sawyer     25.03
SawyerW    13.68
Somerst     0.00
Timber     10.34
other      23.04
Name: EnclosedPorch, dtype: float64
----------------------------------------
Neighborhood
BrkSide     2.48
CollgCr     2.59
Crawfor    10.80
Edwards     1.80
Gilbert    10.97
IDOTRR      0.00
Mitchel     6.53
NAmes       3.76
NWAmes      6.93
NoRidge     0.00
NridgHt     3.95
OldTown     1.24
Sawyer      0.00
SawyerW     7.36
Somerst     0.00
Timber      0.00
other       1.99
Name: 3SsnPorch, dtype: float64
----------------------------------------
Neighborhood
BrkSide    20.90
CollgCr     4.30
Crawfor    30.18
Edwards    15.25
Gilbert     3.68
IDOTRR      8.38
Mitchel    11.63
NAmes      21.76
NWAmes     29.81
NoRidge    13.51
NridgHt    15.04
OldTown    12.64
Sawyer     11.82
SawyerW    14.31
Somerst     5.40
Timber     15.42
other      19.45
Name: ScreenPorch, dtype: float64
----------------------------------------
Neighborhood
BrkSide     0.00
CollgCr     0.00
Crawfor     0.00
Edwards    12.18
Gilbert     0.00
IDOTRR      0.00
Mitchel    11.76
NAmes       2.28
NWAmes     15.99
NoRidge    13.54
NridgHt     0.00
OldTown     0.00
Sawyer      0.00
SawyerW     0.00
Somerst     0.00
Timber      0.00
other       0.00
Name: PoolArea, dtype: float64
----------------------------------------
Neighborhood
BrkSide     35.69
CollgCr     16.33
Crawfor     49.02
Edwards     16.00
Gilbert     21.27
IDOTRR     111.19
Mitchel     61.22
NAmes      117.47
NWAmes      51.37
NoRidge      0.00
NridgHt      0.00
OldTown     34.51
Sawyer     135.14
SawyerW      6.78
Somerst      0.00
Timber      18.42
other        6.00
Name: MiscVal, dtype: float64
----------------------------------------
Neighborhood
BrkSide    6.21
CollgCr    6.14
Crawfor    6.86
Edwards    5.75
Gilbert    6.59
IDOTRR     6.19
Mitchel    6.16
NAmes      6.49
NWAmes     6.12
NoRidge    6.24
NridgHt    6.86
OldTown    6.54
Sawyer     5.86
SawyerW    6.37
Somerst    6.23
Timber     5.92
other      6.47
Name: MoSold, dtype: float64
----------------------------------------
Neighborhood
BrkSide    2007.67
CollgCr    2007.81
Crawfor    2007.49
Edwards    2007.94
Gilbert    2007.56
IDOTRR     2007.76
Mitchel    2007.76
NAmes      2007.87
NWAmes     2007.82
NoRidge    2007.83
NridgHt    2007.82
OldTown    2007.79
Sawyer     2007.89
SawyerW    2008.22
Somerst    2007.74
Timber     2007.82
other      2007.86
Name: YrSold, dtype: float64
----------------------------------------
Neighborhood
BrkSide    124834.05
CollgCr    197965.77
Crawfor    210624.73
Edwards    128219.70
Gilbert    192854.51
IDOTRR     100123.78
Mitchel    156270.12
NAmes      145847.08
NWAmes     189050.07
NoRidge    335295.32
NridgHt    316270.62
OldTown    128225.30
Sawyer     136793.14
SawyerW    186555.80
Somerst    225379.84
Timber     242247.45
other      187502.31
Name: SalePrice, dtype: float64
----------------------------------------
Condition1
Artery    71.90
Feedr     75.06
Norm      69.37
other     75.08
Name: LotFrontage, dtype: float64
----------------------------------------
Condition1
Artery    10001.33
Feedr     10729.60
Norm      10417.63
other     12383.06
Name: LotArea, dtype: float64
----------------------------------------
Condition1
Artery    1933.08
Feedr     1954.27
Norm      1973.63
other     1974.62
Name: YearBuilt, dtype: float64
----------------------------------------
Condition1
Artery    1966.50
Feedr     1975.48
Norm      1985.96
other     1988.61
Name: YearRemodAdd, dtype: float64
----------------------------------------
Condition1
Artery     46.81
Feedr      88.62
Norm      106.54
other     108.73
Name: MasVnrArea, dtype: float64
----------------------------------------
Condition1
Artery    252.12
Feedr     470.62
Norm      446.27
other     495.63
Name: BsmtFinSF1, dtype: float64
----------------------------------------
Condition1
Artery    43.98
Feedr     48.77
Norm      45.58
other     63.03
Name: BsmtFinSF2, dtype: float64
----------------------------------------
Condition1
Artery    548.33
Feedr     463.79
Norm      574.67
other     566.14
Name: BsmtUnfSF, dtype: float64
----------------------------------------
Condition1
Artery     844.44
Feedr      983.17
Norm      1066.52
other     1124.80
Name: TotalBsmtSF, dtype: float64
----------------------------------------
Condition1
Artery    1007.33
Feedr     1157.36
Norm      1161.86
other     1287.27
Name: 1stFlrSF, dtype: float64
----------------------------------------
Condition1
Artery    492.94
Feedr     329.52
Norm      337.32
other     439.87
Name: 2ndFlrSF, dtype: float64
----------------------------------------
Condition1
Artery    20.08
Feedr     19.86
Norm       4.61
other      2.20
Name: LowQualFinSF, dtype: float64
----------------------------------------
Condition1
Artery    1520.35
Feedr     1506.74
Norm      1503.79
other     1729.34
Name: GrLivArea, dtype: float64
----------------------------------------
Condition1
Artery    0.29
Feedr     0.44
Norm      0.43
other     0.48
Name: BsmtFullBath, dtype: float64
----------------------------------------
Condition1
Artery    0.15
Feedr     0.04
Norm      0.06
other     0.01
Name: BsmtHalfBath, dtype: float64
----------------------------------------
Condition1
Artery    1.33
Feedr     1.38
Norm      1.58
other     1.72
Name: FullBath, dtype: float64
----------------------------------------
Condition1
Artery    0.21
Feedr     0.38
Norm      0.38
other     0.49
Name: HalfBath, dtype: float64
----------------------------------------
Condition1
Artery    3.08
Feedr     3.06
Norm      2.83
other     3.14
Name: BedroomAbvGr, dtype: float64
----------------------------------------
Condition1
Artery    1.12
Feedr     1.16
Norm      1.04
other     1.03
Name: KitchenAbvGr, dtype: float64
----------------------------------------
Condition1
Artery    6.58
Feedr     6.72
Norm      6.46
other     7.24
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
Condition1
Artery    0.60
Feedr     0.57
Norm      0.61
other     0.70
Name: Fireplaces, dtype: float64
----------------------------------------
Condition1
Artery    1953.58
Feedr     1969.96
Norm      1979.84
other     1981.39
Name: GarageYrBlt, dtype: float64
----------------------------------------
Condition1
Artery    1.48
Feedr     1.48
Norm      1.78
other     1.97
Name: GarageCars, dtype: float64
----------------------------------------
Condition1
Artery    408.10
Feedr     420.26
Norm      475.84
other     526.15
Name: GarageArea, dtype: float64
----------------------------------------
Condition1
Artery     42.58
Feedr      82.12
Norm       96.26
other     107.25
Name: WoodDeckSF, dtype: float64
----------------------------------------
Condition1
Artery    34.83
Feedr     38.58
Norm      46.05
other     74.79
Name: OpenPorchSF, dtype: float64
----------------------------------------
Condition1
Artery    61.75
Feedr     33.62
Norm      19.83
other     19.41
Name: EnclosedPorch, dtype: float64
----------------------------------------
Condition1
Artery     3.75
Feedr      2.00
Norm       2.94
other     13.17
Name: 3SsnPorch, dtype: float64
----------------------------------------
Condition1
Artery    14.19
Feedr      9.30
Norm      15.25
other     18.93
Name: ScreenPorch, dtype: float64
----------------------------------------
Condition1
Artery    10.67
Feedr      5.93
Norm       2.00
other      7.31
Name: PoolArea, dtype: float64
----------------------------------------
Condition1
Artery     66.67
Feedr     122.22
Norm       37.65
other      41.55
Name: MiscVal, dtype: float64
----------------------------------------
Condition1
Artery    6.04
Feedr     6.04
Norm      6.36
other     6.18
Name: MoSold, dtype: float64
----------------------------------------
Condition1
Artery    2007.92
Feedr     2007.88
Norm      2007.80
other     2007.89
Name: YrSold, dtype: float64
----------------------------------------
Condition1
Artery    135091.67
Feedr     142475.48
Norm      184495.49
other     192333.97
Name: SalePrice, dtype: float64
----------------------------------------
Condition2
Norm     69.99
other    76.14
Name: LotFrontage, dtype: float64
----------------------------------------
Condition2
Norm     10498.49
other    12283.87
Name: LotArea, dtype: float64
----------------------------------------
Condition2
Norm     1971.6
other    1939.0
Name: YearBuilt, dtype: float64
----------------------------------------
Condition2
Norm     1984.91
other    1980.60
Name: YearRemodAdd, dtype: float64
----------------------------------------
Condition2
Norm     103.56
other    116.20
Name: MasVnrArea, dtype: float64
----------------------------------------
Condition2
Norm     444.19
other    391.00
Name: BsmtFinSF1, dtype: float64
----------------------------------------
Condition2
Norm     46.44
other    57.07
Name: BsmtFinSF2, dtype: float64
----------------------------------------
Condition2
Norm     566.03
other    684.07
Name: BsmtUnfSF, dtype: float64
----------------------------------------
Condition2
Norm     1056.65
other    1132.13
Name: TotalBsmtSF, dtype: float64
----------------------------------------
Condition2
Norm     1161.73
other    1249.13
Name: 1stFlrSF, dtype: float64
----------------------------------------
Condition2
Norm     345.51
other    490.27
Name: 2ndFlrSF, dtype: float64
----------------------------------------
Condition2
Norm      5.44
other    44.60
Name: LowQualFinSF, dtype: float64
----------------------------------------
Condition2
Norm     1512.68
other    1784.00
Name: GrLivArea, dtype: float64
----------------------------------------
Condition2
Norm     0.43
other    0.33
Name: BsmtFullBath, dtype: float64
----------------------------------------
Condition2
Norm     0.06
other    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
Condition2
Norm     1.56
other    1.67
Name: FullBath, dtype: float64
----------------------------------------
Condition2
Norm     0.38
other    0.27
Name: HalfBath, dtype: float64
----------------------------------------
Condition2
Norm     2.87
other    2.67
Name: BedroomAbvGr, dtype: float64
----------------------------------------
Condition2
Norm     1.04
other    1.27
Name: KitchenAbvGr, dtype: float64
----------------------------------------
Condition2
Norm     6.51
other    7.00
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
Condition2
Norm     0.62
other    0.40
Name: Fireplaces, dtype: float64
----------------------------------------
Condition2
Norm     1978.59
other    1970.43
Name: GarageYrBlt, dtype: float64
----------------------------------------
Condition2
Norm     1.77
other    1.80
Name: GarageCars, dtype: float64
----------------------------------------
Condition2
Norm     472.29
other    539.67
Name: GarageArea, dtype: float64
----------------------------------------
Condition2
Norm     94.21
other    98.00
Name: WoodDeckSF, dtype: float64
----------------------------------------
Condition2
Norm     46.28
other    83.40
Name: OpenPorchSF, dtype: float64
----------------------------------------
Condition2
Norm     21.81
other    35.73
Name: EnclosedPorch, dtype: float64
----------------------------------------
Condition2
Norm     3.44
other    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
Condition2
Norm     15.22
other     0.00
Name: ScreenPorch, dtype: float64
----------------------------------------
Condition2
Norm     2.79
other    0.00
Name: PoolArea, dtype: float64
----------------------------------------
Condition2
Norm      37.78
other    593.33
Name: MiscVal, dtype: float64
----------------------------------------
Condition2
Norm     6.32
other    6.73
Name: MoSold, dtype: float64
----------------------------------------
Condition2
Norm     2007.81
other    2008.00
Name: YrSold, dtype: float64
----------------------------------------
Condition2
Norm     181169.41
other    157010.33
Name: SalePrice, dtype: float64
----------------------------------------
BldgType
1Fam      73.68
2fmCon    66.78
Duplex    71.45
Twnhs     27.84
TwnhsE    47.40
Name: LotFrontage, dtype: float64
----------------------------------------
BldgType
1Fam      11240.63
2fmCon    15785.06
Duplex     9720.06
Twnhs      2391.21
TwnhsE     4766.61
Name: LotArea, dtype: float64
----------------------------------------
BldgType
1Fam      1969.67
2fmCon    1929.03
Duplex    1967.17
Twnhs     1986.33
TwnhsE    1996.01
Name: YearBuilt, dtype: float64
----------------------------------------
BldgType
1Fam      1984.63
2fmCon    1971.03
Duplex    1970.27
Twnhs     1988.98
TwnhsE    1996.27
Name: YearRemodAdd, dtype: float64
----------------------------------------
BldgType
1Fam      101.96
2fmCon     15.16
Duplex    111.00
Twnhs     156.28
TwnhsE    123.07
Name: MasVnrArea, dtype: float64
----------------------------------------
BldgType
1Fam      444.34
2fmCon    439.35
Duplex    406.35
Twnhs     334.28
TwnhsE    495.61
Name: BsmtFinSF1, dtype: float64
----------------------------------------
BldgType
1Fam      48.76
2fmCon    10.58
Duplex    30.44
Twnhs     25.84
TwnhsE    47.78
Name: BsmtFinSF2, dtype: float64
----------------------------------------
BldgType
1Fam      580.99
2fmCon    395.81
Duplex    521.67
Twnhs     396.42
TwnhsE    551.96
Name: BsmtUnfSF, dtype: float64
----------------------------------------
BldgType
1Fam      1074.09
2fmCon     845.74
Duplex     958.46
Twnhs      756.53
TwnhsE    1095.36
Name: TotalBsmtSF, dtype: float64
----------------------------------------
BldgType
1Fam      1175.18
2fmCon    1041.52
Duplex    1325.62
Twnhs      763.51
TwnhsE    1137.38
Name: 1stFlrSF, dtype: float64
----------------------------------------
BldgType
1Fam      358.13
2fmCon    495.77
Duplex    241.69
Twnhs     511.05
TwnhsE    173.54
Name: 2ndFlrSF, dtype: float64
----------------------------------------
BldgType
1Fam       6.18
2fmCon    24.16
Duplex     0.00
Twnhs      1.86
TwnhsE     1.40
Name: LowQualFinSF, dtype: float64
----------------------------------------
BldgType
1Fam      1539.49
2fmCon    1561.45
Duplex    1567.31
Twnhs     1276.42
TwnhsE    1312.32
Name: GrLivArea, dtype: float64
----------------------------------------
BldgType
1Fam      0.41
2fmCon    0.55
Duplex    0.50
Twnhs     0.37
TwnhsE    0.52
Name: BsmtFullBath, dtype: float64
----------------------------------------
BldgType
1Fam      0.06
2fmCon    0.03
Duplex    0.08
Twnhs     0.02
TwnhsE    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
BldgType
1Fam      1.55
2fmCon    1.55
Duplex    1.81
Twnhs     1.60
TwnhsE    1.65
Name: FullBath, dtype: float64
----------------------------------------
BldgType
1Fam      0.39
2fmCon    0.06
Duplex    0.27
Twnhs     0.67
TwnhsE    0.33
Name: HalfBath, dtype: float64
----------------------------------------
BldgType
1Fam      2.93
2fmCon    3.35
Duplex    3.56
Twnhs     2.37
TwnhsE    1.95
Name: BedroomAbvGr, dtype: float64
----------------------------------------
BldgType
1Fam      1.01
2fmCon    1.58
Duplex    1.83
Twnhs     1.00
TwnhsE    1.00
Name: KitchenAbvGr, dtype: float64
----------------------------------------
BldgType
1Fam      6.60
2fmCon    7.23
Duplex    7.69
Twnhs     5.56
TwnhsE    5.24
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
BldgType
1Fam      0.65
2fmCon    0.42
Duplex    0.13
Twnhs     0.26
TwnhsE    0.61
Name: Fireplaces, dtype: float64
----------------------------------------
BldgType
1Fam      1977.16
2fmCon    1962.02
Duplex    1973.41
Twnhs     1988.15
TwnhsE    1996.11
Name: GarageYrBlt, dtype: float64
----------------------------------------
BldgType
1Fam      1.78
2fmCon    1.23
Duplex    1.67
Twnhs     1.44
TwnhsE    1.94
Name: GarageCars, dtype: float64
----------------------------------------
BldgType
1Fam      482.08
2fmCon    348.42
Duplex    426.63
Twnhs     355.26
TwnhsE    474.97
Name: GarageArea, dtype: float64
----------------------------------------
BldgType
1Fam       96.65
2fmCon     76.03
Duplex     39.96
Twnhs      58.28
TwnhsE    111.75
Name: WoodDeckSF, dtype: float64
----------------------------------------
BldgType
1Fam      48.72
2fmCon    32.13
Duplex    13.21
Twnhs     25.19
TwnhsE    51.91
Name: OpenPorchSF, dtype: float64
----------------------------------------
BldgType
1Fam      24.54
2fmCon    49.74
Duplex     2.79
Twnhs      0.00
TwnhsE     3.76
Name: EnclosedPorch, dtype: float64
----------------------------------------
BldgType
1Fam      3.82
2fmCon    0.00
Duplex    0.00
Twnhs     0.00
TwnhsE    2.82
Name: 3SsnPorch, dtype: float64
----------------------------------------
BldgType
1Fam      16.13
2fmCon    11.94
Duplex     0.00
Twnhs      0.00
TwnhsE    16.97
Name: ScreenPorch, dtype: float64
----------------------------------------
BldgType
1Fam      3.3
2fmCon    0.0
Duplex    0.0
Twnhs     0.0
TwnhsE    0.0
Name: PoolArea, dtype: float64
----------------------------------------
BldgType
1Fam       40.90
2fmCon    135.48
Duplex    180.77
Twnhs       0.00
TwnhsE      0.00
Name: MiscVal, dtype: float64
----------------------------------------
BldgType
1Fam      6.36
2fmCon    5.32
Duplex    6.85
Twnhs     6.21
TwnhsE    6.04
Name: MoSold, dtype: float64
----------------------------------------
BldgType
1Fam      2007.82
2fmCon    2007.71
Duplex    2007.81
Twnhs     2007.88
TwnhsE    2007.82
Name: YrSold, dtype: float64
----------------------------------------
BldgType
1Fam      185763.81
2fmCon    128432.26
Duplex    133541.08
Twnhs     135911.63
TwnhsE    181959.34
Name: SalePrice, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    64.56
1Story    71.51
2Story    70.29
SFoyer    59.66
SLvl      74.28
other     63.58
Name: LotFrontage, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    11448.62
1Story    10644.41
2Story    10325.17
SFoyer     7672.84
SLvl      10537.74
other      9093.73
Name: LotArea, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    1936.76
1Story    1975.01
2Story    1979.80
SFoyer    1977.35
SLvl      1974.58
other     1921.52
Name: YearBuilt, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    1970.02
1Story    1984.99
2Story    1991.51
SFoyer    1982.38
SLvl      1981.62
other     1971.00
Name: YearRemodAdd, dtype: float64
----------------------------------------
HouseStyle
1.5Fin     32.18
1Story     94.69
2Story    150.08
SFoyer     65.24
SLvl      130.48
other       0.00
Name: MasVnrArea, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    246.64
1Story    525.29
2Story    369.53
SFoyer    734.22
SLvl      483.11
other     162.52
Name: BsmtFinSF1, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    34.68
1Story    60.66
2Story    24.61
SFoyer    59.08
SLvl      83.71
other      0.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    565.56
1Story    621.03
2Story    544.86
SFoyer     75.76
SLvl      328.31
other     715.18
Name: BsmtUnfSF, dtype: float64
----------------------------------------
HouseStyle
1.5Fin     846.88
1Story    1206.98
2Story     939.00
SFoyer     869.05
SLvl       895.12
other      877.70
Name: TotalBsmtSF, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    1005.81
1Story    1307.16
2Story    1005.15
SFoyer     934.81
SLvl      1186.17
other     1047.36
Name: 1stFlrSF, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    532.42
1Story      0.91
2Story    880.26
SFoyer     38.57
SLvl      187.69
other     564.09
Name: 2ndFlrSF, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    26.72
1Story     0.53
2Story     2.00
SFoyer     0.00
SLvl       0.00
other     95.15
Name: LowQualFinSF, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    1564.95
1Story    1308.60
2Story    1887.41
SFoyer     973.38
SLvl      1373.86
other     1706.61
Name: GrLivArea, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    0.23
1Story    0.50
2Story    0.33
SFoyer    1.00
SLvl      0.55
other     0.12
Name: BsmtFullBath, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    0.06
1Story    0.05
2Story    0.04
SFoyer    0.08
SLvl      0.18
other     0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    1.38
1Story    1.46
2Story    1.86
SFoyer    1.14
SLvl      1.45
other     1.42
Name: FullBath, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    0.32
1Story    0.14
2Story    0.86
SFoyer    0.11
SLvl      0.28
other     0.21
Name: HalfBath, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    3.08
1Story    2.59
2Story    3.29
SFoyer    2.05
SLvl      2.89
other     3.09
Name: BedroomAbvGr, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    1.06
1Story    1.04
2Story    1.05
SFoyer    1.08
SLvl      1.00
other     1.18
Name: KitchenAbvGr, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    6.71
1Story    5.90
2Story    7.58
SFoyer    4.89
SLvl      6.23
other     7.33
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    0.55
1Story    0.56
2Story    0.73
SFoyer    0.32
SLvl      0.74
other     0.70
Name: Fireplaces, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    1958.89
1Story    1979.84
2Story    1985.13
SFoyer    1980.76
SLvl      1975.66
other     1954.49
Name: GarageYrBlt, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    1.29
1Story    1.76
2Story    2.00
SFoyer    1.54
SLvl      1.74
other     1.33
Name: GarageCars, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    349.09
1Story    479.68
2Story    517.51
SFoyer    422.57
SLvl      479.75
other     346.52
Name: GarageArea, dtype: float64
----------------------------------------
HouseStyle
1.5Fin     67.55
1Story     92.98
2Story    107.98
SFoyer     76.14
SLvl      115.40
other      40.12
Name: WoodDeckSF, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    25.62
1Story    41.22
2Story    65.25
SFoyer    17.24
SLvl      33.37
other     72.94
Name: OpenPorchSF, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    47.95
1Story    15.93
2Story    19.88
SFoyer    16.46
SLvl      18.85
other     73.27
Name: EnclosedPorch, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    3.92
1Story    4.32
2Story    2.28
SFoyer    0.00
SLvl      3.48
other     0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    22.03
1Story    14.48
2Story    13.49
SFoyer     5.19
SLvl      18.72
other     20.45
Name: ScreenPorch, dtype: float64
----------------------------------------
HouseStyle
1.5Fin     0.00
1Story     0.89
2Story     4.64
SFoyer     0.00
SLvl      20.22
other      0.00
Name: PoolArea, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    113.96
1Story     44.44
2Story     25.80
SFoyer     27.03
SLvl       18.46
other       0.00
Name: MiscVal, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    6.29
1Story    6.28
2Story    6.37
SFoyer    6.14
SLvl      6.72
other     6.21
Name: MoSold, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    2007.84
1Story    2007.85
2Story    2007.78
SFoyer    2007.89
SLvl      2007.75
other     2007.55
Name: YrSold, dtype: float64
----------------------------------------
HouseStyle
1.5Fin    143116.74
1Story    175985.48
2Story    210051.76
SFoyer    135074.49
SLvl      166703.38
other     152515.15
Name: SalePrice, dtype: float64
----------------------------------------
OverallQual
4        61.44
5        68.36
6        68.01
7        70.20
8        76.70
9        84.91
other    84.66
Name: LotFrontage, dtype: float64
----------------------------------------
OverallQual
4         8917.98
5        10153.35
6        10026.65
7        11075.80
8        11103.84
9        13424.19
other    13101.63
Name: LotArea, dtype: float64
----------------------------------------
OverallQual
4        1948.28
5        1954.73
6        1967.64
7        1988.27
8        1996.82
9        2005.12
other    1957.70
Name: YearBuilt, dtype: float64
----------------------------------------
OverallQual
4        1968.00
5        1975.26
6        1981.40
7        1996.33
8        2001.24
9        2005.81
other    1979.30
Name: YearRemodAdd, dtype: float64
----------------------------------------
OverallQual
4         14.01
5         44.03
6        103.36
7        105.68
8        210.90
9        345.72
other    223.50
Name: MasVnrArea, dtype: float64
----------------------------------------
OverallQual
4        301.87
5        424.07
6        419.51
7        391.23
8        585.30
9        856.88
other    638.72
Name: BsmtFinSF1, dtype: float64
----------------------------------------
OverallQual
4        19.50
5        75.16
6        56.06
7        28.20
8        31.90
9         0.00
other    12.53
Name: BsmtFinSF2, dtype: float64
----------------------------------------
OverallQual
4        433.86
5        430.30
6        507.96
7        689.09
8        800.68
9        877.51
other    580.70
Name: BsmtUnfSF, dtype: float64
----------------------------------------
OverallQual
4         755.23
5         929.54
6         983.53
7        1108.51
8        1417.89
9        1734.40
other    1231.95
Name: TotalBsmtSF, dtype: float64
----------------------------------------
OverallQual
4         937.02
5        1063.57
6        1087.16
7        1186.51
8        1462.77
9        1741.37
other    1413.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
OverallQual
4        162.41
5        179.53
6        372.46
7        515.33
8        481.29
9        336.14
other    406.81
Name: 2ndFlrSF, dtype: float64
----------------------------------------
OverallQual
4         7.25
5         7.65
6         6.25
7         2.00
8         3.55
9         0.00
other    25.23
Name: LowQualFinSF, dtype: float64
----------------------------------------
OverallQual
4        1106.67
5        1250.75
6        1465.87
7        1703.83
8        1947.61
9        2077.51
other    1845.67
Name: GrLivArea, dtype: float64
----------------------------------------
OverallQual
4        0.34
5        0.44
6        0.38
7        0.40
8        0.53
9        0.67
other    0.47
Name: BsmtFullBath, dtype: float64
----------------------------------------
OverallQual
4        0.01
5        0.09
6        0.09
7        0.03
8        0.03
9        0.00
other    0.02
Name: BsmtHalfBath, dtype: float64
----------------------------------------
OverallQual
4        1.18
5        1.23
6        1.52
7        1.89
8        1.96
9        2.02
other    1.65
Name: FullBath, dtype: float64
----------------------------------------
OverallQual
4        0.12
5        0.23
6        0.43
7        0.54
8        0.51
9        0.47
other    0.37
Name: HalfBath, dtype: float64
----------------------------------------
OverallQual
4        2.53
5        2.89
6        2.91
7        2.94
8        2.94
9        2.70
other    2.51
Name: BedroomAbvGr, dtype: float64
----------------------------------------
OverallQual
4        1.12
5        1.09
6        1.02
7        1.01
8        1.00
9        1.00
other    1.12
Name: KitchenAbvGr, dtype: float64
----------------------------------------
OverallQual
4        5.50
5        6.03
6        6.34
7        6.92
8        7.43
9        8.26
other    7.07
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
OverallQual
4        0.18
5        0.36
6        0.70
7        0.73
8        0.93
9        1.19
other    0.65
Name: Fireplaces, dtype: float64
----------------------------------------
OverallQual
4        1966.78
5        1965.30
6        1973.31
7        1991.20
8        1998.15
9        2005.30
other    1979.57
Name: GarageYrBlt, dtype: float64
----------------------------------------
OverallQual
4        1.16
5        1.37
6        1.69
7        2.06
8        2.46
9        2.81
other    1.81
Name: GarageCars, dtype: float64
----------------------------------------
OverallQual
4        321.74
5        384.03
6        430.74
7        532.85
8        681.73
9        753.70
other    529.23
Name: GarageArea, dtype: float64
----------------------------------------
OverallQual
4         55.26
5         77.61
6         85.86
7        100.93
8        134.87
9        210.88
other    100.88
Name: WoodDeckSF, dtype: float64
----------------------------------------
OverallQual
4        25.54
5        26.68
6        43.19
7        59.25
8        76.71
9        77.74
other    76.40
Name: OpenPorchSF, dtype: float64
----------------------------------------
OverallQual
4        24.89
5        30.23
6        21.97
7        18.25
8        12.15
9         0.00
other    25.23
Name: EnclosedPorch, dtype: float64
----------------------------------------
OverallQual
4        0.00
5        2.31
6        3.96
7        6.13
8        3.72
9        0.00
other    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
OverallQual
4         5.75
5        10.63
6        21.82
7        15.11
8        16.21
9        19.02
other    13.49
Name: ScreenPorch, dtype: float64
----------------------------------------
OverallQual
4         0.00
5         0.00
6         5.25
7         1.63
8         3.05
9         0.00
other    24.07
Name: PoolArea, dtype: float64
----------------------------------------
OverallQual
4        49.57
5        54.29
6        70.13
7        21.79
8        11.90
9         0.00
other    23.49
Name: MiscVal, dtype: float64
----------------------------------------
OverallQual
4        5.96
5        6.40
6        6.10
7        6.23
8        7.18
9        6.40
other    5.86
Name: MoSold, dtype: float64
----------------------------------------
OverallQual
4        2007.98
5        2007.78
6        2007.86
7        2007.79
8        2007.71
9        2007.98
other    2007.86
Name: YrSold, dtype: float64
----------------------------------------
OverallQual
4        108420.66
5        133523.35
6        161603.03
7        207716.42
8        274735.54
9        367513.02
other    230225.05
Name: SalePrice, dtype: float64
----------------------------------------
OverallCond
4        72.41
5        71.34
6        68.33
7        68.84
8        65.51
other    66.56
Name: LotFrontage, dtype: float64
----------------------------------------
OverallCond
4        10941.07
5        10610.26
6        10326.53
7        10743.09
8         9308.99
other    10283.72
Name: LotArea, dtype: float64
----------------------------------------
OverallCond
4        1943.54
5        1987.56
6        1956.70
7        1949.11
8        1943.14
other    1941.92
Name: YearBuilt, dtype: float64
----------------------------------------
OverallCond
4        1963.19
5        1990.13
6        1972.84
7        1983.18
8        1993.94
other    1978.02
Name: YearRemodAdd, dtype: float64
----------------------------------------
OverallCond
4         44.67
5        137.27
6         80.42
7         47.87
8         34.10
other     67.90
Name: MasVnrArea, dtype: float64
----------------------------------------
OverallCond
4        290.26
5        484.10
6        449.71
7        374.52
8        382.42
other    303.45
Name: BsmtFinSF1, dtype: float64
----------------------------------------
OverallCond
4        66.53
5        35.61
6        65.19
7        69.99
8        41.35
other    22.32
Name: BsmtFinSF2, dtype: float64
----------------------------------------
OverallCond
4        564.05
5        637.57
6        457.92
7        459.21
8        450.82
other    577.08
Name: BsmtUnfSF, dtype: float64
----------------------------------------
OverallCond
4         920.84
5        1157.28
6         972.83
7         903.72
8         874.58
other     902.85
Name: TotalBsmtSF, dtype: float64
----------------------------------------
OverallCond
4        1135.42
5        1225.27
6        1092.93
7        1072.48
8         998.36
other    1124.75
Name: 1stFlrSF, dtype: float64
----------------------------------------
OverallCond
4        327.00
5        370.32
6        289.24
7        320.01
8        355.32
other    374.75
Name: 2ndFlrSF, dtype: float64
----------------------------------------
OverallCond
4         6.88
5         2.77
6         8.20
7         8.12
8         9.08
other    27.96
Name: LowQualFinSF, dtype: float64
----------------------------------------
OverallCond
4        1469.30
5        1598.36
6        1390.38
7        1400.61
8        1362.76
other    1527.47
Name: GrLivArea, dtype: float64
----------------------------------------
OverallCond
4        0.32
5        0.46
6        0.38
7        0.39
8        0.38
other    0.38
Name: BsmtFullBath, dtype: float64
----------------------------------------
OverallCond
4        0.07
5        0.03
6        0.08
7        0.07
8        0.12
other    0.15
Name: BsmtHalfBath, dtype: float64
----------------------------------------
OverallCond
4        1.35
5        1.74
6        1.36
7        1.30
8        1.33
other    1.36
Name: FullBath, dtype: float64
----------------------------------------
OverallCond
4        0.28
5        0.44
6        0.35
7        0.28
8        0.29
other    0.28
Name: HalfBath, dtype: float64
----------------------------------------
OverallCond
4        3.07
5        2.85
6        2.85
7        2.89
8        2.83
other    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
OverallCond
4        1.21
5        1.05
6        1.03
7        1.02
8        1.03
other    1.08
Name: KitchenAbvGr, dtype: float64
----------------------------------------
OverallCond
4        6.63
5        6.70
6        6.18
7        6.28
8        6.22
other    6.55
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
OverallCond
4        0.42
5        0.66
6        0.62
7        0.53
8        0.42
other    0.64
Name: Fireplaces, dtype: float64
----------------------------------------
OverallCond
4        1961.97
5        1989.48
6        1966.08
7        1963.54
8        1961.61
other    1966.29
Name: GarageYrBlt, dtype: float64
----------------------------------------
OverallCond
4        1.42
5        2.02
6        1.49
7        1.42
8        1.40
other    1.42
Name: GarageCars, dtype: float64
----------------------------------------
OverallCond
4        404.68
5        530.54
6        417.58
7        382.61
8        382.26
other    390.92
Name: GarageArea, dtype: float64
----------------------------------------
OverallCond
4         58.74
5        104.09
6         78.75
7         83.26
8        109.18
other     75.75
Name: WoodDeckSF, dtype: float64
----------------------------------------
OverallCond
4        40.86
5        54.98
6        34.08
7        34.02
8        42.04
other    39.02
Name: OpenPorchSF, dtype: float64
----------------------------------------
OverallCond
4        54.16
5        12.13
6        30.78
7        35.49
8        34.90
other    27.62
Name: EnclosedPorch, dtype: float64
----------------------------------------
OverallCond
4        2.84
5        3.33
6        1.49
7        6.95
8        1.33
other    3.43
Name: 3SsnPorch, dtype: float64
----------------------------------------
OverallCond
4        17.88
5        11.21
6        18.88
7        24.79
8        11.75
other    20.34
Name: ScreenPorch, dtype: float64
----------------------------------------
OverallCond
4        8.98
5        1.89
6        4.86
7        3.60
8        0.00
other    0.00
Name: PoolArea, dtype: float64
----------------------------------------
OverallCond
4         16.84
5         26.74
6         32.94
7         58.78
8        240.00
other     55.66
Name: MiscVal, dtype: float64
----------------------------------------
OverallCond
4        6.02
5        6.38
6        6.23
7        6.10
8        6.56
other    6.74
Name: MoSold, dtype: float64
----------------------------------------
OverallCond
4        2007.61
5        2007.76
6        2007.89
7        2007.87
8        2007.96
other    2008.17
Name: YrSold, dtype: float64
----------------------------------------
OverallCond
4        120438.44
5        203146.91
6        153961.59
7        158145.49
8        155651.74
other    152288.06
Name: SalePrice, dtype: float64
----------------------------------------
RoofStyle
Gable    68.01
Hip      77.44
other    76.59
Name: LotFrontage, dtype: float64
----------------------------------------
RoofStyle
Gable     9926.60
Hip      12277.86
other    15661.97
Name: LotArea, dtype: float64
----------------------------------------
RoofStyle
Gable    1970.75
Hip      1975.94
other    1948.79
Name: YearBuilt, dtype: float64
----------------------------------------
RoofStyle
Gable    1984.65
Hip      1986.13
other    1981.33
Name: YearRemodAdd, dtype: float64
----------------------------------------
RoofStyle
Gable     81.39
Hip      199.80
other     41.64
Name: MasVnrArea, dtype: float64
----------------------------------------
RoofStyle
Gable    397.08
Hip      640.66
other    345.94
Name: BsmtFinSF1, dtype: float64
----------------------------------------
RoofStyle
Gable     40.57
Hip       57.34
other    159.88
Name: BsmtFinSF2, dtype: float64
----------------------------------------
RoofStyle
Gable    560.72
Hip      607.10
other    447.21
Name: BsmtUnfSF, dtype: float64
----------------------------------------
RoofStyle
Gable     998.37
Hip      1305.10
other     953.03
Name: TotalBsmtSF, dtype: float64
----------------------------------------
RoofStyle
Gable    1098.44
Hip      1416.31
other    1183.45
Name: 1stFlrSF, dtype: float64
----------------------------------------
RoofStyle
Gable    366.99
Hip      246.58
other    525.76
Name: 2ndFlrSF, dtype: float64
----------------------------------------
RoofStyle
Gable    6.47
Hip      4.01
other    0.00
Name: LowQualFinSF, dtype: float64
----------------------------------------
RoofStyle
Gable    1471.90
Hip      1666.91
other    1709.21
Name: GrLivArea, dtype: float64
----------------------------------------
RoofStyle
Gable    0.40
Hip      0.54
other    0.39
Name: BsmtFullBath, dtype: float64
----------------------------------------
RoofStyle
Gable    0.05
Hip      0.06
other    0.15
Name: BsmtHalfBath, dtype: float64
----------------------------------------
RoofStyle
Gable    1.56
Hip      1.60
other    1.42
Name: FullBath, dtype: float64
----------------------------------------
RoofStyle
Gable    0.40
Hip      0.32
other    0.48
Name: HalfBath, dtype: float64
----------------------------------------
RoofStyle
Gable    2.86
Hip      2.88
other    2.97
Name: BedroomAbvGr, dtype: float64
----------------------------------------
RoofStyle
Gable    1.05
Hip      1.03
other    1.06
Name: KitchenAbvGr, dtype: float64
----------------------------------------
RoofStyle
Gable    6.41
Hip      6.92
other    6.88
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
RoofStyle
Gable    0.56
Hip      0.79
other    0.79
Name: Fireplaces, dtype: float64
----------------------------------------
RoofStyle
Gable    1978.79
Hip      1979.96
other    1956.11
Name: GarageYrBlt, dtype: float64
----------------------------------------
RoofStyle
Gable    1.72
Hip      1.98
other    1.61
Name: GarageCars, dtype: float64
----------------------------------------
RoofStyle
Gable    457.69
Hip      540.05
other    420.33
Name: GarageArea, dtype: float64
----------------------------------------
RoofStyle
Gable     88.73
Hip      114.26
other    111.42
Name: WoodDeckSF, dtype: float64
----------------------------------------
RoofStyle
Gable    45.83
Hip      50.97
other    37.94
Name: OpenPorchSF, dtype: float64
----------------------------------------
RoofStyle
Gable    22.80
Hip      16.82
other    37.30
Name: EnclosedPorch, dtype: float64
----------------------------------------
RoofStyle
Gable    2.95
Hip      5.20
other    3.94
Name: 3SsnPorch, dtype: float64
----------------------------------------
RoofStyle
Gable    12.39
Hip      22.80
other    40.18
Name: ScreenPorch, dtype: float64
----------------------------------------
RoofStyle
Gable     1.41
Hip       5.88
other    22.36
Name: PoolArea, dtype: float64
----------------------------------------
RoofStyle
Gable     26.06
Hip       87.43
other    265.15
Name: MiscVal, dtype: float64
----------------------------------------
RoofStyle
Gable    6.29
Hip      6.38
other    6.82
Name: MoSold, dtype: float64
----------------------------------------
RoofStyle
Gable    2007.81
Hip      2007.84
other    2007.82
Name: YrSold, dtype: float64
----------------------------------------
RoofStyle
Gable    171483.96
Hip      218876.93
other    178271.18
Name: SalePrice, dtype: float64
----------------------------------------
RoofMatl
CompShg    69.59
other      95.52
Name: LotFrontage, dtype: float64
----------------------------------------
RoofMatl
CompShg    10270.29
other      24114.38
Name: LotArea, dtype: float64
----------------------------------------
RoofMatl
CompShg    1971.34
other      1967.50
Name: YearBuilt, dtype: float64
----------------------------------------
RoofMatl
CompShg    1984.95
other      1980.46
Name: YearRemodAdd, dtype: float64
----------------------------------------
RoofMatl
CompShg    102.49
other      169.73
Name: MasVnrArea, dtype: float64
----------------------------------------
RoofMatl
CompShg    437.15
other      801.73
Name: BsmtFinSF1, dtype: float64
----------------------------------------
RoofMatl
CompShg     44.53
other      158.04
Name: BsmtFinSF2, dtype: float64
----------------------------------------
RoofMatl
CompShg    568.56
other      494.65
Name: BsmtUnfSF, dtype: float64
----------------------------------------
RoofMatl
CompShg    1050.23
other      1454.42
Name: TotalBsmtSF, dtype: float64
----------------------------------------
RoofMatl
CompShg    1152.72
other      1708.92
Name: 1stFlrSF, dtype: float64
----------------------------------------
RoofMatl
CompShg    346.37
other      381.50
Name: 2ndFlrSF, dtype: float64
----------------------------------------
RoofMatl
CompShg     5.55
other      22.00
Name: LowQualFinSF, dtype: float64
----------------------------------------
RoofMatl
CompShg    1504.64
other      2112.42
Name: GrLivArea, dtype: float64
----------------------------------------
RoofMatl
CompShg    0.42
other      0.69
Name: BsmtFullBath, dtype: float64
----------------------------------------
RoofMatl
CompShg    0.06
other      0.19
Name: BsmtHalfBath, dtype: float64
----------------------------------------
RoofMatl
CompShg    1.56
other      1.58
Name: FullBath, dtype: float64
----------------------------------------
RoofMatl
CompShg    0.38
other      0.46
Name: HalfBath, dtype: float64
----------------------------------------
RoofMatl
CompShg    2.87
other      2.73
Name: BedroomAbvGr, dtype: float64
----------------------------------------
RoofMatl
CompShg    1.05
other      1.00
Name: KitchenAbvGr, dtype: float64
----------------------------------------
RoofMatl
CompShg    6.51
other      7.15
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
RoofMatl
CompShg    0.60
other      1.15
Name: Fireplaces, dtype: float64
----------------------------------------
RoofMatl
CompShg    1978.63
other      1971.44
Name: GarageYrBlt, dtype: float64
----------------------------------------
RoofMatl
CompShg    1.76
other      1.96
Name: GarageCars, dtype: float64
----------------------------------------
RoofMatl
CompShg    471.18
other      572.46
Name: GarageArea, dtype: float64
----------------------------------------
RoofMatl
CompShg     92.53
other      188.73
Name: WoodDeckSF, dtype: float64
----------------------------------------
RoofMatl
CompShg    46.03
other      81.42
Name: OpenPorchSF, dtype: float64
----------------------------------------
RoofMatl
CompShg    22.23
other       6.69
Name: EnclosedPorch, dtype: float64
----------------------------------------
RoofMatl
CompShg    3.38
other      5.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
RoofMatl
CompShg    14.38
other      52.73
Name: ScreenPorch, dtype: float64
----------------------------------------
RoofMatl
CompShg     1.96
other      46.85
Name: PoolArea, dtype: float64
----------------------------------------
RoofMatl
CompShg    44.28
other       0.00
Name: MiscVal, dtype: float64
----------------------------------------
RoofMatl
CompShg    6.31
other      6.81
Name: MoSold, dtype: float64
----------------------------------------
RoofMatl
CompShg    2007.82
other      2007.54
Name: YrSold, dtype: float64
----------------------------------------
RoofMatl
CompShg    179803.68
other      242556.54
Name: SalePrice, dtype: float64
----------------------------------------
Exterior1st
BrkFace    72.61
CemntBd    61.96
HdBoard    70.83
MetalSd    63.83
Plywood    70.91
VinylSd    72.27
Wd Sdng    71.65
other      69.94
Name: LotFrontage, dtype: float64
----------------------------------------
Exterior1st
BrkFace    14959.10
CemntBd     9198.54
HdBoard    10278.24
MetalSd     8611.62
Plywood    14442.72
VinylSd     9904.66
Wd Sdng    11721.76
other      10176.65
Name: LotArea, dtype: float64
----------------------------------------
Exterior1st
BrkFace    1955.64
CemntBd    1986.31
HdBoard    1973.57
MetalSd    1956.24
Plywood    1973.79
VinylSd    1992.48
Wd Sdng    1940.83
other      1942.19
Name: YearBuilt, dtype: float64
----------------------------------------
Exterior1st
BrkFace    1968.20
CemntBd    1994.64
HdBoard    1980.41
MetalSd    1976.68
Plywood    1979.15
VinylSd    1998.41
Wd Sdng    1974.45
other      1969.64
Name: YearRemodAdd, dtype: float64
----------------------------------------
Exterior1st
BrkFace      2.24
CemntBd    143.10
HdBoard    126.17
MetalSd     82.99
Plywood    112.42
VinylSd    135.98
Wd Sdng     43.67
other       65.42
Name: MasVnrArea, dtype: float64
----------------------------------------
Exterior1st
BrkFace    474.66
CemntBd    649.52
HdBoard    511.98
MetalSd    387.52
Plywood    616.54
VinylSd    427.91
Wd Sdng    344.32
other      353.28
Name: BsmtFinSF1, dtype: float64
----------------------------------------
Exterior1st
BrkFace    139.46
CemntBd     27.16
HdBoard     55.29
MetalSd     33.74
Plywood    106.88
VinylSd     21.14
Wd Sdng     67.88
other       41.31
Name: BsmtFinSF2, dtype: float64
----------------------------------------
Exterior1st
BrkFace    568.50
CemntBd    578.00
HdBoard    428.74
MetalSd    504.30
Plywood    427.89
VinylSd    710.92
Wd Sdng    526.21
other      482.40
Name: BsmtUnfSF, dtype: float64
----------------------------------------
Exterior1st
BrkFace    1182.62
CemntBd    1254.69
HdBoard     996.01
MetalSd     925.56
Plywood    1151.31
VinylSd    1159.96
Wd Sdng     938.42
other       876.99
Name: TotalBsmtSF, dtype: float64
----------------------------------------
Exterior1st
BrkFace    1415.24
CemntBd    1309.52
HdBoard    1093.91
MetalSd    1025.51
Plywood    1322.85
VinylSd    1199.52
Wd Sdng    1113.28
other      1132.99
Name: 1stFlrSF, dtype: float64
----------------------------------------
Exterior1st
BrkFace    208.12
CemntBd    401.10
HdBoard    305.17
MetalSd    318.08
Plywood    231.83
VinylSd    411.75
Wd Sdng    331.01
other      368.36
Name: 2ndFlrSF, dtype: float64
----------------------------------------
Exterior1st
BrkFace     0.00
CemntBd     0.00
HdBoard     1.69
MetalSd    12.13
Plywood     5.24
VinylSd     1.54
Wd Sdng    18.15
other       5.03
Name: LowQualFinSF, dtype: float64
----------------------------------------
Exterior1st
BrkFace    1623.36
CemntBd    1710.62
HdBoard    1400.77
MetalSd    1355.72
Plywood    1559.93
VinylSd    1612.81
Wd Sdng    1462.44
other      1506.37
Name: GrLivArea, dtype: float64
----------------------------------------
Exterior1st
BrkFace    0.36
CemntBd    0.57
HdBoard    0.45
MetalSd    0.38
Plywood    0.57
VinylSd    0.43
Wd Sdng    0.35
other      0.36
Name: BsmtFullBath, dtype: float64
----------------------------------------
Exterior1st
BrkFace    0.06
CemntBd    0.05
HdBoard    0.08
MetalSd    0.04
Plywood    0.09
VinylSd    0.04
Wd Sdng    0.07
other      0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
Exterior1st
BrkFace    1.52
CemntBd    1.77
HdBoard    1.43
MetalSd    1.37
Plywood    1.65
VinylSd    1.80
Wd Sdng    1.32
other      1.36
Name: FullBath, dtype: float64
----------------------------------------
Exterior1st
BrkFace    0.32
CemntBd    0.43
HdBoard    0.47
MetalSd    0.30
Plywood    0.42
VinylSd    0.45
Wd Sdng    0.24
other      0.23
Name: HalfBath, dtype: float64
----------------------------------------
Exterior1st
BrkFace    2.90
CemntBd    2.77
HdBoard    2.99
MetalSd    2.74
Plywood    2.88
VinylSd    2.85
Wd Sdng    2.94
other      2.85
Name: BedroomAbvGr, dtype: float64
----------------------------------------
Exterior1st
BrkFace    1.08
CemntBd    1.00
HdBoard    1.04
MetalSd    1.06
Plywood    1.11
VinylSd    1.02
Wd Sdng    1.05
other      1.10
Name: KitchenAbvGr, dtype: float64
----------------------------------------
Exterior1st
BrkFace    6.58
CemntBd    6.92
HdBoard    6.27
MetalSd    6.08
Plywood    6.54
VinylSd    6.80
Wd Sdng    6.42
other      6.51
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
Exterior1st
BrkFace    1.00
CemntBd    0.70
HdBoard    0.56
MetalSd    0.43
Plywood    0.92
VinylSd    0.61
Wd Sdng    0.60
other      0.62
Name: Fireplaces, dtype: float64
----------------------------------------
Exterior1st
BrkFace    1958.41
CemntBd    1990.94
HdBoard    1975.99
MetalSd    1967.52
Plywood    1975.75
VinylSd    1995.54
Wd Sdng    1959.76
other      1960.65
Name: GarageYrBlt, dtype: float64
----------------------------------------
Exterior1st
BrkFace    1.66
CemntBd    1.90
HdBoard    1.66
MetalSd    1.49
Plywood    1.87
VinylSd    2.10
Wd Sdng    1.42
other      1.44
Name: GarageCars, dtype: float64
----------------------------------------
Exterior1st
BrkFace    431.00
CemntBd    523.13
HdBoard    446.77
MetalSd    412.15
Plywood    499.00
VinylSd    553.66
Wd Sdng    378.41
other      387.85
Name: GarageArea, dtype: float64
----------------------------------------
Exterior1st
BrkFace     49.12
CemntBd    143.90
HdBoard    103.68
MetalSd     62.03
Plywood    128.85
VinylSd    106.35
Wd Sdng     79.92
other       58.35
Name: WoodDeckSF, dtype: float64
----------------------------------------
Exterior1st
BrkFace    34.62
CemntBd    73.57
HdBoard    35.92
MetalSd    33.75
Plywood    52.67
VinylSd    60.10
Wd Sdng    41.51
other      16.88
Name: OpenPorchSF, dtype: float64
----------------------------------------
Exterior1st
BrkFace    41.52
CemntBd     5.74
HdBoard    12.08
MetalSd    35.93
Plywood    11.62
VinylSd     7.74
Wd Sdng    44.47
other      59.49
Name: EnclosedPorch, dtype: float64
----------------------------------------
Exterior1st
BrkFace    10.60
CemntBd     2.51
HdBoard     7.55
MetalSd     0.00
Plywood     4.69
VinylSd     3.08
Wd Sdng     2.54
other       0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
Exterior1st
BrkFace    36.32
CemntBd    23.89
HdBoard    13.72
MetalSd    12.89
Plywood    24.87
VinylSd     7.58
Wd Sdng    24.81
other      14.54
Name: ScreenPorch, dtype: float64
----------------------------------------
Exterior1st
BrkFace     0.00
CemntBd     0.00
HdBoard     2.92
MetalSd     0.00
Plywood    16.97
VinylSd     0.00
Wd Sdng     2.69
other      12.72
Name: PoolArea, dtype: float64
----------------------------------------
Exterior1st
BrkFace     23.00
CemntBd     40.98
HdBoard     24.77
MetalSd    113.00
Plywood    111.11
VinylSd     19.09
Wd Sdng     37.16
other        0.00
Name: MiscVal, dtype: float64
----------------------------------------
Exterior1st
BrkFace    6.34
CemntBd    6.82
HdBoard    6.30
MetalSd    6.45
Plywood    5.87
VinylSd    6.31
Wd Sdng    6.34
other      6.31
Name: MoSold, dtype: float64
----------------------------------------
Exterior1st
BrkFace    2008.00
CemntBd    2007.98
HdBoard    2007.86
MetalSd    2007.75
Plywood    2008.06
VinylSd    2007.79
Wd Sdng    2007.75
other      2007.59
Name: YrSold, dtype: float64
----------------------------------------
Exterior1st
BrkFace    194573.00
CemntBd    231690.66
HdBoard    163077.45
MetalSd    149422.18
Plywood    175942.38
VinylSd    213732.90
Wd Sdng    149841.65
other      144429.40
Name: SalePrice, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    62.52
HdBoard    70.20
MetalSd    63.59
Plywood    74.64
VinylSd    72.59
Wd Sdng    71.49
Wd Shng    61.11
other      69.31
Name: LotFrontage, dtype: float64
----------------------------------------
Exterior2nd
CmentBd     8444.10
HdBoard    11014.48
MetalSd     8569.32
Plywood    14370.79
VinylSd     9960.58
Wd Sdng    10722.04
Wd Shng    10051.29
other      12031.82
Name: LotArea, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    1986.90
HdBoard    1972.94
MetalSd    1956.86
Plywood    1970.37
VinylSd    1992.67
Wd Sdng    1941.40
Wd Shng    1951.76
other      1948.51
Name: YearBuilt, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    1994.87
HdBoard    1980.76
MetalSd    1976.57
Plywood    1978.37
VinylSd    1998.65
Wd Sdng    1972.98
Wd Shng    1980.89
other      1969.49
Name: YearRemodAdd, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    135.44
HdBoard    130.58
MetalSd     82.88
Plywood     98.35
VinylSd    136.66
Wd Sdng     38.34
Wd Shng     58.55
other       59.86
Name: MasVnrArea, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    620.28
HdBoard    528.00
MetalSd    393.45
Plywood    564.58
VinylSd    427.65
Wd Sdng    332.10
Wd Shng    322.29
other      445.18
Name: BsmtFinSF1, dtype: float64
----------------------------------------
Exterior2nd
CmentBd     27.62
HdBoard     58.18
MetalSd     33.85
Plywood    106.43
VinylSd     18.92
Wd Sdng     75.94
Wd Shng     26.87
other       65.17
Name: BsmtFinSF2, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    613.77
HdBoard    428.81
MetalSd    501.88
Plywood    429.40
VinylSd    713.74
Wd Sdng    524.13
Wd Shng    494.26
other      535.14
Name: BsmtUnfSF, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    1261.67
HdBoard    1014.99
MetalSd     929.18
Plywood    1100.42
VinylSd    1160.31
Wd Sdng     932.17
Wd Shng     843.42
other      1045.50
Name: TotalBsmtSF, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    1312.87
HdBoard    1125.02
MetalSd    1027.82
Plywood    1292.41
VinylSd    1200.68
Wd Sdng    1106.60
Wd Shng    1014.87
other      1230.60
Name: 1stFlrSF, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    381.30
HdBoard    315.48
MetalSd    312.03
Plywood    201.98
VinylSd    412.24
Wd Sdng    314.48
Wd Shng    441.11
other      372.34
Name: 2ndFlrSF, dtype: float64
----------------------------------------
Exterior2nd
CmentBd     0.00
HdBoard     1.82
MetalSd    12.47
Plywood     6.78
VinylSd     1.57
Wd Sdng    16.96
Wd Shng     0.00
other       4.00
Name: LowQualFinSF, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    1694.17
HdBoard    1442.32
MetalSd    1352.32
Plywood    1501.17
VinylSd    1614.49
Wd Sdng    1438.04
Wd Shng    1455.97
other      1606.94
Name: GrLivArea, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    0.55
HdBoard    0.45
MetalSd    0.38
Plywood    0.54
VinylSd    0.43
Wd Sdng    0.34
Wd Shng    0.42
other      0.37
Name: BsmtFullBath, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    0.05
HdBoard    0.09
MetalSd    0.03
Plywood    0.08
VinylSd    0.04
Wd Sdng    0.07
Wd Shng    0.00
other      0.09
Name: BsmtHalfBath, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    1.77
HdBoard    1.47
MetalSd    1.36
Plywood    1.55
VinylSd    1.80
Wd Sdng    1.30
Wd Shng    1.55
other      1.44
Name: FullBath, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    0.40
HdBoard    0.47
MetalSd    0.29
Plywood    0.35
VinylSd    0.46
Wd Sdng    0.26
Wd Shng    0.26
other      0.34
Name: HalfBath, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    2.75
HdBoard    2.99
MetalSd    2.73
Plywood    2.93
VinylSd    2.86
Wd Sdng    2.92
Wd Shng    2.74
other      2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    1.00
HdBoard    1.03
MetalSd    1.06
Plywood    1.09
VinylSd    1.02
Wd Sdng    1.05
Wd Shng    1.08
other      1.13
Name: KitchenAbvGr, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    6.90
HdBoard    6.38
MetalSd    6.07
Plywood    6.37
VinylSd    6.80
Wd Sdng    6.32
Wd Shng    6.63
other      6.63
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    0.70
HdBoard    0.60
MetalSd    0.44
Plywood    0.81
VinylSd    0.61
Wd Sdng    0.59
Wd Shng    0.66
other      0.71
Name: Fireplaces, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    1990.91
HdBoard    1975.74
MetalSd    1967.38
Plywood    1974.57
VinylSd    1995.71
Wd Sdng    1959.49
Wd Shng    1964.36
other      1962.00
Name: GarageYrBlt, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    1.90
HdBoard    1.68
MetalSd    1.50
Plywood    1.73
VinylSd    2.10
Wd Sdng    1.41
Wd Shng    1.53
other      1.60
Name: GarageCars, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    520.67
HdBoard    455.55
MetalSd    413.61
Plywood    471.20
VinylSd    555.48
Wd Sdng    377.47
Wd Shng    363.89
other      422.84
Name: GarageArea, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    135.25
HdBoard    104.71
MetalSd     59.00
Plywood    125.49
VinylSd    106.58
Wd Sdng     73.75
Wd Shng    105.24
other       52.19
Name: WoodDeckSF, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    75.47
HdBoard    38.49
MetalSd    34.44
Plywood    48.85
VinylSd    60.98
Wd Sdng    39.06
Wd Shng    21.58
other      21.15
Name: OpenPorchSF, dtype: float64
----------------------------------------
Exterior2nd
CmentBd     5.83
HdBoard    13.66
MetalSd    34.21
Plywood    10.94
VinylSd     7.52
Wd Sdng    40.44
Wd Shng    58.42
other      61.46
Name: EnclosedPorch, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    2.55
HdBoard    7.54
MetalSd    0.00
Plywood    7.71
VinylSd    3.15
Wd Sdng    2.47
Wd Shng    0.00
other      0.98
Name: 3SsnPorch, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    20.78
HdBoard    13.33
MetalSd    12.58
Plywood    26.07
VinylSd     7.51
Wd Sdng    28.02
Wd Shng     8.58
other      19.96
Name: ScreenPorch, dtype: float64
----------------------------------------
Exterior2nd
CmentBd     0.00
HdBoard     3.13
MetalSd     0.00
Plywood    12.91
VinylSd     0.00
Wd Sdng     0.00
Wd Shng     0.00
other      15.79
Name: PoolArea, dtype: float64
----------------------------------------
Exterior2nd
CmentBd     41.67
HdBoard     26.57
MetalSd    116.17
Plywood     91.20
VinylSd     12.56
Wd Sdng     39.87
Wd Shng     92.11
other        0.00
Name: MiscVal, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    6.73
HdBoard    6.21
MetalSd    6.46
Plywood    6.09
VinylSd    6.32
Wd Sdng    6.36
Wd Shng    6.24
other      6.33
Name: MoSold, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    2008.02
HdBoard    2007.92
MetalSd    2007.71
Plywood    2007.99
VinylSd    2007.78
Wd Sdng    2007.78
Wd Shng    2007.89
other      2007.70
Name: YrSold, dtype: float64
----------------------------------------
Exterior2nd
CmentBd    230093.83
HdBoard    167661.57
MetalSd    149803.17
Plywood    168112.39
VinylSd    214432.46
Wd Sdng    148386.07
Wd Shng    161328.95
other      165989.99
Name: SalePrice, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     74.62
BrkFace    72.40
Stone      76.18
Name: LotFrontage, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     21865.60
BrkFace    10269.87
Stone      11750.50
Name: LotArea, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     1959.40
BrkFace    1983.82
Stone      1999.48
Name: YearBuilt, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     1976.80
BrkFace    1987.87
Stone      2002.19
Name: YearRemodAdd, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     247.67
BrkFace    259.01
Stone      239.30
Name: MasVnrArea, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     410.53
BrkFace    532.54
Stone      720.76
Name: BsmtFinSF1, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     171.93
BrkFace     35.30
Stone        9.62
Name: BsmtFinSF2, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     493.67
BrkFace    602.38
Stone      752.59
Name: BsmtUnfSF, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     1076.13
BrkFace    1170.22
Stone      1482.97
Name: TotalBsmtSF, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     1252.87
BrkFace    1262.15
Stone      1496.04
Name: 1stFlrSF, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     226.87
BrkFace    382.89
Stone      283.41
Name: 2ndFlrSF, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     0.0
BrkFace    0.0
Stone      0.0
Name: LowQualFinSF, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     1479.73
BrkFace    1645.03
Stone      1779.45
Name: GrLivArea, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     0.40
BrkFace    0.46
Stone      0.62
Name: BsmtFullBath, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     0.20
BrkFace    0.08
Stone      0.03
Name: BsmtHalfBath, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     1.40
BrkFace    1.71
Stone      1.93
Name: FullBath, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     0.33
BrkFace    0.49
Stone      0.31
Name: HalfBath, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     3.00
BrkFace    2.98
Stone      2.77
Name: BedroomAbvGr, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     1.00
BrkFace    1.03
Stone      1.02
Name: KitchenAbvGr, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     6.47
BrkFace    6.82
Stone      7.27
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     0.73
BrkFace    0.74
Stone      0.88
Name: Fireplaces, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     1964.20
BrkFace    1985.03
Stone      1999.73
Name: GarageYrBlt, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     1.67
BrkFace    2.02
Stone      2.45
Name: GarageCars, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     440.20
BrkFace    535.32
Stone      670.14
Name: GarageArea, dtype: float64
----------------------------------------
MasVnrType
BrkCmn      83.60
BrkFace    114.47
Stone      125.66
Name: WoodDeckSF, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     49.80
BrkFace    50.65
Stone      73.13
Name: OpenPorchSF, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     19.13
BrkFace    11.71
Stone       4.27
Name: EnclosedPorch, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     0.00
BrkFace    5.54
Stone      3.57
Name: 3SsnPorch, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     11.20
BrkFace    18.55
Stone      14.41
Name: ScreenPorch, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     0.00
BrkFace    2.62
Stone      3.75
Name: PoolArea, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     166.67
BrkFace     20.07
Stone        2.73
Name: MiscVal, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     6.13
BrkFace    6.37
Stone      6.49
Name: MoSold, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     2007.53
BrkFace    2007.74
Stone      2008.08
Name: YrSold, dtype: float64
----------------------------------------
MasVnrType
BrkCmn     146318.07
BrkFace    204691.87
Stone      265583.62
Name: SalePrice, dtype: float64
----------------------------------------
ExterQual
Ex    87.70
Fa    73.00
Gd    72.62
TA    67.61
Name: LotFrontage, dtype: float64
----------------------------------------
ExterQual
Ex    14482.06
Fa     8324.29
Gd    10561.20
TA    10299.22
Name: LotArea, dtype: float64
----------------------------------------
ExterQual
Ex    2000.35
Fa    1934.71
Gd    1995.04
TA    1957.36
Name: YearBuilt, dtype: float64
----------------------------------------
ExterQual
Ex    2006.13
Fa    1956.79
Gd    2000.35
TA    1975.74
Name: YearRemodAdd, dtype: float64
----------------------------------------
ExterQual
Ex    425.36
Fa      0.00
Gd    140.55
TA     66.97
Name: MasVnrArea, dtype: float64
----------------------------------------
ExterQual
Ex    956.88
Fa     93.21
Gd    483.78
TA    397.97
Name: BsmtFinSF1, dtype: float64
----------------------------------------
ExterQual
Ex    19.81
Fa    58.36
Gd    31.47
TA    56.02
Name: BsmtFinSF2, dtype: float64
----------------------------------------
ExterQual
Ex    870.25
Fa    526.43
Gd    717.49
TA    469.55
Name: BsmtUnfSF, dtype: float64
----------------------------------------
ExterQual
Ex    1846.94
Fa     678.00
Gd    1232.75
TA     923.55
Name: TotalBsmtSF, dtype: float64
----------------------------------------
ExterQual
Ex    1825.48
Fa     850.43
Gd    1276.47
TA    1068.09
Name: 1stFlrSF, dtype: float64
----------------------------------------
ExterQual
Ex    438.54
Fa    258.50
Gd    459.50
TA    282.50
Name: 2ndFlrSF, dtype: float64
----------------------------------------
ExterQual
Ex     0.00
Fa    73.43
Gd     3.76
TA     6.26
Name: LowQualFinSF, dtype: float64
----------------------------------------
ExterQual
Ex    2264.02
Fa    1182.36
Gd    1739.74
TA    1356.85
Name: GrLivArea, dtype: float64
----------------------------------------
ExterQual
Ex    0.63
Fa    0.14
Gd    0.48
TA    0.39
Name: BsmtFullBath, dtype: float64
----------------------------------------
ExterQual
Ex    0.06
Fa    0.00
Gd    0.03
TA    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
ExterQual
Ex    2.10
Fa    1.07
Gd    1.90
TA    1.36
Name: FullBath, dtype: float64
----------------------------------------
ExterQual
Ex    0.56
Fa    0.14
Gd    0.51
TA    0.31
Name: HalfBath, dtype: float64
----------------------------------------
ExterQual
Ex    2.79
Fa    2.43
Gd    2.84
TA    2.89
Name: BedroomAbvGr, dtype: float64
----------------------------------------
ExterQual
Ex    1.00
Fa    1.21
Gd    1.00
TA    1.07
Name: KitchenAbvGr, dtype: float64
----------------------------------------
ExterQual
Ex    8.52
Fa    5.71
Gd    6.90
TA    6.21
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
ExterQual
Ex    1.19
Fa    0.14
Gd    0.75
TA    0.51
Name: Fireplaces, dtype: float64
----------------------------------------
ExterQual
Ex    2003.35
Fa    1972.11
Gd    1996.39
TA    1967.55
Name: GarageYrBlt, dtype: float64
----------------------------------------
ExterQual
Ex    2.71
Fa    0.86
Gd    2.22
TA    1.49
Name: GarageCars, dtype: float64
----------------------------------------
ExterQual
Ex    775.23
Fa    270.29
Gd    584.75
TA    398.56
Name: GarageArea, dtype: float64
----------------------------------------
ExterQual
Ex    163.27
Fa     37.14
Gd    122.64
TA     75.87
Name: WoodDeckSF, dtype: float64
----------------------------------------
ExterQual
Ex    109.54
Fa     11.57
Gd     65.42
TA     33.49
Name: OpenPorchSF, dtype: float64
----------------------------------------
ExterQual
Ex     0.71
Fa    53.86
Gd    11.70
TA    28.20
Name: EnclosedPorch, dtype: float64
----------------------------------------
ExterQual
Ex    8.79
Fa    0.00
Gd    4.02
TA    2.82
Name: 3SsnPorch, dtype: float64
----------------------------------------
ExterQual
Ex    31.81
Fa     0.00
Gd    12.27
TA    15.83
Name: ScreenPorch, dtype: float64
----------------------------------------
ExterQual
Ex    9.23
Fa    0.00
Gd    3.70
TA    1.92
Name: PoolArea, dtype: float64
----------------------------------------
ExterQual
Ex     57.31
Fa    293.86
Gd     14.24
TA     54.58
Name: MiscVal, dtype: float64
----------------------------------------
ExterQual
Ex    6.37
Fa    5.57
Gd    6.49
TA    6.24
Name: MoSold, dtype: float64
----------------------------------------
ExterQual
Ex    2008.17
Fa    2008.71
Gd    2007.75
TA    2007.82
Name: YrSold, dtype: float64
----------------------------------------
ExterQual
Ex    367360.96
Fa     87985.21
Gd    231633.51
TA    144341.31
Name: SalePrice, dtype: float64
----------------------------------------
ExterCond
Gd       68.03
TA       70.42
other    64.41
Name: LotFrontage, dtype: float64
----------------------------------------
ExterCond
Gd       10556.56
TA       10560.26
other     8595.50
Name: LotArea, dtype: float64
----------------------------------------
ExterCond
Gd       1954.54
TA       1974.14
other    1932.50
Name: YearBuilt, dtype: float64
----------------------------------------
ExterCond
Gd       1984.89
TA       1985.33
other    1966.34
Name: YearRemodAdd, dtype: float64
----------------------------------------
ExterCond
Gd        81.37
TA       108.06
other     30.38
Name: MasVnrArea, dtype: float64
----------------------------------------
ExterCond
Gd       468.89
TA       447.78
other    162.44
Name: BsmtFinSF1, dtype: float64
----------------------------------------
ExterCond
Gd       73.10
TA       44.69
other     0.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
ExterCond
Gd       438.99
TA       582.37
other    546.28
Name: BsmtUnfSF, dtype: float64
----------------------------------------
ExterCond
Gd        980.97
TA       1074.84
other     708.72
Name: TotalBsmtSF, dtype: float64
----------------------------------------
ExterCond
Gd       1133.36
TA       1170.55
other     978.84
Name: 1stFlrSF, dtype: float64
----------------------------------------
ExterCond
Gd       354.45
TA       347.23
other    303.28
Name: 2ndFlrSF, dtype: float64
----------------------------------------
ExterCond
Gd        8.01
TA        4.76
other    39.41
Name: LowQualFinSF, dtype: float64
----------------------------------------
ExterCond
Gd       1495.82
TA       1522.54
other    1321.53
Name: GrLivArea, dtype: float64
----------------------------------------
ExterCond
Gd       0.47
TA       0.43
other    0.22
Name: BsmtFullBath, dtype: float64
----------------------------------------
ExterCond
Gd       0.12
TA       0.05
other    0.03
Name: BsmtHalfBath, dtype: float64
----------------------------------------
ExterCond
Gd       1.47
TA       1.58
other    1.28
Name: FullBath, dtype: float64
----------------------------------------
ExterCond
Gd       0.27
TA       0.40
other    0.16
Name: HalfBath, dtype: float64
----------------------------------------
ExterCond
Gd       2.93
TA       2.86
other    2.91
Name: BedroomAbvGr, dtype: float64
----------------------------------------
ExterCond
Gd       1.03
TA       1.05
other    1.12
Name: KitchenAbvGr, dtype: float64
----------------------------------------
ExterCond
Gd       6.44
TA       6.54
other    6.19
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
ExterCond
Gd       0.60
TA       0.62
other    0.31
Name: Fireplaces, dtype: float64
----------------------------------------
ExterCond
Gd       1967.58
TA       1980.14
other    1962.85
Name: GarageYrBlt, dtype: float64
----------------------------------------
ExterCond
Gd       1.56
TA       1.81
other    0.88
Name: GarageCars, dtype: float64
----------------------------------------
ExterCond
Gd       438.18
TA       482.69
other    242.62
Name: GarageArea, dtype: float64
----------------------------------------
ExterCond
Gd       106.09
TA        94.44
other     32.31
Name: WoodDeckSF, dtype: float64
----------------------------------------
ExterCond
Gd       48.14
TA       46.65
other    40.47
Name: OpenPorchSF, dtype: float64
----------------------------------------
ExterCond
Gd       31.58
TA       20.49
other    36.91
Name: EnclosedPorch, dtype: float64
----------------------------------------
ExterCond
Gd       3.38
TA       3.50
other    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
ExterCond
Gd       20.30
TA       14.60
other     9.69
Name: ScreenPorch, dtype: float64
----------------------------------------
ExterCond
Gd       8.56
TA       2.17
other    0.00
Name: PoolArea, dtype: float64
----------------------------------------
ExterCond
Gd       156.37
TA        28.64
other    123.44
Name: MiscVal, dtype: float64
----------------------------------------
ExterCond
Gd       6.34
TA       6.34
other    5.62
Name: MoSold, dtype: float64
----------------------------------------
ExterCond
Gd       2007.90
TA       2007.80
other    2008.09
Name: YrSold, dtype: float64
----------------------------------------
ExterCond
Gd       168897.57
TA       184034.90
other    111036.38
Name: SalePrice, dtype: float64
----------------------------------------
Foundation
BrkTil    61.46
CBlock    70.64
PConc     71.44
other     69.58
Name: LotFrontage, dtype: float64
----------------------------------------
Foundation
BrkTil     9159.17
CBlock    11272.36
PConc     10139.60
other      9403.94
Name: LotArea, dtype: float64
----------------------------------------
Foundation
BrkTil    1921.02
CBlock    1961.25
PConc     1993.31
other     1953.85
Name: YearBuilt, dtype: float64
----------------------------------------
Foundation
BrkTil    1971.62
CBlock    1975.22
PConc     1998.05
other     1970.45
Name: YearRemodAdd, dtype: float64
----------------------------------------
Foundation
BrkTil      7.00
CBlock     89.56
PConc     142.72
other      37.42
Name: MasVnrArea, dtype: float64
----------------------------------------
Foundation
BrkTil    165.84
CBlock    477.12
PConc     492.05
other      80.30
Name: BsmtFinSF1, dtype: float64
----------------------------------------
Foundation
BrkTil    19.73
CBlock    80.89
PConc     21.32
other      0.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
Foundation
BrkTil    629.05
CBlock    443.47
PConc     695.33
other     160.33
Name: BsmtUnfSF, dtype: float64
----------------------------------------
Foundation
BrkTil     814.62
CBlock    1001.49
PConc     1208.70
other      240.64
Name: TotalBsmtSF, dtype: float64
----------------------------------------
Foundation
BrkTil     975.08
CBlock    1121.46
PConc     1248.05
other     1108.45
Name: 1stFlrSF, dtype: float64
----------------------------------------
Foundation
BrkTil    455.01
CBlock    228.71
PConc     436.88
other     379.12
Name: 2ndFlrSF, dtype: float64
----------------------------------------
Foundation
BrkTil    21.99
CBlock     5.32
PConc      2.93
other      1.61
Name: LowQualFinSF, dtype: float64
----------------------------------------
Foundation
BrkTil    1452.08
CBlock    1355.50
PConc     1687.86
other     1489.18
Name: GrLivArea, dtype: float64
----------------------------------------
Foundation
BrkTil    0.20
CBlock    0.45
PConc     0.47
other     0.03
Name: BsmtFullBath, dtype: float64
----------------------------------------
Foundation
BrkTil    0.03
CBlock    0.09
PConc     0.03
other     0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
Foundation
BrkTil    1.33
CBlock    1.32
PConc     1.85
other     1.64
Name: FullBath, dtype: float64
----------------------------------------
Foundation
BrkTil    0.21
CBlock    0.33
PConc     0.49
other     0.09
Name: HalfBath, dtype: float64
----------------------------------------
Foundation
BrkTil    2.92
CBlock    2.87
PConc     2.84
other     3.03
Name: BedroomAbvGr, dtype: float64
----------------------------------------
Foundation
BrkTil    1.08
CBlock    1.06
PConc     1.01
other     1.39
Name: KitchenAbvGr, dtype: float64
----------------------------------------
Foundation
BrkTil    6.55
CBlock    6.13
PConc     6.87
other     6.85
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
Foundation
BrkTil    0.47
CBlock    0.59
PConc     0.69
other     0.33
Name: Fireplaces, dtype: float64
----------------------------------------
Foundation
BrkTil    1951.18
CBlock    1967.66
PConc     1995.86
other     1967.64
Name: GarageYrBlt, dtype: float64
----------------------------------------
Foundation
BrkTil    1.31
CBlock    1.50
PConc     2.15
other     1.58
Name: GarageCars, dtype: float64
----------------------------------------
Foundation
BrkTil    344.66
CBlock    410.85
PConc     566.15
other     407.64
Name: GarageArea, dtype: float64
----------------------------------------
Foundation
BrkTil     50.23
CBlock     82.46
PConc     118.43
other      41.27
Name: WoodDeckSF, dtype: float64
----------------------------------------
Foundation
BrkTil    33.48
CBlock    33.79
PConc     63.61
other     19.94
Name: OpenPorchSF, dtype: float64
----------------------------------------
Foundation
BrkTil    72.67
CBlock    21.32
PConc     10.24
other     39.33
Name: EnclosedPorch, dtype: float64
----------------------------------------
Foundation
BrkTil    0.99
CBlock    3.34
PConc     3.70
other     9.70
Name: 3SsnPorch, dtype: float64
----------------------------------------
Foundation
BrkTil    17.82
CBlock    18.96
PConc     11.39
other      0.00
Name: ScreenPorch, dtype: float64
----------------------------------------
Foundation
BrkTil    0.00
CBlock    3.91
PConc     2.39
other     0.00
Name: PoolArea, dtype: float64
----------------------------------------
Foundation
BrkTil     27.53
CBlock     70.97
PConc       9.40
other     254.55
Name: MiscVal, dtype: float64
----------------------------------------
Foundation
BrkTil    6.45
CBlock    6.26
PConc     6.38
other     5.97
Name: MoSold, dtype: float64
----------------------------------------
Foundation
BrkTil    2007.73
CBlock    2007.87
PConc     2007.77
other     2008.18
Name: YrSold, dtype: float64
----------------------------------------
Foundation
BrkTil    132291.08
CBlock    149805.71
PConc     225230.44
other     125137.27
Name: SalePrice, dtype: float64
----------------------------------------
BsmtQual
Ex    85.45
Fa    62.83
Gd    69.39
TA    68.41
Name: LotFrontage, dtype: float64
----------------------------------------
BsmtQual
Ex    12695.54
Fa     8315.34
Gd    10813.66
TA    10016.31
Name: LotArea, dtype: float64
----------------------------------------
BsmtQual
Ex    2003.35
Fa    1922.89
Gd    1991.00
TA    1949.95
Name: YearBuilt, dtype: float64
----------------------------------------
BsmtQual
Ex    2004.51
Fa    1967.66
Gd    1995.05
TA    1973.43
Name: YearRemodAdd, dtype: float64
----------------------------------------
BsmtQual
Ex    304.19
Fa     21.69
Gd    112.84
TA     65.87
Name: MasVnrArea, dtype: float64
----------------------------------------
BsmtQual
Ex    855.33
Fa    130.71
Gd    472.50
TA    381.57
Name: BsmtFinSF1, dtype: float64
----------------------------------------
BsmtQual
Ex    23.56
Fa     7.89
Gd    34.66
TA    66.90
Name: BsmtFinSF2, dtype: float64
----------------------------------------
BsmtQual
Ex    766.71
Fa    594.43
Gd    623.91
TA    506.96
Name: BsmtUnfSF, dtype: float64
----------------------------------------
BsmtQual
Ex    1645.60
Fa     733.03
Gd    1131.07
TA     955.43
Name: TotalBsmtSF, dtype: float64
----------------------------------------
BsmtQual
Ex    1647.79
Fa     939.97
Gd    1184.62
TA    1066.50
Name: 1stFlrSF, dtype: float64
----------------------------------------
BsmtQual
Ex    406.15
Fa    351.80
Gd    421.90
TA    273.75
Name: 2ndFlrSF, dtype: float64
----------------------------------------
BsmtQual
Ex     3.17
Fa     4.11
Gd     0.39
TA    11.88
Name: LowQualFinSF, dtype: float64
----------------------------------------
BsmtQual
Ex    2057.11
Fa    1295.89
Gd    1606.91
TA    1352.14
Name: GrLivArea, dtype: float64
----------------------------------------
BsmtQual
Ex    0.68
Fa    0.17
Gd    0.48
TA    0.37
Name: BsmtFullBath, dtype: float64
----------------------------------------
BsmtQual
Ex    0.05
Fa    0.06
Gd    0.04
TA    0.08
Name: BsmtHalfBath, dtype: float64
----------------------------------------
BsmtQual
Ex    2.00
Fa    1.29
Gd    1.81
TA    1.26
Name: FullBath, dtype: float64
----------------------------------------
BsmtQual
Ex    0.50
Fa    0.17
Gd    0.50
TA    0.29
Name: HalfBath, dtype: float64
----------------------------------------
BsmtQual
Ex    2.74
Fa    2.54
Gd    2.83
TA    2.95
Name: BedroomAbvGr, dtype: float64
----------------------------------------
BsmtQual
Ex    1.00
Fa    1.11
Gd    1.01
TA    1.06
Name: KitchenAbvGr, dtype: float64
----------------------------------------
BsmtQual
Ex    7.82
Fa    6.11
Gd    6.59
TA    6.24
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
BsmtQual
Ex    1.02
Fa    0.29
Gd    0.68
TA    0.51
Name: Fireplaces, dtype: float64
----------------------------------------
BsmtQual
Ex    2004.07
Fa    1950.67
Gd    1992.06
TA    1962.92
Name: GarageYrBlt, dtype: float64
----------------------------------------
BsmtQual
Ex    2.65
Fa    1.40
Gd    2.03
TA    1.39
Name: GarageCars, dtype: float64
----------------------------------------
BsmtQual
Ex    736.21
Fa    381.51
Gd    524.20
TA    386.48
Name: GarageArea, dtype: float64
----------------------------------------
BsmtQual
Ex    162.99
Fa     50.46
Gd    117.77
TA     65.39
Name: WoodDeckSF, dtype: float64
----------------------------------------
BsmtQual
Ex    93.59
Fa    12.69
Gd    55.47
TA    33.16
Name: OpenPorchSF, dtype: float64
----------------------------------------
BsmtQual
Ex     2.16
Fa    70.80
Gd     9.27
TA    35.17
Name: EnclosedPorch, dtype: float64
----------------------------------------
BsmtQual
Ex    3.78
Fa    4.00
Gd    4.05
TA    2.61
Name: 3SsnPorch, dtype: float64
----------------------------------------
BsmtQual
Ex    19.41
Fa     4.80
Gd    14.04
TA    16.63
Name: ScreenPorch, dtype: float64
----------------------------------------
BsmtQual
Ex    8.55
Fa    0.00
Gd    2.03
TA    2.67
Name: PoolArea, dtype: float64
----------------------------------------
BsmtQual
Ex     0.00
Fa    61.43
Gd    33.38
TA    54.72
Name: MiscVal, dtype: float64
----------------------------------------
BsmtQual
Ex    6.31
Fa    6.20
Gd    6.38
TA    6.29
Name: MoSold, dtype: float64
----------------------------------------
BsmtQual
Ex    2007.81
Fa    2007.51
Gd    2007.78
TA    2007.85
Name: YrSold, dtype: float64
----------------------------------------
BsmtQual
Ex    327041.04
Fa    115692.03
Gd    202688.48
TA    140759.82
Name: SalePrice, dtype: float64
----------------------------------------
BsmtCond
Fa    61.78
Gd    70.42
Po    65.02
TA    70.43
Name: LotFrontage, dtype: float64
----------------------------------------
BsmtCond
Fa     9005.47
Gd    11200.40
Po     9493.50
TA    10570.84
Name: LotArea, dtype: float64
----------------------------------------
BsmtCond
Fa    1929.29
Gd    1982.55
Po    1921.00
TA    1972.64
Name: YearBuilt, dtype: float64
----------------------------------------
BsmtCond
Fa    1974.22
Gd    1993.51
Po    1950.00
TA    1985.35
Name: YearRemodAdd, dtype: float64
----------------------------------------
BsmtCond
Fa     29.76
Gd     97.00
Po      0.00
TA    108.62
Name: MasVnrArea, dtype: float64
----------------------------------------
BsmtCond
Fa    217.76
Gd    450.37
Po    175.00
TA    463.99
Name: BsmtFinSF1, dtype: float64
----------------------------------------
BsmtCond
Fa     13.07
Gd    104.77
Po      0.00
TA     46.20
Name: BsmtFinSF2, dtype: float64
----------------------------------------
BsmtCond
Fa    640.91
Gd    579.02
Po    647.00
TA    580.02
Name: BsmtUnfSF, dtype: float64
----------------------------------------
BsmtCond
Fa     871.73
Gd    1134.15
Po     822.00
TA    1090.20
Name: TotalBsmtSF, dtype: float64
----------------------------------------
BsmtCond
Fa    1031.49
Gd    1218.51
Po     990.50
TA    1166.23
Name: 1stFlrSF, dtype: float64
----------------------------------------
BsmtCond
Fa    440.93
Gd    419.09
Po      0.00
TA    345.37
Name: 2ndFlrSF, dtype: float64
----------------------------------------
BsmtCond
Fa    38.09
Gd     0.00
Po     0.00
TA     5.16
Name: LowQualFinSF, dtype: float64
----------------------------------------
BsmtCond
Fa    1510.51
Gd    1637.60
Po     990.50
TA    1516.76
Name: GrLivArea, dtype: float64
----------------------------------------
BsmtCond
Fa    0.18
Gd    0.54
Po    0.50
TA    0.44
Name: BsmtFullBath, dtype: float64
----------------------------------------
BsmtCond
Fa    0.07
Gd    0.15
Po    0.00
TA    0.05
Name: BsmtHalfBath, dtype: float64
----------------------------------------
BsmtCond
Fa    1.36
Gd    1.74
Po    0.50
TA    1.56
Name: FullBath, dtype: float64
----------------------------------------
BsmtCond
Fa    0.16
Gd    0.42
Po    0.50
TA    0.40
Name: HalfBath, dtype: float64
----------------------------------------
BsmtCond
Fa    3.07
Gd    2.89
Po    1.50
TA    2.86
Name: BedroomAbvGr, dtype: float64
----------------------------------------
BsmtCond
Fa    1.09
Gd    1.00
Po    1.00
TA    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
BsmtCond
Fa    6.64
Gd    6.77
Po    5.00
TA    6.51
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
BsmtCond
Fa    0.44
Gd    0.69
Po    0.00
TA    0.63
Name: Fireplaces, dtype: float64
----------------------------------------
BsmtCond
Fa    1954.50
Gd    1987.77
Po    1949.25
TA    1979.20
Name: GarageYrBlt, dtype: float64
----------------------------------------
BsmtCond
Fa    1.24
Gd    2.03
Po    0.50
TA    1.78
Name: GarageCars, dtype: float64
----------------------------------------
BsmtCond
Fa    327.47
Gd    536.03
Po    169.00
TA    478.49
Name: GarageArea, dtype: float64
----------------------------------------
BsmtCond
Fa     53.11
Gd    132.91
Po      0.00
TA     95.87
Name: WoodDeckSF, dtype: float64
----------------------------------------
BsmtCond
Fa    33.51
Gd    59.80
Po     0.00
TA    47.43
Name: OpenPorchSF, dtype: float64
----------------------------------------
BsmtCond
Fa    58.47
Gd    12.35
Po     0.00
TA    21.25
Name: EnclosedPorch, dtype: float64
----------------------------------------
BsmtCond
Fa    0.00
Gd    0.00
Po    0.00
TA    3.66
Name: 3SsnPorch, dtype: float64
----------------------------------------
BsmtCond
Fa    11.24
Gd    12.94
Po     0.00
TA    15.75
Name: ScreenPorch, dtype: float64
----------------------------------------
BsmtCond
Fa    0.00
Gd    0.00
Po    0.00
TA    3.07
Name: PoolArea, dtype: float64
----------------------------------------
BsmtCond
Fa    17.78
Gd    45.85
Po     0.00
TA    41.58
Name: MiscVal, dtype: float64
----------------------------------------
BsmtCond
Fa    6.24
Gd    6.88
Po    7.00
TA    6.30
Name: MoSold, dtype: float64
----------------------------------------
BsmtCond
Fa    2007.71
Gd    2007.17
Po    2008.00
TA    2007.84
Name: YrSold, dtype: float64
----------------------------------------
BsmtCond
Fa    121809.53
Gd    213599.91
Po     64000.00
TA    183632.62
Name: SalePrice, dtype: float64
----------------------------------------
BsmtExposure
Av    72.32
Gd    80.35
Mn    72.45
No    67.94
Name: LotFrontage, dtype: float64
----------------------------------------
BsmtExposure
Av    10483.48
Gd    19244.49
Mn    10705.22
No     9318.59
Name: LotArea, dtype: float64
----------------------------------------
BsmtExposure
Av    1989.14
Gd    1985.29
Mn    1967.52
No    1966.14
Name: YearBuilt, dtype: float64
----------------------------------------
BsmtExposure
Av    1993.18
Gd    1991.84
Mn    1984.96
No    1982.61
Name: YearRemodAdd, dtype: float64
----------------------------------------
BsmtExposure
Av    122.41
Gd    201.87
Mn     93.74
No     89.31
Name: MasVnrArea, dtype: float64
----------------------------------------
BsmtExposure
Av    553.67
Gd    925.77
Mn    468.85
No    365.01
Name: BsmtFinSF1, dtype: float64
----------------------------------------
BsmtExposure
Av    43.55
Gd    95.81
Mn    77.58
No    38.46
Name: BsmtFinSF2, dtype: float64
----------------------------------------
BsmtExposure
Av    586.17
Gd    439.02
Mn    553.76
No    604.13
Name: BsmtUnfSF, dtype: float64
----------------------------------------
BsmtExposure
Av    1183.38
Gd    1460.60
Mn    1100.19
No    1007.60
Name: TotalBsmtSF, dtype: float64
----------------------------------------
BsmtExposure
Av    1249.63
Gd    1510.22
Mn    1189.00
No    1092.88
Name: 1stFlrSF, dtype: float64
----------------------------------------
BsmtExposure
Av    241.15
Gd    250.93
Mn    411.49
No    383.20
Name: 2ndFlrSF, dtype: float64
----------------------------------------
BsmtExposure
Av    1.06
Gd    0.00
Mn    5.02
No    8.05
Name: LowQualFinSF, dtype: float64
----------------------------------------
BsmtExposure
Av    1491.84
Gd    1761.14
Mn    1605.51
No    1484.13
Name: GrLivArea, dtype: float64
----------------------------------------
BsmtExposure
Av    0.59
Gd    0.87
Mn    0.48
No    0.33
Name: BsmtFullBath, dtype: float64
----------------------------------------
BsmtExposure
Av    0.07
Gd    0.11
Mn    0.06
No    0.05
Name: BsmtHalfBath, dtype: float64
----------------------------------------
BsmtExposure
Av    1.62
Gd    1.71
Mn    1.61
No    1.52
Name: FullBath, dtype: float64
----------------------------------------
BsmtExposure
Av    0.32
Gd    0.36
Mn    0.37
No    0.42
Name: HalfBath, dtype: float64
----------------------------------------
BsmtExposure
Av    2.69
Gd    2.67
Mn    2.95
No    2.93
Name: BedroomAbvGr, dtype: float64
----------------------------------------
BsmtExposure
Av    1.02
Gd    1.01
Mn    1.03
No    1.05
Name: KitchenAbvGr, dtype: float64
----------------------------------------
BsmtExposure
Av    6.45
Gd    6.71
Mn    6.65
No    6.50
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
BsmtExposure
Av    0.61
Gd    1.02
Mn    0.73
No    0.56
Name: Fireplaces, dtype: float64
----------------------------------------
BsmtExposure
Av    1990.98
Gd    1986.83
Mn    1975.78
No    1975.14
Name: GarageYrBlt, dtype: float64
----------------------------------------
BsmtExposure
Av    2.02
Gd    2.16
Mn    1.87
No    1.65
Name: GarageCars, dtype: float64
----------------------------------------
BsmtExposure
Av    544.52
Gd    586.10
Mn    510.32
No    440.38
Name: GarageArea, dtype: float64
----------------------------------------
BsmtExposure
Av    128.93
Gd    166.90
Mn    106.03
No     77.25
Name: WoodDeckSF, dtype: float64
----------------------------------------
BsmtExposure
Av    48.97
Gd    61.76
Mn    52.93
No    44.43
Name: OpenPorchSF, dtype: float64
----------------------------------------
BsmtExposure
Av     9.20
Gd    11.21
Mn    29.72
No    25.57
Name: EnclosedPorch, dtype: float64
----------------------------------------
BsmtExposure
Av    2.91
Gd    2.83
Mn    1.47
No    3.78
Name: 3SsnPorch, dtype: float64
----------------------------------------
BsmtExposure
Av    10.70
Gd    25.87
Mn    20.99
No    14.44
Name: ScreenPorch, dtype: float64
----------------------------------------
BsmtExposure
Av    8.46
Gd    3.58
Mn    0.00
No    1.76
Name: PoolArea, dtype: float64
----------------------------------------
BsmtExposure
Av     15.18
Gd     11.94
Mn    178.51
No     34.62
Name: MiscVal, dtype: float64
----------------------------------------
BsmtExposure
Av    6.49
Gd    6.33
Mn    6.30
No    6.30
Name: MoSold, dtype: float64
----------------------------------------
BsmtExposure
Av    2007.71
Gd    2007.65
Mn    2007.73
No    2007.87
Name: YrSold, dtype: float64
----------------------------------------
BsmtExposure
Av    206643.42
Gd    257689.81
Mn    192789.66
No    165652.30
Name: SalePrice, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    68.78
BLQ    69.80
GLQ    72.90
LwQ    64.51
Rec    72.17
Unf    68.64
Name: LotFrontage, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    11579.89
BLQ    10870.64
GLQ    10730.16
LwQ     9579.35
Rec    11631.83
Unf     9565.31
Name: LotArea, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    1967.67
BLQ    1958.20
GLQ    1994.12
LwQ    1951.91
Rec    1951.33
Unf    1966.16
Name: YearBuilt, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    1980.55
BLQ    1973.50
GLQ    1997.95
LwQ    1974.43
Rec    1969.29
Unf    1986.38
Name: YearRemodAdd, dtype: float64
----------------------------------------
BsmtFinType1
ALQ     84.08
BLQ     79.62
GLQ    167.33
LwQ     54.00
Rec    101.62
Unf     75.14
Name: MasVnrArea, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    619.86
BLQ    536.67
GLQ    801.73
LwQ    379.54
Rec    516.60
Unf      0.00
Name: BsmtFinSF1, dtype: float64
----------------------------------------
BsmtFinType1
ALQ     77.23
BLQ     94.26
GLQ     19.63
LwQ    257.47
Rec     73.40
Unf      0.00
Name: BsmtFinSF2, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    346.71
BLQ    371.99
GLQ    455.84
LwQ    388.57
Rec    424.49
Unf    979.27
Name: BsmtUnfSF, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    1043.81
BLQ    1002.91
GLQ    1277.20
LwQ    1025.58
Rec    1014.49
Unf     979.27
Name: TotalBsmtSF, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    1137.55
BLQ    1104.84
GLQ    1312.97
LwQ    1122.14
Rec    1113.05
Unf    1076.42
Name: 1stFlrSF, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    211.21
BLQ    224.93
GLQ    360.55
LwQ    375.20
Rec    290.54
Unf    472.06
Name: 2ndFlrSF, dtype: float64
----------------------------------------
BsmtFinType1
ALQ     0.00
BLQ     2.43
GLQ     2.45
LwQ    22.30
Rec     9.32
Unf     9.79
Name: LowQualFinSF, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    1348.76
BLQ    1332.20
GLQ    1675.97
LwQ    1519.64
Rec    1412.91
Unf    1558.27
Name: GrLivArea, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    0.60
BLQ    0.49
GLQ    0.79
LwQ    0.31
Rec    0.35
Unf    0.03
Name: BsmtFullBath, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    0.10
BLQ    0.09
GLQ    0.06
LwQ    0.11
Rec    0.06
Unf    0.02
Name: BsmtHalfBath, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    1.41
BLQ    1.24
GLQ    1.79
LwQ    1.41
Rec    1.29
Unf    1.65
Name: FullBath, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    0.36
BLQ    0.32
GLQ    0.43
LwQ    0.34
Rec    0.32
Unf    0.43
Name: HalfBath, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    2.84
BLQ    2.82
GLQ    2.69
LwQ    3.01
Rec    3.07
Unf    2.99
Name: BedroomAbvGr, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    1.02
BLQ    1.02
GLQ    1.02
LwQ    1.05
Rec    1.05
Unf    1.06
Name: KitchenAbvGr, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    6.05
BLQ    6.07
GLQ    6.68
LwQ    6.45
Rec    6.40
Unf    6.81
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    0.64
BLQ    0.66
GLQ    0.73
LwQ    0.57
Rec    0.55
Unf    0.53
Name: Fireplaces, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    1973.74
BLQ    1964.17
GLQ    1994.84
LwQ    1963.85
Rec    1960.58
Unf    1978.94
Name: GarageYrBlt, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    1.65
BLQ    1.43
GLQ    2.15
LwQ    1.47
Rec    1.46
Unf    1.75
Name: GarageCars, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    443.01
BLQ    403.09
GLQ    577.87
LwQ    387.55
Rec    401.48
Unf    456.90
Name: GarageArea, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    104.41
BLQ     86.81
GLQ    128.33
LwQ     70.68
Rec     51.38
Unf     81.83
Name: WoodDeckSF, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    37.76
BLQ    36.91
GLQ    62.65
LwQ    34.70
Rec    33.89
Unf    47.77
Name: OpenPorchSF, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    18.92
BLQ    22.32
GLQ     9.00
LwQ    38.97
Rec    31.42
Unf    30.23
Name: EnclosedPorch, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    2.77
BLQ    8.87
GLQ    4.55
LwQ    0.00
Rec    2.44
Unf    1.51
Name: 3SsnPorch, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    17.94
BLQ    16.97
GLQ    13.39
LwQ    26.51
Rec    24.55
Unf    10.95
Name: ScreenPorch, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    5.56
BLQ    3.51
GLQ    3.70
LwQ    0.00
Rec    0.00
Unf    1.72
Name: PoolArea, dtype: float64
----------------------------------------
BsmtFinType1
ALQ     41.95
BLQ    146.49
GLQ     36.96
LwQ     31.76
Rec     15.56
Unf     17.47
Name: MiscVal, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    6.07
BLQ    6.44
GLQ    6.25
LwQ    6.39
Rec    6.41
Unf    6.46
Name: MoSold, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    2007.79
BLQ    2007.86
GLQ    2007.95
LwQ    2007.84
Rec    2007.64
Unf    2007.72
Name: YrSold, dtype: float64
----------------------------------------
BsmtFinType1
ALQ    161573.07
BLQ    149493.66
GLQ    235413.72
LwQ    151852.70
Rec    146889.25
Unf    170670.58
Name: SalePrice, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      73.07
LwQ      71.40
Rec      73.61
Unf      69.90
other    68.68
Name: LotFrontage, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      14272.82
LwQ      10395.63
Rec      16041.54
Unf      10197.54
other    11406.39
Name: LotArea, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      1960.85
LwQ      1967.63
Rec      1961.61
Unf      1972.48
other    1971.97
Name: YearBuilt, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      1977.76
LwQ      1975.63
Rec      1976.87
Unf      1986.18
other    1986.85
Name: YearRemodAdd, dtype: float64
----------------------------------------
BsmtFinType2
BLQ       74.67
LwQ       73.85
Rec       81.31
Unf      109.37
other     64.61
Name: MasVnrArea, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      399.27
LwQ      621.07
Rec      401.22
Unf      456.43
other    300.03
Name: BsmtFinSF1, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      329.91
LwQ      310.74
Rec      392.46
Unf        0.00
other    639.67
Name: BsmtFinSF2, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      357.18
LwQ      149.96
Rec      330.67
Unf      622.80
other    236.24
Name: BsmtUnfSF, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      1086.36
LwQ      1081.76
Rec      1124.35
Unf      1079.23
other    1175.94
Name: TotalBsmtSF, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      1157.55
LwQ      1218.54
Rec      1259.72
Unf      1156.57
other    1211.36
Name: 1stFlrSF, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      211.12
LwQ      223.43
Rec      217.28
Unf      367.22
other    292.61
Name: 2ndFlrSF, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      14.52
LwQ       8.52
Rec       0.00
Unf       5.75
other    11.82
Name: LowQualFinSF, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      1383.18
LwQ      1450.50
Rec      1477.00
Unf      1529.54
other    1515.79
Name: GrLivArea, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      0.67
LwQ      0.59
Rec      0.56
Unf      0.41
other    0.79
Name: BsmtFullBath, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      0.06
LwQ      0.13
Rec      0.19
Unf      0.05
other    0.15
Name: BsmtHalfBath, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      1.33
LwQ      1.46
Rec      1.39
Unf      1.58
other    1.45
Name: FullBath, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      0.21
LwQ      0.28
Rec      0.41
Unf      0.40
other    0.33
Name: HalfBath, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      2.94
LwQ      3.00
Rec      2.96
Unf      2.86
other    2.58
Name: BedroomAbvGr, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      1.00
LwQ      1.02
Rec      1.06
Unf      1.04
other    1.00
Name: KitchenAbvGr, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      6.18
LwQ      6.35
Rec      6.30
Unf      6.55
other    6.39
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      0.61
LwQ      0.61
Rec      0.76
Unf      0.61
other    0.73
Name: Fireplaces, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      1971.92
LwQ      1969.76
Rec      1968.25
Unf      1979.77
other    1976.55
Name: GarageYrBlt, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      1.58
LwQ      1.63
Rec      1.61
Unf      1.79
other    1.82
Name: GarageCars, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      459.27
LwQ      453.07
Rec      454.57
Unf      477.46
other    487.67
Name: GarageArea, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      102.85
LwQ      142.93
Rec      124.28
Unf       92.45
other    118.61
Name: WoodDeckSF, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      25.67
LwQ      37.39
Rec      48.15
Unf      48.30
other    52.67
Name: OpenPorchSF, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      26.91
LwQ      25.48
Rec      36.61
Unf      20.67
other    39.15
Name: EnclosedPorch, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      5.45
LwQ      0.00
Rec      5.37
Unf      3.45
other    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      18.91
LwQ      21.65
Rec      33.02
Unf      14.31
other    18.52
Name: ScreenPorch, dtype: float64
----------------------------------------
BsmtFinType2
BLQ       0.00
LwQ      36.50
Rec       0.00
Unf       1.87
other     0.00
Name: PoolArea, dtype: float64
----------------------------------------
BsmtFinType2
BLQ       46.97
LwQ       62.61
Rec      190.74
Unf       34.37
other     12.12
Name: MiscVal, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      6.00
LwQ      6.00
Rec      6.31
Unf      6.35
other    6.09
Name: MoSold, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      2008.15
LwQ      2007.54
Rec      2008.00
Unf      2007.80
other    2008.00
Name: YrSold, dtype: float64
----------------------------------------
BsmtFinType2
BLQ      151101.00
LwQ      164364.13
Rec      164917.13
Unf      184694.69
other    197656.06
Name: SalePrice, dtype: float64
----------------------------------------
Heating
GasA     70.07
other    69.25
Name: LotFrontage, dtype: float64
----------------------------------------
Heating
GasA     10397.81
other    15827.94
Name: LotArea, dtype: float64
----------------------------------------
Heating
GasA     1972.25
other    1927.59
Name: YearBuilt, dtype: float64
----------------------------------------
Heating
GasA     1985.39
other    1961.69
Name: YearRemodAdd, dtype: float64
----------------------------------------
Heating
GasA     105.53
other     21.25
Name: MasVnrArea, dtype: float64
----------------------------------------
Heating
GasA     447.61
other    266.44
Name: BsmtFinSF1, dtype: float64
----------------------------------------
Heating
GasA     46.31
other    57.22
Name: BsmtFinSF2, dtype: float64
----------------------------------------
Heating
GasA     569.79
other    453.28
Name: BsmtUnfSF, dtype: float64
----------------------------------------
Heating
GasA     1063.71
other     776.94
Name: TotalBsmtSF, dtype: float64
----------------------------------------
Heating
GasA     1165.31
other    1042.75
Name: 1stFlrSF, dtype: float64
----------------------------------------
Heating
GasA     344.05
other    478.47
Name: 2ndFlrSF, dtype: float64
----------------------------------------
Heating
GasA     5.83
other    6.41
Name: LowQualFinSF, dtype: float64
----------------------------------------
Heating
GasA     1515.19
other    1527.62
Name: GrLivArea, dtype: float64
----------------------------------------
Heating
GasA     0.43
other    0.25
Name: BsmtFullBath, dtype: float64
----------------------------------------
Heating
GasA     0.06
other    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
Heating
GasA     1.57
other    1.47
Name: FullBath, dtype: float64
----------------------------------------
Heating
GasA     0.39
other    0.22
Name: HalfBath, dtype: float64
----------------------------------------
Heating
GasA     2.87
other    2.91
Name: BedroomAbvGr, dtype: float64
----------------------------------------
Heating
GasA     1.04
other    1.16
Name: KitchenAbvGr, dtype: float64
----------------------------------------
Heating
GasA     6.52
other    6.47
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
Heating
GasA     0.62
other    0.44
Name: Fireplaces, dtype: float64
----------------------------------------
Heating
GasA     1979.14
other    1950.16
Name: GarageYrBlt, dtype: float64
----------------------------------------
Heating
GasA     1.78
other    1.41
Name: GarageCars, dtype: float64
----------------------------------------
Heating
GasA     475.76
other    348.75
Name: GarageArea, dtype: float64
----------------------------------------
Heating
GasA     95.91
other    20.06
Name: WoodDeckSF, dtype: float64
----------------------------------------
Heating
GasA     46.64
other    47.44
Name: OpenPorchSF, dtype: float64
----------------------------------------
Heating
GasA     21.21
other    55.00
Name: EnclosedPorch, dtype: float64
----------------------------------------
Heating
GasA     3.49
other    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
Heating
GasA     14.86
other    23.84
Name: ScreenPorch, dtype: float64
----------------------------------------
Heating
GasA     2.82
other    0.00
Name: PoolArea, dtype: float64
----------------------------------------
Heating
GasA     43.66
other    35.94
Name: MiscVal, dtype: float64
----------------------------------------
Heating
GasA     6.32
other    6.47
Name: MoSold, dtype: float64
----------------------------------------
Heating
GasA     2007.82
other    2007.75
Name: YrSold, dtype: float64
----------------------------------------
Heating
GasA     182021.20
other    131833.72
Name: SalePrice, dtype: float64
----------------------------------------
HeatingQC
Ex    72.06
Fa    66.32
Gd    68.12
Po    50.00
TA    68.12
Name: LotFrontage, dtype: float64
----------------------------------------
HeatingQC
Ex    10566.66
Fa     9785.39
Gd    10223.50
Po     5000.00
TA    10692.35
Name: LotArea, dtype: float64
----------------------------------------
HeatingQC
Ex    1985.11
Fa    1941.69
Gd    1958.64
Po    1941.00
TA    1957.87
Name: YearBuilt, dtype: float64
----------------------------------------
HeatingQC
Ex    1995.36
Fa    1961.82
Gd    1981.31
Po    1950.00
TA    1971.42
Name: YearRemodAdd, dtype: float64
----------------------------------------
HeatingQC
Ex    133.98
Fa     47.12
Gd     72.08
Po      0.00
TA     75.75
Name: MasVnrArea, dtype: float64
----------------------------------------
HeatingQC
Ex    483.46
Fa    259.16
Gd    385.54
Po    116.00
TA    429.31
Name: BsmtFinSF1, dtype: float64
----------------------------------------
HeatingQC
Ex    35.12
Fa    24.63
Gd    42.15
Po     0.00
TA    71.43
Name: BsmtFinSF2, dtype: float64
----------------------------------------
HeatingQC
Ex    659.23
Fa    498.80
Gd    507.84
Po    604.00
TA    449.17
Name: BsmtUnfSF, dtype: float64
----------------------------------------
HeatingQC
Ex    1177.81
Fa     782.59
Gd     935.52
Po     720.00
TA     949.91
Name: TotalBsmtSF, dtype: float64
----------------------------------------
HeatingQC
Ex    1241.11
Fa     994.10
Gd    1069.20
Po     803.00
TA    1099.50
Name: 1stFlrSF, dtype: float64
----------------------------------------
HeatingQC
Ex    401.84
Fa    290.18
Gd    355.12
Po      0.00
TA    254.78
Name: 2ndFlrSF, dtype: float64
----------------------------------------
HeatingQC
Ex     4.92
Fa    12.02
Gd     3.78
Po     0.00
TA     7.91
Name: LowQualFinSF, dtype: float64
----------------------------------------
HeatingQC
Ex    1647.86
Fa    1296.31
Gd    1428.10
Po     803.00
TA    1362.19
Name: GrLivArea, dtype: float64
----------------------------------------
HeatingQC
Ex    0.48
Fa    0.27
Gd    0.34
Po    0.00
TA    0.41
Name: BsmtFullBath, dtype: float64
----------------------------------------
HeatingQC
Ex    0.04
Fa    0.08
Gd    0.09
Po    0.00
TA    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
HeatingQC
Ex    1.75
Fa    1.29
Gd    1.45
Po    1.00
TA    1.35
Name: FullBath, dtype: float64
----------------------------------------
HeatingQC
Ex    0.43
Fa    0.24
Gd    0.38
Po    0.00
TA    0.31
Name: HalfBath, dtype: float64
----------------------------------------
HeatingQC
Ex    2.84
Fa    2.73
Gd    2.86
Po    2.00
TA    2.93
Name: BedroomAbvGr, dtype: float64
----------------------------------------
HeatingQC
Ex    1.01
Fa    1.12
Gd    1.06
Po    1.00
TA    1.09
Name: KitchenAbvGr, dtype: float64
----------------------------------------
HeatingQC
Ex    6.79
Fa    6.16
Gd    6.34
Po    5.00
TA    6.20
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
HeatingQC
Ex    0.70
Fa    0.49
Gd    0.52
Po    0.00
TA    0.53
Name: Fireplaces, dtype: float64
----------------------------------------
HeatingQC
Ex    1989.35
Fa    1956.13
Gd    1970.72
Po    1941.00
TA    1966.77
Name: GarageYrBlt, dtype: float64
----------------------------------------
HeatingQC
Ex    2.01
Fa    1.33
Gd    1.59
Po    2.00
TA    1.49
Name: GarageCars, dtype: float64
----------------------------------------
HeatingQC
Ex    536.80
Fa    325.35
Gd    416.51
Po    360.00
TA    411.45
Name: GarageArea, dtype: float64
----------------------------------------
HeatingQC
Ex    108.71
Fa     47.80
Gd     90.32
Po      0.00
TA     76.94
Name: WoodDeckSF, dtype: float64
----------------------------------------
HeatingQC
Ex    58.94
Fa    34.53
Gd    35.80
Po     0.00
TA    33.00
Name: OpenPorchSF, dtype: float64
----------------------------------------
HeatingQC
Ex     14.39
Fa     29.08
Gd     35.65
Po    244.00
TA     26.01
Name: EnclosedPorch, dtype: float64
----------------------------------------
HeatingQC
Ex    4.91
Fa    0.00
Gd    3.60
Po    0.00
TA    1.10
Name: 3SsnPorch, dtype: float64
----------------------------------------
HeatingQC
Ex    12.60
Fa     5.39
Gd    16.81
Po     0.00
TA    19.48
Name: ScreenPorch, dtype: float64
----------------------------------------
HeatingQC
Ex     1.40
Fa    13.22
Gd     2.12
Po     0.00
TA     4.28
Name: PoolArea, dtype: float64
----------------------------------------
HeatingQC
Ex    36.37
Fa    97.55
Gd    20.46
Po     0.00
TA    62.70
Name: MiscVal, dtype: float64
----------------------------------------
HeatingQC
Ex     6.33
Fa     5.78
Gd     6.44
Po    12.00
TA     6.29
Name: MoSold, dtype: float64
----------------------------------------
HeatingQC
Ex    2007.83
Fa    2007.86
Gd    2007.66
Po    2007.00
TA    2007.88
Name: YrSold, dtype: float64
----------------------------------------
HeatingQC
Ex    214914.43
Fa    123919.49
Gd    156858.87
Po     87000.00
TA    142362.88
Name: SalePrice, dtype: float64
----------------------------------------
CentralAir
N    64.32
Y    70.45
Name: LotFrontage, dtype: float64
----------------------------------------
CentralAir
N     8635.01
Y    10647.80
Name: LotArea, dtype: float64
----------------------------------------
CentralAir
N    1927.57
Y    1974.31
Name: YearBuilt, dtype: float64
----------------------------------------
CentralAir
N    1961.48
Y    1986.49
Name: YearRemodAdd, dtype: float64
----------------------------------------
CentralAir
N     16.55
Y    109.75
Name: MasVnrArea, dtype: float64
----------------------------------------
CentralAir
N    155.94
Y    463.66
Name: BsmtFinSF1, dtype: float64
----------------------------------------
CentralAir
N    22.14
Y    48.25
Name: BsmtFinSF2, dtype: float64
----------------------------------------
CentralAir
N    533.65
Y    569.58
Name: BsmtUnfSF, dtype: float64
----------------------------------------
CentralAir
N     711.73
Y    1081.49
Name: TotalBsmtSF, dtype: float64
----------------------------------------
CentralAir
N     947.36
Y    1177.61
Name: 1stFlrSF, dtype: float64
----------------------------------------
CentralAir
N    366.52
Y    345.63
Name: 2ndFlrSF, dtype: float64
----------------------------------------
CentralAir
N    15.08
Y     5.20
Name: LowQualFinSF, dtype: float64
----------------------------------------
CentralAir
N    1328.96
Y    1528.44
Name: GrLivArea, dtype: float64
----------------------------------------
CentralAir
N    0.20
Y    0.44
Name: BsmtFullBath, dtype: float64
----------------------------------------
CentralAir
N    0.02
Y    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
CentralAir
N    1.34
Y    1.58
Name: FullBath, dtype: float64
----------------------------------------
CentralAir
N    0.13
Y    0.40
Name: HalfBath, dtype: float64
----------------------------------------
CentralAir
N    2.84
Y    2.87
Name: BedroomAbvGr, dtype: float64
----------------------------------------
CentralAir
N    1.25
Y    1.03
Name: KitchenAbvGr, dtype: float64
----------------------------------------
CentralAir
N    6.31
Y    6.53
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
CentralAir
N    0.16
Y    0.64
Name: Fireplaces, dtype: float64
----------------------------------------
CentralAir
N    1953.58
Y    1980.24
Name: GarageYrBlt, dtype: float64
----------------------------------------
CentralAir
N    1.11
Y    1.81
Name: GarageCars, dtype: float64
----------------------------------------
CentralAir
N    286.04
Y    485.99
Name: GarageArea, dtype: float64
----------------------------------------
CentralAir
N    24.92
Y    99.07
Name: WoodDeckSF, dtype: float64
----------------------------------------
CentralAir
N    40.17
Y    47.11
Name: OpenPorchSF, dtype: float64
----------------------------------------
CentralAir
N    58.29
Y    19.42
Name: EnclosedPorch, dtype: float64
----------------------------------------
CentralAir
N    0.00
Y    3.65
Name: 3SsnPorch, dtype: float64
----------------------------------------
CentralAir
N     4.24
Y    15.81
Name: ScreenPorch, dtype: float64
----------------------------------------
CentralAir
N    0.00
Y    2.95
Name: PoolArea, dtype: float64
----------------------------------------
CentralAir
N    48.15
Y    43.16
Name: MiscVal, dtype: float64
----------------------------------------
CentralAir
N    6.22
Y    6.33
Name: MoSold, dtype: float64
----------------------------------------
CentralAir
N    2007.86
Y    2007.81
Name: YrSold, dtype: float64
----------------------------------------
CentralAir
N    105264.07
Y    186186.71
Name: SalePrice, dtype: float64
----------------------------------------
Electrical
FuseA    65.91
SBrkr    70.48
other    64.20
Name: LotFrontage, dtype: float64
----------------------------------------
Electrical
FuseA     9248.21
SBrkr    10658.95
other     8273.19
Name: LotArea, dtype: float64
----------------------------------------
Electrical
FuseA    1937.90
SBrkr    1974.43
other    1935.13
Name: YearBuilt, dtype: float64
----------------------------------------
Electrical
FuseA    1962.98
SBrkr    1987.09
other    1954.81
Name: YearRemodAdd, dtype: float64
----------------------------------------
Electrical
FuseA     31.18
SBrkr    109.94
other     57.94
Name: MasVnrArea, dtype: float64
----------------------------------------
Electrical
FuseA    237.41
SBrkr    466.22
other    111.58
Name: BsmtFinSF1, dtype: float64
----------------------------------------
Electrical
FuseA    45.59
SBrkr    47.51
other     9.48
Name: BsmtFinSF2, dtype: float64
----------------------------------------
Electrical
FuseA    575.95
SBrkr    567.25
other    546.23
Name: BsmtUnfSF, dtype: float64
----------------------------------------
Electrical
FuseA     858.95
SBrkr    1080.99
other     667.29
Name: TotalBsmtSF, dtype: float64
----------------------------------------
Electrical
FuseA    1023.16
SBrkr    1177.66
other     952.00
Name: 1stFlrSF, dtype: float64
----------------------------------------
Electrical
FuseA    266.41
SBrkr    353.65
other    295.52
Name: 2ndFlrSF, dtype: float64
----------------------------------------
Electrical
FuseA    16.00
SBrkr     5.27
other     0.00
Name: LowQualFinSF, dtype: float64
----------------------------------------
Electrical
FuseA    1305.57
SBrkr    1536.57
other    1247.52
Name: GrLivArea, dtype: float64
----------------------------------------
Electrical
FuseA    0.22
SBrkr    0.45
other    0.16
Name: BsmtFullBath, dtype: float64
----------------------------------------
Electrical
FuseA    0.04
SBrkr    0.06
other    0.03
Name: BsmtHalfBath, dtype: float64
----------------------------------------
Electrical
FuseA    1.15
SBrkr    1.60
other    1.32
Name: FullBath, dtype: float64
----------------------------------------
Electrical
FuseA    0.16
SBrkr    0.40
other    0.16
Name: HalfBath, dtype: float64
----------------------------------------
Electrical
FuseA    2.73
SBrkr    2.88
other    2.74
Name: BedroomAbvGr, dtype: float64
----------------------------------------
Electrical
FuseA    1.12
SBrkr    1.04
other    1.26
Name: KitchenAbvGr, dtype: float64
----------------------------------------
Electrical
FuseA    6.06
SBrkr    6.56
other    6.13
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
Electrical
FuseA    0.37
SBrkr    0.64
other    0.26
Name: Fireplaces, dtype: float64
----------------------------------------
Electrical
FuseA    1956.27
SBrkr    1980.75
other    1948.58
Name: GarageYrBlt, dtype: float64
----------------------------------------
Electrical
FuseA    1.18
SBrkr    1.82
other    1.10
Name: GarageCars, dtype: float64
----------------------------------------
Electrical
FuseA    317.63
SBrkr    488.48
other    279.52
Name: GarageArea, dtype: float64
----------------------------------------
Electrical
FuseA     32.33
SBrkr    100.25
other     23.16
Name: WoodDeckSF, dtype: float64
----------------------------------------
Electrical
FuseA    30.94
SBrkr    48.68
other     8.77
Name: OpenPorchSF, dtype: float64
----------------------------------------
Electrical
FuseA    45.41
SBrkr    19.24
other    68.16
Name: EnclosedPorch, dtype: float64
----------------------------------------
Electrical
FuseA    3.45
SBrkr    3.49
other    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
Electrical
FuseA    15.55
SBrkr    15.22
other     7.23
Name: ScreenPorch, dtype: float64
----------------------------------------
Electrical
FuseA    0.00
SBrkr    3.02
other    0.00
Name: PoolArea, dtype: float64
----------------------------------------
Electrical
FuseA     6.96
SBrkr    47.11
other     0.00
Name: MiscVal, dtype: float64
----------------------------------------
Electrical
FuseA    6.52
SBrkr    6.32
other    5.97
Name: MoSold, dtype: float64
----------------------------------------
Electrical
FuseA    2007.67
SBrkr    2007.83
other    2007.61
Name: YrSold, dtype: float64
----------------------------------------
Electrical
FuseA    122196.89
SBrkr    186825.11
other    105362.48
Name: SalePrice, dtype: float64
----------------------------------------
KitchenQual
Ex    84.26
Fa    70.13
Gd    71.37
TA    67.06
Name: LotFrontage, dtype: float64
----------------------------------------
KitchenQual
Ex    13224.57
Fa     8487.46
Gd    10577.04
TA    10208.10
Name: LotArea, dtype: float64
----------------------------------------
KitchenQual
Ex    1994.03
Fa    1931.56
Gd    1987.32
TA    1957.48
Name: YearBuilt, dtype: float64
----------------------------------------
KitchenQual
Ex    2002.97
Fa    1959.23
Gd    1998.32
TA    1973.04
Name: YearRemodAdd, dtype: float64
----------------------------------------
KitchenQual
Ex    275.39
Fa     15.23
Gd    124.30
TA     68.58
Name: MasVnrArea, dtype: float64
----------------------------------------
KitchenQual
Ex    850.61
Fa    136.51
Gd    456.47
TA    394.34
Name: BsmtFinSF1, dtype: float64
----------------------------------------
KitchenQual
Ex    27.33
Fa    19.77
Gd    39.31
TA    56.36
Name: BsmtFinSF2, dtype: float64
----------------------------------------
KitchenQual
Ex    762.16
Fa    568.92
Gd    654.34
TA    471.19
Name: BsmtUnfSF, dtype: float64
----------------------------------------
KitchenQual
Ex    1640.10
Fa     725.21
Gd    1150.11
TA     921.89
Name: TotalBsmtSF, dtype: float64
----------------------------------------
KitchenQual
Ex    1657.53
Fa     928.90
Gd    1225.42
TA    1057.63
Name: 1stFlrSF, dtype: float64
----------------------------------------
KitchenQual
Ex    441.38
Fa    299.38
Gd    433.39
TA    267.79
Name: 2ndFlrSF, dtype: float64
----------------------------------------
KitchenQual
Ex    10.51
Fa    26.36
Gd     1.80
TA     7.35
Name: LowQualFinSF, dtype: float64
----------------------------------------
KitchenQual
Ex    2109.42
Fa    1254.64
Gd    1660.61
TA    1332.77
Name: GrLivArea, dtype: float64
----------------------------------------
KitchenQual
Ex    0.66
Fa    0.18
Gd    0.47
TA    0.37
Name: BsmtFullBath, dtype: float64
----------------------------------------
KitchenQual
Ex    0.04
Fa    0.05
Gd    0.05
TA    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
KitchenQual
Ex    1.92
Fa    1.21
Gd    1.82
TA    1.34
Name: FullBath, dtype: float64
----------------------------------------
KitchenQual
Ex    0.55
Fa    0.21
Gd    0.46
TA    0.30
Name: HalfBath, dtype: float64
----------------------------------------
KitchenQual
Ex    2.75
Fa    2.77
Gd    2.88
TA    2.88
Name: BedroomAbvGr, dtype: float64
----------------------------------------
KitchenQual
Ex    1.00
Fa    1.13
Gd    1.01
TA    1.08
Name: KitchenAbvGr, dtype: float64
----------------------------------------
KitchenQual
Ex    8.00
Fa    5.82
Gd    6.74
TA    6.18
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
KitchenQual
Ex    1.12
Fa    0.33
Gd    0.69
TA    0.49
Name: Fireplaces, dtype: float64
----------------------------------------
KitchenQual
Ex    1997.09
Fa    1957.60
Gd    1990.72
TA    1967.35
Name: GarageYrBlt, dtype: float64
----------------------------------------
KitchenQual
Ex    2.52
Fa    0.79
Gd    2.08
TA    1.47
Name: GarageCars, dtype: float64
----------------------------------------
KitchenQual
Ex    706.43
Fa    214.56
Gd    549.10
TA    394.24
Name: GarageArea, dtype: float64
----------------------------------------
KitchenQual
Ex    144.18
Fa     30.41
Gd    118.75
TA     71.30
Name: WoodDeckSF, dtype: float64
----------------------------------------
KitchenQual
Ex    87.01
Fa    22.31
Gd    59.66
TA    32.10
Name: OpenPorchSF, dtype: float64
----------------------------------------
KitchenQual
Ex    12.65
Fa    38.67
Gd    15.55
TA    27.44
Name: EnclosedPorch, dtype: float64
----------------------------------------
KitchenQual
Ex    4.84
Fa    0.00
Gd    3.78
TA    3.10
Name: 3SsnPorch, dtype: float64
----------------------------------------
KitchenQual
Ex    29.83
Fa     3.59
Gd    12.09
TA    16.03
Name: ScreenPorch, dtype: float64
----------------------------------------
KitchenQual
Ex    10.35
Fa     0.00
Gd     4.12
TA     0.78
Name: PoolArea, dtype: float64
----------------------------------------
KitchenQual
Ex      0.00
Fa    112.92
Gd     18.60
TA     65.56
Name: MiscVal, dtype: float64
----------------------------------------
KitchenQual
Ex    6.53
Fa    6.05
Gd    6.46
TA    6.19
Name: MoSold, dtype: float64
----------------------------------------
KitchenQual
Ex    2007.88
Fa    2007.87
Gd    2007.80
TA    2007.81
Name: YrSold, dtype: float64
----------------------------------------
KitchenQual
Ex    328554.67
Fa    105565.21
Gd    212116.02
TA    139962.51
Name: SalePrice, dtype: float64
----------------------------------------
Functional
Min1     67.11
Min2     70.60
Typ      70.19
other    66.81
Name: LotFrontage, dtype: float64
----------------------------------------
Functional
Min1     12500.87
Min2     11189.44
Typ      10419.30
other    11895.97
Name: LotArea, dtype: float64
----------------------------------------
Functional
Min1     1954.29
Min2     1946.06
Typ      1972.69
other    1955.43
Name: YearBuilt, dtype: float64
----------------------------------------
Functional
Min1     1977.00
Min2     1977.32
Typ      1985.37
other    1979.49
Name: YearRemodAdd, dtype: float64
----------------------------------------
Functional
Min1      59.90
Min2      26.97
Typ      108.10
other     45.53
Name: MasVnrArea, dtype: float64
----------------------------------------
Functional
Min1     472.65
Min2     343.47
Typ      449.05
other    305.03
Name: BsmtFinSF1, dtype: float64
----------------------------------------
Functional
Min1     113.68
Min2      60.56
Typ       42.01
other    149.77
Name: BsmtFinSF2, dtype: float64
----------------------------------------
Functional
Min1     340.87
Min2     471.91
Typ      573.70
other    609.26
Name: BsmtUnfSF, dtype: float64
----------------------------------------
Functional
Min1      927.19
Min2      875.94
Typ      1064.76
other    1064.06
Name: TotalBsmtSF, dtype: float64
----------------------------------------
Functional
Min1     1313.03
Min2     1242.79
Typ      1153.14
other    1320.17
Name: 1stFlrSF, dtype: float64
----------------------------------------
Functional
Min1     201.16
Min2     396.74
Typ      348.20
other    381.03
Name: 2ndFlrSF, dtype: float64
----------------------------------------
Functional
Min1     12.39
Min2      4.24
Typ       5.19
other    27.20
Name: LowQualFinSF, dtype: float64
----------------------------------------
Functional
Min1     1526.58
Min2     1643.76
Typ      1506.52
other    1728.40
Name: GrLivArea, dtype: float64
----------------------------------------
Functional
Min1     0.42
Min2     0.38
Typ      0.43
other    0.31
Name: BsmtFullBath, dtype: float64
----------------------------------------
Functional
Min1     0.10
Min2     0.15
Typ      0.06
other    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
Functional
Min1     1.39
Min2     1.44
Typ      1.57
other    1.69
Name: FullBath, dtype: float64
----------------------------------------
Functional
Min1     0.16
Min2     0.38
Typ      0.39
other    0.23
Name: HalfBath, dtype: float64
----------------------------------------
Functional
Min1     2.68
Min2     3.21
Typ      2.86
other    3.00
Name: BedroomAbvGr, dtype: float64
----------------------------------------
Functional
Min1     1.03
Min2     1.09
Typ      1.04
other    1.11
Name: KitchenAbvGr, dtype: float64
----------------------------------------
Functional
Min1     6.58
Min2     6.82
Typ      6.50
other    6.97
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
Functional
Min1     0.74
Min2     0.65
Typ      0.61
other    0.63
Name: Fireplaces, dtype: float64
----------------------------------------
Functional
Min1     1961.26
Min2     1964.65
Typ      1979.47
other    1969.97
Name: GarageYrBlt, dtype: float64
----------------------------------------
Functional
Min1     1.61
Min2     1.50
Typ      1.78
other    1.49
Name: GarageCars, dtype: float64
----------------------------------------
Functional
Min1     441.58
Min2     433.32
Typ      476.82
other    390.03
Name: GarageArea, dtype: float64
----------------------------------------
Functional
Min1     125.16
Min2     123.21
Typ       93.38
other     72.40
Name: WoodDeckSF, dtype: float64
----------------------------------------
Functional
Min1     19.42
Min2     38.94
Typ      47.48
other    46.43
Name: OpenPorchSF, dtype: float64
----------------------------------------
Functional
Min1     28.29
Min2     28.18
Typ      21.32
other    34.94
Name: EnclosedPorch, dtype: float64
----------------------------------------
Functional
Min1     0.00
Min2     4.12
Typ      3.56
other    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
Functional
Min1     15.42
Min2     22.00
Typ      14.60
other    26.03
Name: ScreenPorch, dtype: float64
----------------------------------------
Functional
Min1     0.00
Min2     0.00
Typ      2.96
other    0.00
Name: PoolArea, dtype: float64
----------------------------------------
Functional
Min1     120.00
Min2      23.53
Typ       38.66
other    182.86
Name: MiscVal, dtype: float64
----------------------------------------
Functional
Min1     5.94
Min2     7.03
Typ      6.33
other    5.49
Name: MoSold, dtype: float64
----------------------------------------
Functional
Min1     2007.87
Min2     2008.29
Typ      2007.80
other    2007.94
Name: YrSold, dtype: float64
----------------------------------------
Functional
Min1     146385.48
Min2     144240.65
Typ      183429.15
other    149690.69
Name: SalePrice, dtype: float64
----------------------------------------
FireplaceQu
Fa       69.62
Gd       75.47
TA       73.81
other    75.17
Name: LotFrontage, dtype: float64
----------------------------------------
FireplaceQu
Fa       10957.42
Gd       12455.84
TA       12232.29
other    11457.16
Name: LotArea, dtype: float64
----------------------------------------
FireplaceQu
Fa       1973.58
Gd       1976.22
TA       1979.79
other    1976.68
Name: YearBuilt, dtype: float64
----------------------------------------
FireplaceQu
Fa       1982.58
Gd       1989.57
TA       1986.85
other    1989.80
Name: YearRemodAdd, dtype: float64
----------------------------------------
FireplaceQu
Fa       114.79
Gd       150.59
TA       143.48
other    183.55
Name: MasVnrArea, dtype: float64
----------------------------------------
FireplaceQu
Fa       669.24
Gd       483.82
TA       535.27
other    669.43
Name: BsmtFinSF1, dtype: float64
----------------------------------------
FireplaceQu
Fa       96.73
Gd       40.61
TA       56.69
other    59.48
Name: BsmtFinSF2, dtype: float64
----------------------------------------
FireplaceQu
Fa       340.21
Gd       723.85
TA       517.34
other    522.68
Name: BsmtUnfSF, dtype: float64
----------------------------------------
FireplaceQu
Fa       1106.18
Gd       1248.28
TA       1109.30
other    1251.59
Name: TotalBsmtSF, dtype: float64
----------------------------------------
FireplaceQu
Fa       1180.67
Gd       1348.80
TA       1243.62
other    1362.77
Name: 1stFlrSF, dtype: float64
----------------------------------------
FireplaceQu
Fa       173.97
Gd       393.89
TA       513.01
other    395.61
Name: 2ndFlrSF, dtype: float64
----------------------------------------
FireplaceQu
Fa       0.00
Gd       4.93
TA       3.27
other    8.91
Name: LowQualFinSF, dtype: float64
----------------------------------------
FireplaceQu
Fa       1354.64
Gd       1747.63
TA       1759.89
other    1767.30
Name: GrLivArea, dtype: float64
----------------------------------------
FireplaceQu
Fa       0.55
Gd       0.43
TA       0.50
other    0.48
Name: BsmtFullBath, dtype: float64
----------------------------------------
FireplaceQu
Fa       0.15
Gd       0.05
TA       0.07
other    0.11
Name: BsmtHalfBath, dtype: float64
----------------------------------------
FireplaceQu
Fa       1.45
Gd       1.69
TA       1.79
other    1.59
Name: FullBath, dtype: float64
----------------------------------------
FireplaceQu
Fa       0.45
Gd       0.43
TA       0.58
other    0.43
Name: HalfBath, dtype: float64
----------------------------------------
FireplaceQu
Fa       2.82
Gd       2.91
TA       3.03
other    2.80
Name: BedroomAbvGr, dtype: float64
----------------------------------------
FireplaceQu
Fa       1.00
Gd       1.01
TA       1.02
other    1.02
Name: KitchenAbvGr, dtype: float64
----------------------------------------
FireplaceQu
Fa       5.85
Gd       7.17
TA       7.00
other    6.86
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
FireplaceQu
Fa       1.18
Gd       1.15
TA       1.18
other    1.14
Name: Fireplaces, dtype: float64
----------------------------------------
FireplaceQu
Fa       1975.27
Gd       1980.65
TA       1982.23
other    1986.52
Name: GarageYrBlt, dtype: float64
----------------------------------------
FireplaceQu
Fa       1.70
Gd       2.04
TA       2.01
other    2.02
Name: GarageCars, dtype: float64
----------------------------------------
FireplaceQu
Fa       456.52
Gd       543.85
TA       523.86
other    588.32
Name: GarageArea, dtype: float64
----------------------------------------
FireplaceQu
Fa       127.06
Gd       114.17
TA       122.20
other    158.39
Name: WoodDeckSF, dtype: float64
----------------------------------------
FireplaceQu
Fa       45.48
Gd       55.39
TA       61.48
other    57.07
Name: OpenPorchSF, dtype: float64
----------------------------------------
FireplaceQu
Fa       36.12
Gd       17.57
TA       19.59
other    27.66
Name: EnclosedPorch, dtype: float64
----------------------------------------
FireplaceQu
Fa       0.00
Gd       5.69
TA       3.42
other    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
FireplaceQu
Fa       16.18
Gd       24.57
TA       23.36
other    11.73
Name: ScreenPorch, dtype: float64
----------------------------------------
FireplaceQu
Fa       19.64
Gd        3.21
TA        3.43
other    24.73
Name: PoolArea, dtype: float64
----------------------------------------
FireplaceQu
Fa        0.00
Gd       11.32
TA       73.42
other    54.55
Name: MiscVal, dtype: float64
----------------------------------------
FireplaceQu
Fa       6.52
Gd       6.61
TA       6.26
other    6.52
Name: MoSold, dtype: float64
----------------------------------------
FireplaceQu
Fa       2007.79
Gd       2007.69
TA       2007.79
other    2007.95
Name: YrSold, dtype: float64
----------------------------------------
FireplaceQu
Fa       167298.48
Gd       226351.42
TA       205723.49
other    243190.52
Name: SalePrice, dtype: float64
----------------------------------------
GarageType
Attchd     73.94
BuiltIn    76.72
Detchd     61.13
other      75.83
Name: LotFrontage, dtype: float64
----------------------------------------
GarageType
Attchd     11526.17
BuiltIn    11996.31
Detchd      8421.86
other      11965.29
Name: LotArea, dtype: float64
----------------------------------------
GarageType
Attchd     1983.01
BuiltIn    1995.30
Detchd     1946.78
other      1955.97
Name: YearBuilt, dtype: float64
----------------------------------------
GarageType
Attchd     1989.44
BuiltIn    1999.86
Detchd     1974.18
other      1973.68
Name: YearRemodAdd, dtype: float64
----------------------------------------
GarageType
Attchd     129.57
BuiltIn    186.84
Detchd      48.36
other       69.94
Name: MasVnrArea, dtype: float64
----------------------------------------
GarageType
Attchd     547.78
BuiltIn    317.68
Detchd     282.47
other      423.50
Name: BsmtFinSF1, dtype: float64
----------------------------------------
GarageType
Attchd     54.75
BuiltIn     6.65
Detchd     39.06
other      88.18
Name: BsmtFinSF2, dtype: float64
----------------------------------------
GarageType
Attchd     592.35
BuiltIn    677.93
Detchd     511.58
other      414.79
Name: BsmtUnfSF, dtype: float64
----------------------------------------
GarageType
Attchd     1194.88
BuiltIn    1002.26
Detchd      833.11
other       926.47
Name: TotalBsmtSF, dtype: float64
----------------------------------------
GarageType
Attchd     1274.93
BuiltIn    1108.31
Detchd      962.46
other      1296.26
Name: 1stFlrSF, dtype: float64
----------------------------------------
GarageType
Attchd     300.79
BuiltIn    994.98
Detchd     337.50
other      221.03
Name: 2ndFlrSF, dtype: float64
----------------------------------------
GarageType
Attchd      0.33
BuiltIn     0.00
Detchd     12.97
other      11.68
Name: LowQualFinSF, dtype: float64
----------------------------------------
GarageType
Attchd     1576.04
BuiltIn    2103.28
Detchd     1312.93
other      1528.97
Name: GrLivArea, dtype: float64
----------------------------------------
GarageType
Attchd     0.50
BuiltIn    0.28
Detchd     0.30
other      0.47
Name: BsmtFullBath, dtype: float64
----------------------------------------
GarageType
Attchd     0.06
BuiltIn    0.06
Detchd     0.05
other      0.09
Name: BsmtHalfBath, dtype: float64
----------------------------------------
GarageType
Attchd     1.67
BuiltIn    2.07
Detchd     1.28
other      1.44
Name: FullBath, dtype: float64
----------------------------------------
GarageType
Attchd     0.41
BuiltIn    0.88
Detchd     0.26
other      0.24
Name: HalfBath, dtype: float64
----------------------------------------
GarageType
Attchd     2.84
BuiltIn    3.41
Detchd     2.80
other      2.88
Name: BedroomAbvGr, dtype: float64
----------------------------------------
GarageType
Attchd     1.01
BuiltIn    1.02
Detchd     1.08
other      1.21
Name: KitchenAbvGr, dtype: float64
----------------------------------------
GarageType
Attchd     6.59
BuiltIn    8.23
Detchd     6.10
other      6.47
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
GarageType
Attchd     0.74
BuiltIn    0.92
Detchd     0.34
other      0.68
Name: Fireplaces, dtype: float64
----------------------------------------
GarageType
Attchd     1984.28
BuiltIn    1996.83
Detchd     1962.78
other      1962.41
Name: GarageYrBlt, dtype: float64
----------------------------------------
GarageType
Attchd     1.96
BuiltIn    2.25
Detchd     1.58
other      1.85
Name: GarageCars, dtype: float64
----------------------------------------
GarageType
Attchd     524.59
BuiltIn    579.59
Detchd     426.86
other      528.29
Name: GarageArea, dtype: float64
----------------------------------------
GarageType
Attchd     115.54
BuiltIn    143.68
Detchd      49.41
other       62.06
Name: WoodDeckSF, dtype: float64
----------------------------------------
GarageType
Attchd     52.55
BuiltIn    70.52
Detchd     30.75
other      40.35
Name: OpenPorchSF, dtype: float64
----------------------------------------
GarageType
Attchd     13.24
BuiltIn    14.30
Detchd     40.17
other      20.35
Name: EnclosedPorch, dtype: float64
----------------------------------------
GarageType
Attchd     4.75
BuiltIn    1.91
Detchd     1.29
other      5.29
Name: 3SsnPorch, dtype: float64
----------------------------------------
GarageType
Attchd     17.05
BuiltIn    12.32
Detchd     12.91
other      31.68
Name: ScreenPorch, dtype: float64
----------------------------------------
GarageType
Attchd     4.04
BuiltIn    0.00
Detchd     1.32
other      0.00
Name: PoolArea, dtype: float64
----------------------------------------
GarageType
Attchd      42.05
BuiltIn    107.73
Detchd      26.18
other       86.88
Name: MiscVal, dtype: float64
----------------------------------------
GarageType
Attchd     6.30
BuiltIn    6.86
Detchd     6.29
other      6.26
Name: MoSold, dtype: float64
----------------------------------------
GarageType
Attchd     2007.81
BuiltIn    2007.84
Detchd     2007.81
other      2007.85
Name: YrSold, dtype: float64
----------------------------------------
GarageType
Attchd     202892.66
BuiltIn    254751.74
Detchd     134091.16
other      145535.35
Name: SalePrice, dtype: float64
----------------------------------------
GarageFinish
Fin    75.27
RFn    74.46
Unf    65.12
Name: LotFrontage, dtype: float64
----------------------------------------
GarageFinish
Fin    12334.29
RFn    10743.76
Unf     9709.07
Name: LotArea, dtype: float64
----------------------------------------
GarageFinish
Fin    1992.33
RFn    1986.15
Unf    1952.49
Name: YearBuilt, dtype: float64
----------------------------------------
GarageFinish
Fin    1996.89
RFn    1991.27
Unf    1974.70
Name: YearRemodAdd, dtype: float64
----------------------------------------
GarageFinish
Fin    166.69
RFn    136.80
Unf     55.97
Name: MasVnrArea, dtype: float64
----------------------------------------
GarageFinish
Fin    607.71
RFn    484.90
Unf    346.62
Name: BsmtFinSF1, dtype: float64
----------------------------------------
GarageFinish
Fin    38.54
RFn    48.47
Unf    53.41
Name: BsmtFinSF2, dtype: float64
----------------------------------------
GarageFinish
Fin    609.93
RFn    640.00
Unf    499.68
Name: BsmtUnfSF, dtype: float64
----------------------------------------
GarageFinish
Fin    1256.18
RFn    1173.37
Unf     899.71
Name: TotalBsmtSF, dtype: float64
----------------------------------------
GarageFinish
Fin    1326.49
RFn    1240.60
Unf    1045.95
Name: 1stFlrSF, dtype: float64
----------------------------------------
GarageFinish
Fin    452.30
RFn    341.09
Unf    304.50
Name: 2ndFlrSF, dtype: float64
----------------------------------------
GarageFinish
Fin    2.22
RFn    0.57
Unf    7.74
Name: LowQualFinSF, dtype: float64
----------------------------------------
GarageFinish
Fin    1781.01
RFn    1582.26
Unf    1358.19
Name: GrLivArea, dtype: float64
----------------------------------------
GarageFinish
Fin    0.53
RFn    0.47
Unf    0.34
Name: BsmtFullBath, dtype: float64
----------------------------------------
GarageFinish
Fin    0.05
RFn    0.05
Unf    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
GarageFinish
Fin    1.84
RFn    1.75
Unf    1.31
Name: FullBath, dtype: float64
----------------------------------------
GarageFinish
Fin    0.54
RFn    0.45
Unf    0.27
Name: HalfBath, dtype: float64
----------------------------------------
GarageFinish
Fin    2.86
RFn    2.86
Unf    2.88
Name: BedroomAbvGr, dtype: float64
----------------------------------------
GarageFinish
Fin    1.01
RFn    1.01
Unf    1.08
Name: KitchenAbvGr, dtype: float64
----------------------------------------
GarageFinish
Fin    7.15
RFn    6.56
Unf    6.20
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
GarageFinish
Fin    0.91
RFn    0.68
Unf    0.46
Name: Fireplaces, dtype: float64
----------------------------------------
GarageFinish
Fin    1993.77
RFn    1987.48
Unf    1963.37
Name: GarageYrBlt, dtype: float64
----------------------------------------
GarageFinish
Fin    2.22
RFn    2.01
Unf    1.57
Name: GarageCars, dtype: float64
----------------------------------------
GarageFinish
Fin    574.89
RFn    553.02
Unf    421.18
Name: GarageArea, dtype: float64
----------------------------------------
GarageFinish
Fin    135.22
RFn    112.70
Unf     64.85
Name: WoodDeckSF, dtype: float64
----------------------------------------
GarageFinish
Fin    63.24
RFn    58.40
Unf    30.23
Name: OpenPorchSF, dtype: float64
----------------------------------------
GarageFinish
Fin     6.47
RFn    15.37
Unf    33.47
Name: EnclosedPorch, dtype: float64
----------------------------------------
GarageFinish
Fin    2.44
RFn    7.51
Unf    1.57
Name: 3SsnPorch, dtype: float64
----------------------------------------
GarageFinish
Fin    18.05
RFn    14.26
Unf    15.90
Name: ScreenPorch, dtype: float64
----------------------------------------
GarageFinish
Fin    4.58
RFn    2.77
Unf    2.07
Name: PoolArea, dtype: float64
----------------------------------------
GarageFinish
Fin    12.81
RFn    91.49
Unf    26.49
Name: MiscVal, dtype: float64
----------------------------------------
GarageFinish
Fin    6.29
RFn    6.33
Unf    6.36
Name: MoSold, dtype: float64
----------------------------------------
GarageFinish
Fin    2007.82
RFn    2007.82
Unf    2007.80
Name: YrSold, dtype: float64
----------------------------------------
GarageFinish
Fin    240052.69
RFn    202068.87
Unf    142156.42
Name: SalePrice, dtype: float64
----------------------------------------
GarageQual
Fa       63.36
TA       70.87
other    68.06
Name: LotFrontage, dtype: float64
----------------------------------------
GarageQual
Fa        9155.94
TA       10744.83
other    11178.45
Name: LotArea, dtype: float64
----------------------------------------
GarageQual
Fa       1923.50
TA       1975.17
other    1946.55
Name: YearBuilt, dtype: float64
----------------------------------------
GarageQual
Fa       1969.94
TA       1986.08
other    1980.10
Name: YearRemodAdd, dtype: float64
----------------------------------------
GarageQual
Fa         6.98
TA       113.72
other     42.15
Name: MasVnrArea, dtype: float64
----------------------------------------
GarageQual
Fa       130.69
TA       469.27
other    337.65
Name: BsmtFinSF1, dtype: float64
----------------------------------------
GarageQual
Fa        2.00
TA       49.80
other    47.35
Name: BsmtFinSF2, dtype: float64
----------------------------------------
GarageQual
Fa       713.88
TA       564.89
other    612.70
Name: BsmtUnfSF, dtype: float64
----------------------------------------
GarageQual
Fa        846.56
TA       1083.96
other     997.70
Name: TotalBsmtSF, dtype: float64
----------------------------------------
GarageQual
Fa        958.81
TA       1185.02
other    1183.75
Name: 1stFlrSF, dtype: float64
----------------------------------------
GarageQual
Fa       436.02
TA       348.04
other    507.95
Name: 2ndFlrSF, dtype: float64
----------------------------------------
GarageQual
Fa        3.0
TA        3.8
other    28.6
Name: LowQualFinSF, dtype: float64
----------------------------------------
GarageQual
Fa       1397.83
TA       1536.87
other    1720.30
Name: GrLivArea, dtype: float64
----------------------------------------
GarageQual
Fa       0.21
TA       0.44
other    0.25
Name: BsmtFullBath, dtype: float64
----------------------------------------
GarageQual
Fa       0.02
TA       0.06
other    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
GarageQual
Fa       1.23
TA       1.59
other    1.65
Name: FullBath, dtype: float64
----------------------------------------
GarageQual
Fa       0.29
TA       0.40
other    0.35
Name: HalfBath, dtype: float64
----------------------------------------
GarageQual
Fa       2.81
TA       2.87
other    2.75
Name: BedroomAbvGr, dtype: float64
----------------------------------------
GarageQual
Fa       1.12
TA       1.03
other    1.15
Name: KitchenAbvGr, dtype: float64
----------------------------------------
GarageQual
Fa       6.42
TA       6.55
other    6.90
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
GarageQual
Fa       0.38
TA       0.65
other    0.85
Name: Fireplaces, dtype: float64
----------------------------------------
GarageQual
Fa       1933.69
TA       1980.23
other    1972.80
Name: GarageYrBlt, dtype: float64
----------------------------------------
GarageQual
Fa       1.35
TA       1.89
other    1.70
Name: GarageCars, dtype: float64
----------------------------------------
GarageQual
Fa       311.38
TA       507.07
other    542.10
Name: GarageArea, dtype: float64
----------------------------------------
GarageQual
Fa        57.06
TA        98.86
other    102.55
Name: WoodDeckSF, dtype: float64
----------------------------------------
GarageQual
Fa       31.85
TA       47.30
other    82.60
Name: OpenPorchSF, dtype: float64
----------------------------------------
GarageQual
Fa       61.25
TA       19.48
other    26.90
Name: EnclosedPorch, dtype: float64
----------------------------------------
GarageQual
Fa        2.92
TA        3.47
other    14.50
Name: 3SsnPorch, dtype: float64
----------------------------------------
GarageQual
Fa       21.19
TA       15.62
other    25.00
Name: ScreenPorch, dtype: float64
----------------------------------------
GarageQual
Fa        0.00
TA        2.51
other    36.90
Name: PoolArea, dtype: float64
----------------------------------------
GarageQual
Fa       50.00
TA       42.94
other    22.50
Name: MiscVal, dtype: float64
----------------------------------------
GarageQual
Fa       6.25
TA       6.34
other    6.05
Name: MoSold, dtype: float64
----------------------------------------
GarageQual
Fa       2007.65
TA       2007.83
other    2007.20
Name: YrSold, dtype: float64
----------------------------------------
GarageQual
Fa       123573.35
TA       187489.84
other    202277.50
Name: SalePrice, dtype: float64
----------------------------------------
GarageCond
Fa       64.09
TA       70.79
other    66.79
Name: LotFrontage, dtype: float64
----------------------------------------
GarageCond
Fa        8957.83
TA       10760.77
other     9290.17
Name: LotArea, dtype: float64
----------------------------------------
GarageCond
Fa       1925.83
TA       1974.63
other    1941.44
Name: YearBuilt, dtype: float64
----------------------------------------
GarageCond
Fa       1968.29
TA       1986.14
other    1967.06
Name: YearRemodAdd, dtype: float64
----------------------------------------
GarageCond
Fa        29.91
TA       111.77
other     55.94
Name: MasVnrArea, dtype: float64
----------------------------------------
GarageCond
Fa       152.89
TA       465.87
other    285.94
Name: BsmtFinSF1, dtype: float64
----------------------------------------
GarageCond
Fa       41.94
TA       48.35
other    42.06
Name: BsmtFinSF2, dtype: float64
----------------------------------------
GarageCond
Fa       581.46
TA       570.42
other    575.61
Name: BsmtUnfSF, dtype: float64
----------------------------------------
GarageCond
Fa        776.29
TA       1084.63
other     903.61
Name: TotalBsmtSF, dtype: float64
----------------------------------------
GarageCond
Fa        930.17
TA       1185.58
other    1035.00
Name: 1stFlrSF, dtype: float64
----------------------------------------
GarageCond
Fa       401.60
TA       351.72
other    385.61
Name: 2ndFlrSF, dtype: float64
----------------------------------------
GarageCond
Fa        4.11
TA        3.83
other    26.72
Name: LowQualFinSF, dtype: float64
----------------------------------------
GarageCond
Fa       1335.89
TA       1541.12
other    1447.33
Name: GrLivArea, dtype: float64
----------------------------------------
GarageCond
Fa       0.20
TA       0.44
other    0.39
Name: BsmtFullBath, dtype: float64
----------------------------------------
GarageCond
Fa       0.03
TA       0.06
other    0.00
Name: BsmtHalfBath, dtype: float64
----------------------------------------
GarageCond
Fa       1.20
TA       1.59
other    1.33
Name: FullBath, dtype: float64
----------------------------------------
GarageCond
Fa       0.20
TA       0.40
other    0.17
Name: HalfBath, dtype: float64
----------------------------------------
GarageCond
Fa       2.89
TA       2.87
other    2.83
Name: BedroomAbvGr, dtype: float64
----------------------------------------
GarageCond
Fa       1.11
TA       1.03
other    1.17
Name: KitchenAbvGr, dtype: float64
----------------------------------------
GarageCond
Fa       6.34
TA       6.56
other    6.78
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
GarageCond
Fa       0.26
TA       0.66
other    0.39
Name: Fireplaces, dtype: float64
----------------------------------------
GarageCond
Fa       1939.14
TA       1979.87
other    1954.78
Name: GarageYrBlt, dtype: float64
----------------------------------------
GarageCond
Fa       1.46
TA       1.89
other    1.44
Name: GarageCars, dtype: float64
----------------------------------------
GarageCond
Fa       339.60
TA       505.96
other    431.00
Name: GarageArea, dtype: float64
----------------------------------------
GarageCond
Fa        20.94
TA        99.20
other    118.11
Name: WoodDeckSF, dtype: float64
----------------------------------------
GarageCond
Fa       19.06
TA       47.92
other    54.44
Name: OpenPorchSF, dtype: float64
----------------------------------------
GarageCond
Fa       67.69
TA       19.62
other    34.94
Name: EnclosedPorch, dtype: float64
----------------------------------------
GarageCond
Fa       4.00
TA       3.65
other    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
GarageCond
Fa        0.00
TA       16.48
other     7.22
Name: ScreenPorch, dtype: float64
----------------------------------------
GarageCond
Fa        0.00
TA        2.48
other    41.00
Name: PoolArea, dtype: float64
----------------------------------------
GarageCond
Fa       24.29
TA       43.62
other    25.00
Name: MiscVal, dtype: float64
----------------------------------------
GarageCond
Fa       6.23
TA       6.33
other    6.83
Name: MoSold, dtype: float64
----------------------------------------
GarageCond
Fa       2007.69
TA       2007.82
other    2007.33
Name: YrSold, dtype: float64
----------------------------------------
GarageCond
Fa       114654.03
TA       187885.74
other    145937.22
Name: SalePrice, dtype: float64
----------------------------------------
PavedDrive
N    62.47
P    68.14
Y    70.60
Name: LotFrontage, dtype: float64
----------------------------------------
PavedDrive
N     9764.51
P    11382.60
Y    10547.97
Name: LotArea, dtype: float64
----------------------------------------
PavedDrive
N    1925.57
P    1933.60
Y    1975.18
Name: YearBuilt, dtype: float64
----------------------------------------
PavedDrive
N    1974.09
P    1965.53
Y    1986.02
Name: YearRemodAdd, dtype: float64
----------------------------------------
PavedDrive
N     13.53
P     11.63
Y    111.80
Name: MasVnrArea, dtype: float64
----------------------------------------
PavedDrive
N    137.52
P    192.47
Y    469.82
Name: BsmtFinSF1, dtype: float64
----------------------------------------
PavedDrive
N    12.79
P     0.00
Y    49.86
Name: BsmtFinSF2, dtype: float64
----------------------------------------
PavedDrive
N    572.87
P    641.83
Y    565.19
Name: BsmtUnfSF, dtype: float64
----------------------------------------
PavedDrive
N     723.18
P     834.30
Y    1084.87
Name: TotalBsmtSF, dtype: float64
----------------------------------------
PavedDrive
N     936.19
P     995.57
Y    1181.58
Name: 1stFlrSF, dtype: float64
----------------------------------------
PavedDrive
N    412.73
P    383.57
Y    341.76
Name: 2ndFlrSF, dtype: float64
----------------------------------------
PavedDrive
N    15.62
P    24.10
Y     4.78
Name: LowQualFinSF, dtype: float64
----------------------------------------
PavedDrive
N    1364.54
P    1403.23
Y    1528.11
Name: GrLivArea, dtype: float64
----------------------------------------
PavedDrive
N    0.22
P    0.20
Y    0.44
Name: BsmtFullBath, dtype: float64
----------------------------------------
PavedDrive
N    0.01
P    0.10
Y    0.06
Name: BsmtHalfBath, dtype: float64
----------------------------------------
PavedDrive
N    1.33
P    1.23
Y    1.59
Name: FullBath, dtype: float64
----------------------------------------
PavedDrive
N    0.18
P    0.30
Y    0.40
Name: HalfBath, dtype: float64
----------------------------------------
PavedDrive
N    2.96
P    2.97
Y    2.86
Name: BedroomAbvGr, dtype: float64
----------------------------------------
PavedDrive
N    1.20
P    1.03
Y    1.04
Name: KitchenAbvGr, dtype: float64
----------------------------------------
PavedDrive
N    6.58
P    6.30
Y    6.52
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
PavedDrive
N    0.23
P    0.70
Y    0.64
Name: Fireplaces, dtype: float64
----------------------------------------
PavedDrive
N    1958.28
P    1956.37
Y    1980.36
Name: GarageYrBlt, dtype: float64
----------------------------------------
PavedDrive
N    1.00
P    1.23
Y    1.83
Name: GarageCars, dtype: float64
----------------------------------------
PavedDrive
N    248.30
P    350.03
Y    490.82
Name: GarageArea, dtype: float64
----------------------------------------
PavedDrive
N    42.39
P    57.70
Y    98.55
Name: WoodDeckSF, dtype: float64
----------------------------------------
PavedDrive
N    41.11
P    34.83
Y    47.30
Name: OpenPorchSF, dtype: float64
----------------------------------------
PavedDrive
N    65.98
P    55.53
Y    18.25
Name: EnclosedPorch, dtype: float64
----------------------------------------
PavedDrive
N    1.56
P    0.00
Y    3.61
Name: 3SsnPorch, dtype: float64
----------------------------------------
PavedDrive
N     4.04
P    13.00
Y    15.85
Name: ScreenPorch, dtype: float64
----------------------------------------
PavedDrive
N    0.00
P    0.00
Y    3.01
Name: PoolArea, dtype: float64
----------------------------------------
PavedDrive
N    136.71
P     20.00
Y     37.75
Name: MiscVal, dtype: float64
----------------------------------------
PavedDrive
N    6.12
P    6.40
Y    6.33
Name: MoSold, dtype: float64
----------------------------------------
PavedDrive
N    2007.81
P    2007.63
Y    2007.82
Name: YrSold, dtype: float64
----------------------------------------
PavedDrive
N    115039.12
P    132330.00
Y    186433.97
Name: SalePrice, dtype: float64
----------------------------------------
PoolQC
Ex    167.00
Fa     79.00
Gd    153.02
Name: LotFrontage, dtype: float64
----------------------------------------
PoolQC
Ex    20521.00
Fa    13416.00
Gd    31152.33
Name: LotArea, dtype: float64
----------------------------------------
PoolQC
Ex    1957.00
Fa    1976.00
Gd    1983.67
Name: YearBuilt, dtype: float64
----------------------------------------
PoolQC
Ex    1993.00
Fa    1988.50
Gd    1983.67
Name: YearRemodAdd, dtype: float64
----------------------------------------
PoolQC
Ex      0.00
Fa    141.50
Gd    265.33
Name: MasVnrArea, dtype: float64
----------------------------------------
PoolQC
Ex    1566.00
Fa     726.50
Gd    2055.33
Name: BsmtFinSF1, dtype: float64
----------------------------------------
PoolQC
Ex     92.0
Fa    423.0
Gd      0.0
Name: BsmtFinSF2, dtype: float64
----------------------------------------
PoolQC
Ex    220.0
Fa     66.5
Gd    579.0
Name: BsmtUnfSF, dtype: float64
----------------------------------------
PoolQC
Ex    1878.00
Fa    1216.00
Gd    2634.33
Name: TotalBsmtSF, dtype: float64
----------------------------------------
PoolQC
Ex    1885.50
Fa    1350.50
Gd    2461.67
Name: 1stFlrSF, dtype: float64
----------------------------------------
PoolQC
Ex    1712.50
Fa     696.00
Gd     525.33
Name: 2ndFlrSF, dtype: float64
----------------------------------------
PoolQC
Ex    196.0
Fa      0.0
Gd      0.0
Name: LowQualFinSF, dtype: float64
----------------------------------------
PoolQC
Ex    3794.0
Fa    2046.5
Gd    2987.0
Name: GrLivArea, dtype: float64
----------------------------------------
PoolQC
Ex    1.0
Fa    1.0
Gd    1.0
Name: BsmtFullBath, dtype: float64
----------------------------------------
PoolQC
Ex    0.5
Fa    0.0
Gd    0.0
Name: BsmtHalfBath, dtype: float64
----------------------------------------
PoolQC
Ex    2.50
Fa    2.00
Gd    1.67
Name: FullBath, dtype: float64
----------------------------------------
PoolQC
Ex    0.50
Fa    1.00
Gd    0.33
Name: HalfBath, dtype: float64
----------------------------------------
PoolQC
Ex    4.00
Fa    4.00
Gd    3.33
Name: BedroomAbvGr, dtype: float64
----------------------------------------
PoolQC
Ex    1.0
Fa    1.0
Gd    1.0
Name: KitchenAbvGr, dtype: float64
----------------------------------------
PoolQC
Ex    9.00
Fa    8.50
Gd    8.67
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
PoolQC
Ex    1.50
Fa    1.50
Gd    1.67
Name: Fireplaces, dtype: float64
----------------------------------------
PoolQC
Ex    1957.00
Fa    1976.00
Gd    1983.67
Name: GarageYrBlt, dtype: float64
----------------------------------------
PoolQC
Ex    2.50
Fa    2.00
Gd    1.67
Name: GarageCars, dtype: float64
----------------------------------------
PoolQC
Ex    804.0
Fa    524.0
Gd    736.0
Name: GarageArea, dtype: float64
----------------------------------------
PoolQC
Ex     85.50
Fa    132.50
Gd    334.33
Name: WoodDeckSF, dtype: float64
----------------------------------------
PoolQC
Ex     47.0
Fa     56.0
Gd    176.0
Name: OpenPorchSF, dtype: float64
----------------------------------------
PoolQC
Ex    276.0
Fa      0.0
Gd      0.0
Name: EnclosedPorch, dtype: float64
----------------------------------------
PoolQC
Ex    0.0
Fa    0.0
Gd    0.0
Name: 3SsnPorch, dtype: float64
----------------------------------------
PoolQC
Ex      0.0
Fa    220.0
Gd      0.0
Name: ScreenPorch, dtype: float64
----------------------------------------
PoolQC
Ex    533.5
Fa    583.5
Gd    598.0
Name: PoolArea, dtype: float64
----------------------------------------
PoolQC
Ex       0.0
Fa    1000.0
Gd       0.0
Name: MiscVal, dtype: float64
----------------------------------------
PoolQC
Ex    5.00
Fa    4.00
Gd    5.33
Name: MoSold, dtype: float64
----------------------------------------
PoolQC
Ex    2006.50
Fa    2006.00
Gd    2007.33
Name: YrSold, dtype: float64
----------------------------------------
PoolQC
Ex    490000.0
Fa    215500.0
Gd    201990.0
Name: SalePrice, dtype: float64
----------------------------------------
Fence
GdPrv    73.01
GdWo     72.86
MnPrv    70.47
MnWw     69.46
Name: LotFrontage, dtype: float64
----------------------------------------
Fence
GdPrv    10520.29
GdWo      9634.02
MnPrv     9204.46
MnWw      9250.91
Name: LotArea, dtype: float64
----------------------------------------
Fence
GdPrv    1961.15
GdWo     1957.93
MnPrv    1955.94
MnWw     1949.91
Name: YearBuilt, dtype: float64
----------------------------------------
Fence
GdPrv    1984.17
GdWo     1972.98
MnPrv    1977.20
MnWw     1979.18
Name: YearRemodAdd, dtype: float64
----------------------------------------
Fence
GdPrv    88.58
GdWo     89.31
MnPrv    49.58
MnWw     48.45
Name: MasVnrArea, dtype: float64
----------------------------------------
Fence
GdPrv    429.90
GdWo     448.17
MnPrv    415.89
MnWw     562.09
Name: BsmtFinSF1, dtype: float64
----------------------------------------
Fence
GdPrv    83.83
GdWo     93.07
MnPrv    85.48
MnWw     93.64
Name: BsmtFinSF2, dtype: float64
----------------------------------------
Fence
GdPrv    460.63
GdWo     385.48
MnPrv    452.46
MnWw     233.73
Name: BsmtUnfSF, dtype: float64
----------------------------------------
Fence
GdPrv    974.36
GdWo     926.72
MnPrv    953.83
MnWw     889.45
Name: TotalBsmtSF, dtype: float64
----------------------------------------
Fence
GdPrv    1142.83
GdWo     1102.81
MnPrv    1089.27
MnWw      987.18
Name: 1stFlrSF, dtype: float64
----------------------------------------
Fence
GdPrv    482.78
GdWo     201.43
MnPrv    253.49
MnWw     177.82
Name: 2ndFlrSF, dtype: float64
----------------------------------------
Fence
GdPrv    16.34
GdWo      0.00
MnPrv    11.89
MnWw     10.91
Name: LowQualFinSF, dtype: float64
----------------------------------------
Fence
GdPrv    1641.95
GdWo     1304.24
MnPrv    1354.66
MnWw     1175.91
Name: GrLivArea, dtype: float64
----------------------------------------
Fence
GdPrv    0.53
GdWo     0.44
MnPrv    0.45
MnWw     0.27
Name: BsmtFullBath, dtype: float64
----------------------------------------
Fence
GdPrv    0.07
GdWo     0.04
MnPrv    0.07
MnWw     0.27
Name: BsmtHalfBath, dtype: float64
----------------------------------------
Fence
GdPrv    1.49
GdWo     1.26
MnPrv    1.30
MnWw     1.09
Name: FullBath, dtype: float64
----------------------------------------
Fence
GdPrv    0.51
GdWo     0.17
MnPrv    0.28
MnWw     0.27
Name: HalfBath, dtype: float64
----------------------------------------
Fence
GdPrv    3.08
GdWo     2.83
MnPrv    2.91
MnWw     2.45
Name: BedroomAbvGr, dtype: float64
----------------------------------------
Fence
GdPrv    1.03
GdWo     1.00
MnPrv    1.03
MnWw     1.00
Name: KitchenAbvGr, dtype: float64
----------------------------------------
Fence
GdPrv    7.00
GdWo     6.04
MnPrv    6.15
MnWw     5.82
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
Fence
GdPrv    0.69
GdWo     0.52
MnPrv    0.54
MnWw     0.27
Name: Fireplaces, dtype: float64
----------------------------------------
Fence
GdPrv    1970.18
GdWo     1965.22
MnPrv    1966.55
MnWw     1964.91
Name: GarageYrBlt, dtype: float64
----------------------------------------
Fence
GdPrv    1.78
GdWo     1.41
MnPrv    1.43
MnWw     1.36
Name: GarageCars, dtype: float64
----------------------------------------
Fence
GdPrv    473.59
GdWo     390.72
MnPrv    395.85
MnWw     376.27
Name: GarageArea, dtype: float64
----------------------------------------
Fence
GdPrv    137.46
GdWo      87.22
MnPrv     96.04
MnWw     107.45
Name: WoodDeckSF, dtype: float64
----------------------------------------
Fence
GdPrv    52.12
GdWo     30.54
MnPrv    34.94
MnWw     54.73
Name: OpenPorchSF, dtype: float64
----------------------------------------
Fence
GdPrv    34.59
GdWo     30.89
MnPrv    29.08
MnWw     32.36
Name: EnclosedPorch, dtype: float64
----------------------------------------
Fence
GdPrv     2.85
GdWo      0.00
MnPrv     4.69
MnWw     16.36
Name: 3SsnPorch, dtype: float64
----------------------------------------
Fence
GdPrv    16.51
GdWo     13.67
MnPrv    16.93
MnWw     11.09
Name: ScreenPorch, dtype: float64
----------------------------------------
Fence
GdPrv    41.93
GdWo      0.00
MnPrv     6.84
MnWw      0.00
Name: PoolArea, dtype: float64
----------------------------------------
Fence
GdPrv    79.66
GdWo     37.96
MnPrv    82.93
MnWw     43.64
Name: MiscVal, dtype: float64
----------------------------------------
Fence
GdPrv    6.31
GdWo     6.96
MnPrv    6.14
MnWw     6.27
Name: MoSold, dtype: float64
----------------------------------------
Fence
GdPrv    2007.90
GdWo     2007.76
MnPrv    2008.04
MnWw     2007.27
Name: YrSold, dtype: float64
----------------------------------------
Fence
GdPrv    178927.46
GdWo     140379.31
MnPrv    148751.09
MnWw     134286.36
Name: SalePrice, dtype: float64
----------------------------------------
MiscFeature
Shed     70.97
other    70.02
Name: LotFrontage, dtype: float64
----------------------------------------
MiscFeature
Shed     16338.43
other    13219.60
Name: LotArea, dtype: float64
----------------------------------------
MiscFeature
Shed     1959.14
other    1958.80
Name: YearBuilt, dtype: float64
----------------------------------------
MiscFeature
Shed     1976.18
other    1970.60
Name: YearRemodAdd, dtype: float64
----------------------------------------
MiscFeature
Shed     58.35
other    37.00
Name: MasVnrArea, dtype: float64
----------------------------------------
MiscFeature
Shed     419.65
other    432.20
Name: BsmtFinSF1, dtype: float64
----------------------------------------
MiscFeature
Shed      23.8
other    136.0
Name: BsmtFinSF2, dtype: float64
----------------------------------------
MiscFeature
Shed     458.22
other    340.40
Name: BsmtUnfSF, dtype: float64
----------------------------------------
MiscFeature
Shed     901.67
other    908.60
Name: TotalBsmtSF, dtype: float64
----------------------------------------
MiscFeature
Shed     1069.8
other    1023.8
Name: 1stFlrSF, dtype: float64
----------------------------------------
MiscFeature
Shed     280.22
other    674.20
Name: 2ndFlrSF, dtype: float64
----------------------------------------
MiscFeature
Shed     10.53
other    46.40
Name: LowQualFinSF, dtype: float64
----------------------------------------
MiscFeature
Shed     1360.55
other    1744.40
Name: GrLivArea, dtype: float64
----------------------------------------
MiscFeature
Shed     0.43
other    0.20
Name: BsmtFullBath, dtype: float64
----------------------------------------
MiscFeature
Shed     0.1
other    0.0
Name: BsmtHalfBath, dtype: float64
----------------------------------------
MiscFeature
Shed     1.37
other    1.80
Name: FullBath, dtype: float64
----------------------------------------
MiscFeature
Shed     0.27
other    0.60
Name: HalfBath, dtype: float64
----------------------------------------
MiscFeature
Shed     2.86
other    3.40
Name: BedroomAbvGr, dtype: float64
----------------------------------------
MiscFeature
Shed     1.04
other    1.40
Name: KitchenAbvGr, dtype: float64
----------------------------------------
MiscFeature
Shed     6.14
other    8.40
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
MiscFeature
Shed     0.59
other    0.80
Name: Fireplaces, dtype: float64
----------------------------------------
MiscFeature
Shed     1972.18
other    1968.50
Name: GarageYrBlt, dtype: float64
----------------------------------------
MiscFeature
Shed     1.57
other    1.20
Name: GarageCars, dtype: float64
----------------------------------------
MiscFeature
Shed     437.51
other    350.60
Name: GarageArea, dtype: float64
----------------------------------------
MiscFeature
Shed     121.65
other     31.00
Name: WoodDeckSF, dtype: float64
----------------------------------------
MiscFeature
Shed     46.12
other    32.80
Name: OpenPorchSF, dtype: float64
----------------------------------------
MiscFeature
Shed     32.76
other    29.00
Name: EnclosedPorch, dtype: float64
----------------------------------------
MiscFeature
Shed     6.53
other    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
MiscFeature
Shed     21.55
other    88.00
Name: ScreenPorch, dtype: float64
----------------------------------------
MiscFeature
Shed       0.0
other    103.8
Name: PoolArea, dtype: float64
----------------------------------------
MiscFeature
Shed      697.84
other    5860.00
Name: MiscVal, dtype: float64
----------------------------------------
MiscFeature
Shed     6.47
other    7.00
Name: MoSold, dtype: float64
----------------------------------------
MiscFeature
Shed     2008.24
other    2007.80
Name: YrSold, dtype: float64
----------------------------------------
MiscFeature
Shed     151187.61
other    155900.00
Name: SalePrice, dtype: float64
----------------------------------------
SaleType
COD      68.27
New      79.28
WD       69.28
other    67.54
Name: LotFrontage, dtype: float64
----------------------------------------
SaleType
COD       9599.30
New      11179.00
WD       10507.90
other     9444.61
Name: LotArea, dtype: float64
----------------------------------------
SaleType
COD      1959.93
New      2005.96
WD       1968.46
other    1964.68
Name: YearBuilt, dtype: float64
----------------------------------------
SaleType
COD      1967.16
New      2007.12
WD       1983.39
other    1981.68
Name: YearRemodAdd, dtype: float64
----------------------------------------
SaleType
COD      107.65
New      204.80
WD        94.49
other     73.21
Name: MasVnrArea, dtype: float64
----------------------------------------
SaleType
COD      370.47
New      511.41
WD       439.23
other    460.25
Name: BsmtFinSF1, dtype: float64
----------------------------------------
SaleType
COD      98.81
New       0.00
WD       48.83
other    66.07
Name: BsmtFinSF2, dtype: float64
----------------------------------------
SaleType
COD      603.84
New      931.83
WD       532.94
other    474.57
Name: BsmtUnfSF, dtype: float64
----------------------------------------
SaleType
COD      1073.12
New      1443.24
WD       1021.00
other    1000.89
Name: TotalBsmtSF, dtype: float64
----------------------------------------
SaleType
COD      1258.84
New      1445.75
WD       1132.75
other    1133.04
Name: 1stFlrSF, dtype: float64
----------------------------------------
SaleType
COD      181.47
New      362.61
WD       351.55
other    326.82
Name: 2ndFlrSF, dtype: float64
----------------------------------------
SaleType
COD       0.00
New       0.00
WD        6.33
other    18.32
Name: LowQualFinSF, dtype: float64
----------------------------------------
SaleType
COD      1440.30
New      1808.36
WD       1490.64
other    1478.18
Name: GrLivArea, dtype: float64
----------------------------------------
SaleType
COD      0.35
New      0.40
WD       0.43
other    0.43
Name: BsmtFullBath, dtype: float64
----------------------------------------
SaleType
COD      0.07
New      0.02
WD       0.06
other    0.07
Name: BsmtHalfBath, dtype: float64
----------------------------------------
SaleType
COD      1.40
New      2.00
WD       1.53
other    1.50
Name: FullBath, dtype: float64
----------------------------------------
SaleType
COD      0.26
New      0.48
WD       0.38
other    0.21
Name: HalfBath, dtype: float64
----------------------------------------
SaleType
COD      2.77
New      2.73
WD       2.88
other    2.93
Name: BedroomAbvGr, dtype: float64
----------------------------------------
SaleType
COD      1.07
New      1.02
WD       1.05
other    1.11
Name: KitchenAbvGr, dtype: float64
----------------------------------------
SaleType
COD      6.33
New      7.31
WD       6.45
other    6.61
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
SaleType
COD      0.44
New      0.75
WD       0.61
other    0.57
Name: Fireplaces, dtype: float64
----------------------------------------
SaleType
COD      1965.09
New      2006.38
WD       1976.28
other    1978.22
Name: GarageYrBlt, dtype: float64
----------------------------------------
SaleType
COD      1.70
New      2.48
WD       1.71
other    1.39
Name: GarageCars, dtype: float64
----------------------------------------
SaleType
COD      473.88
New      682.97
WD       454.74
other    382.04
Name: GarageArea, dtype: float64
----------------------------------------
SaleType
COD       42.51
New      105.29
WD        95.21
other     81.86
Name: WoodDeckSF, dtype: float64
----------------------------------------
SaleType
COD      31.49
New      84.27
WD       43.90
other    30.79
Name: OpenPorchSF, dtype: float64
----------------------------------------
SaleType
COD      43.58
New       1.14
WD       23.19
other    23.68
Name: EnclosedPorch, dtype: float64
----------------------------------------
SaleType
COD      5.02
New      5.31
WD       3.25
other    0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
SaleType
COD      21.49
New      11.25
WD       15.54
other     0.00
Name: ScreenPorch, dtype: float64
----------------------------------------
SaleType
COD      0.00
New      3.93
WD       2.80
other    0.00
Name: PoolArea, dtype: float64
----------------------------------------
SaleType
COD      20.93
New       0.00
WD       48.33
other    48.57
Name: MiscVal, dtype: float64
----------------------------------------
SaleType
COD      6.49
New      7.17
WD       6.23
other    6.54
Name: MoSold, dtype: float64
----------------------------------------
SaleType
COD      2008.21
New      2007.23
WD       2007.86
other    2007.89
Name: YrSold, dtype: float64
----------------------------------------
SaleType
COD      143973.26
New      274945.42
WD       173401.84
other    168236.71
Name: SalePrice, dtype: float64
----------------------------------------
SaleCondition
Abnorml    68.29
Normal     69.31
Partial    79.03
other      68.51
Name: LotFrontage, dtype: float64
----------------------------------------
SaleCondition
Abnorml     9450.80
Normal     10543.48
Partial    11254.92
other      10057.94
Name: LotArea, dtype: float64
----------------------------------------
SaleCondition
Abnorml    1959.06
Normal     1969.03
Partial    2005.20
other      1962.14
Name: YearBuilt, dtype: float64
----------------------------------------
SaleCondition
Abnorml    1974.57
Normal     1983.70
Partial    2006.64
other      1976.86
Name: YearRemodAdd, dtype: float64
----------------------------------------
SaleCondition
Abnorml     74.05
Normal      96.57
Partial    201.38
other       84.27
Name: MasVnrArea, dtype: float64
----------------------------------------
SaleCondition
Abnorml    402.11
Normal     439.47
Partial    510.56
other      466.58
Name: BsmtFinSF1, dtype: float64
----------------------------------------
SaleCondition
Abnorml    75.15
Normal     49.66
Partial     1.35
other      19.83
Name: BsmtFinSF2, dtype: float64
----------------------------------------
SaleCondition
Abnorml    528.64
Normal     535.44
Partial    927.14
other      484.03
Name: BsmtUnfSF, dtype: float64
----------------------------------------
SaleCondition
Abnorml    1005.90
Normal     1024.57
Partial    1439.05
other       970.44
Name: TotalBsmtSF, dtype: float64
----------------------------------------
SaleCondition
Abnorml    1119.82
Normal     1133.93
Partial    1441.78
other      1268.31
Name: 1stFlrSF, dtype: float64
----------------------------------------
SaleCondition
Abnorml    297.78
Normal     353.47
Partial    353.91
other      245.31
Name: 2ndFlrSF, dtype: float64
----------------------------------------
SaleCondition
Abnorml    18.52
Normal      5.56
Partial     0.00
other       0.00
Name: LowQualFinSF, dtype: float64
----------------------------------------
SaleCondition
Abnorml    1436.13
Normal     1492.97
Partial    1795.70
other      1513.61
Name: GrLivArea, dtype: float64
----------------------------------------
SaleCondition
Abnorml    0.39
Normal     0.43
Partial    0.41
other      0.44
Name: BsmtFullBath, dtype: float64
----------------------------------------
SaleCondition
Abnorml    0.09
Normal     0.06
Partial    0.02
other      0.14
Name: BsmtHalfBath, dtype: float64
----------------------------------------
SaleCondition
Abnorml    1.38
Normal     1.54
Partial    1.98
other      1.58
Name: FullBath, dtype: float64
----------------------------------------
SaleCondition
Abnorml    0.28
Normal     0.39
Partial    0.47
other      0.28
Name: HalfBath, dtype: float64
----------------------------------------
SaleCondition
Abnorml    2.82
Normal     2.87
Partial    2.71
other      3.25
Name: BedroomAbvGr, dtype: float64
----------------------------------------
SaleCondition
Abnorml    1.06
Normal     1.04
Partial    1.02
other      1.28
Name: KitchenAbvGr, dtype: float64
----------------------------------------
SaleCondition
Abnorml    6.22
Normal     6.45
Partial    7.27
other      7.08
Name: TotRmsAbvGrd, dtype: float64
----------------------------------------
SaleCondition
Abnorml    0.41
Normal     0.62
Partial    0.75
other      0.53
Name: Fireplaces, dtype: float64
----------------------------------------
SaleCondition
Abnorml    1969.54
Normal     1976.67
Partial    2005.62
other      1970.70
Name: GarageYrBlt, dtype: float64
----------------------------------------
SaleCondition
Abnorml    1.47
Normal     1.72
Partial    2.46
other      1.64
Name: GarageCars, dtype: float64
----------------------------------------
SaleCondition
Abnorml    397.06
Normal     459.90
Partial    678.83
other      406.53
Name: GarageArea, dtype: float64
----------------------------------------
SaleCondition
Abnorml     71.31
Normal      95.85
Partial    102.76
other       75.47
Name: WoodDeckSF, dtype: float64
----------------------------------------
SaleCondition
Abnorml    44.20
Normal     43.70
Partial    82.82
other      26.56
Name: OpenPorchSF, dtype: float64
----------------------------------------
SaleCondition
Abnorml    40.36
Normal     22.70
Partial     1.11
other      18.00
Name: EnclosedPorch, dtype: float64
----------------------------------------
SaleCondition
Abnorml    3.92
Normal     3.28
Partial    5.18
other      0.00
Name: 3SsnPorch, dtype: float64
----------------------------------------
SaleCondition
Abnorml    20.11
Normal     15.34
Partial    11.46
other       4.25
Name: ScreenPorch, dtype: float64
----------------------------------------
SaleCondition
Abnorml    10.56
Normal      1.45
Partial     3.84
other      20.50
Name: PoolArea, dtype: float64
----------------------------------------
SaleCondition
Abnorml    10.1
Normal     52.1
Partial     0.0
other       1.5
Name: MiscVal, dtype: float64
----------------------------------------
SaleCondition
Abnorml    6.47
Normal     6.23
Partial    7.13
other      6.14
Name: MoSold, dtype: float64
----------------------------------------
SaleCondition
Abnorml    2007.66
Normal     2007.90
Partial    2007.26
other      2007.47
Name: YrSold, dtype: float64
----------------------------------------
SaleCondition
Abnorml    146526.62
Normal     175202.22
Partial    272291.75
other      150473.03
Name: SalePrice, dtype: float64
----------------------------------------

# REPORT -->
#     Approximately, all of the categorical features affect the average of SalePrice.
#     We can also see this effect on other numeric features, too.

# check the relation between different categorical features by cross tabulation (catgorical vs. catgorical)
for cat_feat in categorical_features:
    for cat_feat2 in categorical_features:
        print(np.round(pd.crosstab(train_df_mean_sub[cat_feat],
                             train_df_mean_sub[cat_feat2],
                             normalize = 'columns'), 2))
        print('--' * 20)

MSSubClass   20   30   50   60   70   80   90  120  160  190  other
MSSubClass                                                         
20          1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0.0
30          0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0.0
50          0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0.0
60          0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0    0.0
70          0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0    0.0
80          0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0    0.0
90          0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0    0.0
120         0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0    0.0
160         0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0    0.0
190         0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0    0.0
other       0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0    1.0
----------------------------------------
MSZoning      FV    RL    RM  other
MSSubClass                         
20          0.20  0.44  0.05   0.19
30          0.00  0.03  0.15   0.12
50          0.00  0.08  0.23   0.19
60          0.38  0.24  0.00   0.00
70          0.00  0.03  0.12   0.15
80          0.00  0.05  0.00   0.00
90          0.00  0.04  0.03   0.12
120         0.08  0.05  0.10   0.08
160         0.34  0.01  0.14   0.00
190         0.00  0.01  0.05   0.12
other       0.00  0.03  0.13   0.04
----------------------------------------
Street      Grvl  Pave
MSSubClass            
20          0.33  0.37
30          0.17  0.05
50          0.00  0.10
60          0.00  0.21
70          0.00  0.04
80          0.00  0.04
90          0.33  0.03
120         0.00  0.06
160         0.00  0.04
190         0.17  0.02
other       0.00  0.04
----------------------------------------
Alley       Grvl  Pave
MSSubClass            
20          0.00  0.12
30          0.22  0.02
50          0.36  0.15
60          0.02  0.02
70          0.22  0.12
90          0.04  0.00
120         0.00  0.10
160         0.00  0.37
190         0.08  0.05
other       0.06  0.05
----------------------------------------
LotShape     IR1   IR2  IR3   Reg
MSSubClass                       
20          0.42  0.34  0.4  0.34
30          0.02  0.00  0.1  0.06
50          0.06  0.07  0.0  0.12
60          0.30  0.46  0.5  0.14
70          0.03  0.00  0.0  0.05
80          0.06  0.00  0.0  0.03
90          0.02  0.02  0.0  0.04
120         0.06  0.05  0.0  0.06
160         0.01  0.02  0.0  0.06
190         0.01  0.00  0.0  0.03
other       0.03  0.02  0.0  0.05
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
MSSubClass                         
20           0.17  0.38  0.47  0.37
30           0.14  0.04  0.06  0.04
50           0.25  0.06  0.08  0.09
60           0.05  0.24  0.14  0.21
70           0.13  0.08  0.00  0.04
80           0.02  0.00  0.08  0.04
90           0.06  0.04  0.06  0.03
120          0.00  0.12  0.06  0.06
160          0.00  0.00  0.00  0.05
190          0.08  0.02  0.03  0.02
other        0.10  0.02  0.03  0.04
----------------------------------------
Utilities   AllPub  NoSeWa
MSSubClass                
20            0.37     1.0
30            0.05     0.0
50            0.10     0.0
60            0.20     0.0
70            0.04     0.0
80            0.04     0.0
90            0.04     0.0
120           0.06     0.0
160           0.04     0.0
190           0.02     0.0
other         0.04     0.0
----------------------------------------
LotConfig   Corner  CulDSac   FR2   FR3  Inside
MSSubClass                                     
20            0.38     0.43  0.38  0.25    0.36
30            0.05     0.00  0.02  0.00    0.05
50            0.12     0.04  0.06  0.00    0.10
60            0.22     0.34  0.21  0.00    0.19
70            0.05     0.00  0.00  0.25    0.04
80            0.04     0.06  0.11  0.00    0.03
90            0.04     0.01  0.04  0.00    0.04
120           0.02     0.05  0.09  0.25    0.07
160           0.02     0.01  0.09  0.25    0.05
190           0.02     0.00  0.00  0.00    0.02
other         0.05     0.05  0.00  0.00    0.04
----------------------------------------
LandSlope    Gtl   Mod   Sev
MSSubClass                  
20          0.37  0.38  0.38
30          0.05  0.05  0.15
50          0.10  0.11  0.08
60          0.21  0.15  0.15
70          0.04  0.11  0.00
80          0.04  0.05  0.08
90          0.04  0.02  0.00
120         0.06  0.08  0.00
160         0.05  0.00  0.00
190         0.02  0.03  0.08
other       0.04  0.03  0.08
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
MSSubClass                                                                   
20               0.05     0.54     0.22     0.36     0.13    0.05     0.47   
30               0.28     0.00     0.08     0.12     0.00    0.30     0.00   
50               0.43     0.00     0.18     0.20     0.01    0.38     0.06   
60               0.00     0.35     0.00     0.04     0.76    0.00     0.04   
70               0.10     0.00     0.37     0.03     0.00    0.11     0.00   
80               0.00     0.02     0.00     0.04     0.09    0.00     0.10   
90               0.00     0.00     0.04     0.08     0.00    0.03     0.16   
120              0.00     0.07     0.06     0.00     0.00    0.00     0.08   
160              0.00     0.00     0.00     0.04     0.00    0.00     0.00   
190              0.03     0.00     0.02     0.04     0.01    0.05     0.02   
other            0.10     0.02     0.04     0.05     0.00    0.08     0.06   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
MSSubClass                                                                
20             0.65    0.45     0.15     0.42     0.09    0.64     0.32   
30             0.00    0.00     0.00     0.00     0.19    0.03     0.00   
50             0.07    0.01     0.05     0.00     0.27    0.04     0.02   
60             0.07    0.41     0.80     0.30     0.01    0.07     0.39   
70             0.00    0.00     0.00     0.00     0.19    0.00     0.00   
80             0.08    0.08     0.00     0.00     0.00    0.07     0.02   
90             0.08    0.03     0.00     0.00     0.03    0.08     0.08   
120            0.01    0.00     0.00     0.25     0.00    0.00     0.10   
160            0.00    0.00     0.00     0.04     0.00    0.00     0.02   
190            0.00    0.00     0.00     0.00     0.12    0.01     0.00   
other          0.04    0.01     0.00     0.00     0.11    0.07     0.05   

Neighborhood  Somerst  Timber  other  
MSSubClass                            
20               0.37    0.63   0.14  
30               0.00    0.00   0.01  
50               0.00    0.03   0.12  
60               0.31    0.24   0.09  
70               0.00    0.00   0.04  
80               0.00    0.08   0.03  
90               0.00    0.00   0.00  
120              0.06    0.00   0.25  
160              0.26    0.00   0.22  
190              0.00    0.03   0.02  
other            0.00    0.00   0.07  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
MSSubClass                            
20            0.08   0.40  0.38   0.38
30            0.10   0.07  0.05   0.01
50            0.44   0.16  0.09   0.03
60            0.02   0.10  0.21   0.39
70            0.12   0.05  0.04   0.06
80            0.02   0.04  0.04   0.01
90            0.06   0.12  0.03   0.04
120           0.00   0.00  0.07   0.00
160           0.00   0.00  0.05   0.00
190           0.06   0.04  0.02   0.01
other         0.08   0.02  0.04   0.06
----------------------------------------
Condition2  Norm  other
MSSubClass             
20          0.37   0.13
30          0.05   0.07
50          0.10   0.13
60          0.21   0.07
70          0.04   0.20
80          0.04   0.00
90          0.03   0.13
120         0.06   0.00
160         0.04   0.00
190         0.02   0.13
other       0.04   0.13
----------------------------------------
BldgType    1Fam  2fmCon  Duplex  Twnhs  TwnhsE
MSSubClass                                     
20          0.44    0.03     0.0   0.00    0.00
30          0.06    0.00     0.0   0.00    0.00
50          0.12    0.00     0.0   0.00    0.00
60          0.25    0.00     0.0   0.00    0.00
70          0.05    0.00     0.0   0.00    0.00
80          0.05    0.00     0.0   0.00    0.00
90          0.00    0.00     1.0   0.00    0.00
120         0.00    0.00     0.0   0.12    0.69
160         0.00    0.00     0.0   0.77    0.26
190         0.00    0.97     0.0   0.00    0.00
other       0.04    0.00     0.0   0.12    0.04
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
MSSubClass                                             
20            0.00    0.74    0.00    0.00  0.02   0.00
30            0.01    0.09    0.00    0.00  0.00   0.03
50            0.92    0.00    0.01    0.00  0.00   0.00
60            0.00    0.00    0.67    0.00  0.02   0.00
70            0.00    0.00    0.13    0.00  0.00   0.03
80            0.00    0.00    0.00    0.00  0.89   0.00
90            0.03    0.04    0.02    0.24  0.02   0.00
120           0.00    0.12    0.00    0.03  0.00   0.00
160           0.00    0.00    0.14    0.00  0.00   0.00
190           0.05    0.01    0.02    0.00  0.02   0.12
other         0.00    0.01    0.00    0.73  0.05   0.82
----------------------------------------
OverallQual     4     5     6     7     8     9  other
MSSubClass                                            
20           0.37  0.49  0.29  0.29  0.38  0.53   0.30
30           0.17  0.07  0.03  0.00  0.00  0.00   0.23
50           0.16  0.14  0.12  0.04  0.03  0.00   0.12
60           0.00  0.02  0.22  0.38  0.38  0.33   0.21
70           0.04  0.03  0.05  0.06  0.04  0.00   0.00
80           0.01  0.04  0.07  0.04  0.01  0.00   0.00
90           0.07  0.08  0.02  0.01  0.00  0.00   0.07
120          0.00  0.01  0.07  0.08  0.15  0.14   0.00
160          0.03  0.02  0.07  0.07  0.01  0.00   0.00
190          0.06  0.04  0.02  0.00  0.00  0.00   0.02
other        0.08  0.06  0.04  0.03  0.01  0.00   0.05
----------------------------------------
OverallCond     4     5     6     7     8  other
MSSubClass                                      
20           0.19  0.38  0.40  0.37  0.31   0.34
30           0.11  0.02  0.08  0.07  0.10   0.13
50           0.26  0.04  0.13  0.19  0.22   0.15
60           0.02  0.29  0.13  0.08  0.08   0.04
70           0.09  0.01  0.05  0.10  0.14   0.13
80           0.02  0.03  0.06  0.06  0.04   0.02
90           0.14  0.05  0.02  0.00  0.00   0.02
120          0.00  0.10  0.01  0.00  0.00   0.00
160          0.04  0.05  0.04  0.01  0.01   0.04
190          0.11  0.01  0.02  0.03  0.04   0.02
other        0.04  0.02  0.07  0.07  0.06   0.11
----------------------------------------
RoofStyle   Gable   Hip  other
MSSubClass                    
20           0.31  0.59   0.24
30           0.05  0.03   0.03
50           0.12  0.02   0.12
60           0.22  0.16   0.15
70           0.04  0.03   0.21
80           0.04  0.03   0.12
90           0.04  0.01   0.09
120          0.06  0.07   0.00
160          0.05  0.01   0.00
190          0.02  0.03   0.00
other        0.05  0.01   0.03
----------------------------------------
RoofMatl    CompShg  other
MSSubClass                
20             0.37   0.46
30             0.05   0.00
50             0.10   0.00
60             0.21   0.19
70             0.04   0.00
80             0.04   0.19
90             0.03   0.08
120            0.06   0.00
160            0.04   0.00
190            0.02   0.00
other          0.04   0.08
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
MSSubClass                                                                   
20              0.58     0.28     0.46     0.29     0.39     0.39     0.32   
30              0.02     0.00     0.00     0.09     0.00     0.02     0.13   
50              0.16     0.03     0.02     0.19     0.01     0.04     0.22   
60              0.00     0.21     0.25     0.05     0.16     0.37     0.03   
70              0.08     0.02     0.00     0.06     0.00     0.01     0.13   
80              0.04     0.00     0.08     0.03     0.11     0.02     0.02   
90              0.06     0.00     0.04     0.05     0.13     0.01     0.01   
120             0.06     0.15     0.03     0.05     0.09     0.09     0.01   
160             0.00     0.16     0.07     0.10     0.06     0.02     0.00   
190             0.00     0.00     0.01     0.05     0.02     0.01     0.04   
other           0.00     0.15     0.04     0.05     0.04     0.02     0.07   

Exterior1st  other  
MSSubClass          
20            0.19  
30            0.17  
50            0.26  
60            0.06  
70            0.13  
80            0.03  
90            0.08  
120           0.01  
160           0.00  
190           0.01  
other         0.06  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
MSSubClass                                                                   
20              0.28     0.42     0.29     0.51     0.39     0.34     0.18   
30              0.00     0.00     0.08     0.01     0.02     0.13     0.13   
50              0.03     0.03     0.19     0.03     0.04     0.23     0.21   
60              0.20     0.25     0.05     0.15     0.38     0.03     0.08   
70              0.02     0.00     0.06     0.01     0.01     0.11     0.13   
80              0.00     0.10     0.02     0.07     0.02     0.03     0.00   
90              0.00     0.03     0.05     0.11     0.01     0.02     0.03   
120             0.15     0.03     0.06     0.06     0.09     0.01     0.05   
160             0.17     0.07     0.10     0.01     0.01     0.00     0.08   
190             0.00     0.02     0.05     0.01     0.01     0.05     0.03   
other           0.15     0.04     0.06     0.04     0.02     0.07     0.08   

Exterior2nd  other  
MSSubClass          
20            0.28  
30            0.11  
50            0.16  
60            0.04  
70            0.12  
80            0.05  
90            0.08  
120           0.04  
160           0.06  
190           0.02  
other         0.03  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
MSSubClass                        
20            0.60     0.38   0.54
30            0.07     0.00   0.01
50            0.13     0.03   0.00
60            0.20     0.30   0.22
70            0.00     0.00   0.01
80            0.00     0.08   0.01
90            0.00     0.05   0.02
120           0.00     0.09   0.12
160           0.00     0.06   0.07
190           0.00     0.01   0.01
other         0.00     0.02   0.01
----------------------------------------
ExterQual     Ex    Fa    Gd    TA
MSSubClass                        
20          0.46  0.29  0.34  0.38
30          0.00  0.29  0.01  0.07
50          0.00  0.14  0.04  0.14
60          0.35  0.00  0.38  0.11
70          0.02  0.00  0.01  0.06
80          0.00  0.00  0.02  0.05
90          0.00  0.07  0.00  0.06
120         0.13  0.00  0.13  0.02
160         0.00  0.00  0.06  0.04
190         0.00  0.21  0.00  0.03
other       0.04  0.00  0.02  0.06
----------------------------------------
ExterCond     Gd    TA  other
MSSubClass                   
20          0.36  0.37   0.19
30          0.08  0.04   0.19
50          0.18  0.09   0.25
60          0.10  0.22   0.00
70          0.09  0.03   0.09
80          0.06  0.04   0.00
90          0.01  0.04   0.03
120         0.01  0.07   0.00
160         0.01  0.05   0.00
190         0.02  0.02   0.22
other       0.08  0.04   0.03
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
MSSubClass                              
20            0.00    0.48   0.34   0.30
30            0.27    0.03   0.01   0.00
50            0.36    0.10   0.04   0.15
60            0.00    0.10   0.36   0.06
70            0.20    0.02   0.02   0.09
80            0.00    0.07   0.02   0.00
90            0.00    0.06   0.00   0.30
120           0.00    0.01   0.12   0.00
160           0.00    0.05   0.05   0.00
190           0.06    0.02   0.01   0.06
other         0.12    0.05   0.02   0.03
----------------------------------------
BsmtQual      Ex    Fa    Gd    TA
MSSubClass                        
20          0.49  0.09  0.32  0.40
30          0.00  0.34  0.00  0.08
50          0.01  0.26  0.03  0.18
60          0.35  0.03  0.34  0.07
70          0.01  0.17  0.02  0.06
80          0.01  0.00  0.04  0.05
90          0.00  0.00  0.02  0.04
120         0.14  0.00  0.11  0.00
160         0.00  0.00  0.06  0.04
190         0.00  0.09  0.01  0.03
other       0.00  0.03  0.04  0.05
----------------------------------------
BsmtCond      Fa    Gd   Po    TA
MSSubClass                       
20          0.20  0.34  0.0  0.37
30          0.13  0.02  1.0  0.05
50          0.24  0.05  0.0  0.10
60          0.02  0.29  0.0  0.21
70          0.20  0.08  0.0  0.04
80          0.00  0.06  0.0  0.04
90          0.00  0.05  0.0  0.03
120         0.00  0.11  0.0  0.06
160         0.02  0.02  0.0  0.05
190         0.09  0.00  0.0  0.02
other       0.09  0.00  0.0  0.04
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
MSSubClass                          
20            0.37  0.43  0.37  0.36
30            0.00  0.01  0.04  0.07
50            0.01  0.01  0.12  0.13
60            0.22  0.20  0.22  0.21
70            0.00  0.01  0.07  0.05
80            0.14  0.10  0.00  0.02
90            0.03  0.07  0.00  0.02
120           0.11  0.09  0.07  0.05
160           0.01  0.00  0.02  0.06
190           0.01  0.02  0.06  0.02
other         0.10  0.07  0.03  0.03
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
MSSubClass                                      
20            0.49  0.55  0.36  0.28  0.46  0.23
30            0.04  0.06  0.00  0.07  0.10  0.08
50            0.05  0.10  0.02  0.23  0.18  0.16
60            0.13  0.09  0.31  0.12  0.08  0.25
70            0.02  0.05  0.00  0.07  0.05  0.08
80            0.09  0.02  0.05  0.03  0.02  0.03
90            0.02  0.01  0.03  0.05  0.04  0.03
120           0.04  0.01  0.15  0.04  0.00  0.03
160           0.07  0.05  0.03  0.03  0.02  0.05
190           0.02  0.04  0.01  0.01  0.03  0.02
other         0.05  0.03  0.05  0.07  0.03  0.04
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
MSSubClass                                 
20            0.52  0.61  0.54  0.34   0.36
30            0.00  0.00  0.04  0.05   0.03
50            0.18  0.07  0.06  0.10   0.06
60            0.06  0.09  0.15  0.22   0.24
70            0.03  0.02  0.00  0.05   0.00
80            0.09  0.04  0.07  0.04   0.12
90            0.00  0.02  0.04  0.03   0.03
120           0.06  0.04  0.00  0.06   0.06
160           0.03  0.04  0.06  0.04   0.03
190           0.03  0.00  0.02  0.02   0.00
other         0.00  0.07  0.04  0.04   0.06
----------------------------------------
Heating     GasA  other
MSSubClass             
20          0.37   0.09
30          0.05   0.12
50          0.09   0.31
60          0.21   0.00
70          0.04   0.16
80          0.04   0.00
90          0.03   0.09
120         0.06   0.00
160         0.04   0.00
190         0.02   0.12
other       0.04   0.09
----------------------------------------
HeatingQC     Ex    Fa    Gd   Po    TA
MSSubClass                             
20          0.38  0.29  0.32  0.0  0.39
30          0.03  0.14  0.07  0.0  0.06
50          0.06  0.12  0.17  0.0  0.12
60          0.30  0.02  0.17  0.0  0.09
70          0.03  0.18  0.03  0.0  0.05
80          0.03  0.02  0.06  0.0  0.05
90          0.01  0.08  0.02  0.0  0.09
120         0.10  0.00  0.02  0.0  0.03
160         0.04  0.04  0.03  0.0  0.06
190         0.01  0.04  0.03  0.0  0.03
other       0.03  0.06  0.07  1.0  0.05
----------------------------------------
CentralAir     N     Y
MSSubClass            
20          0.09  0.39
30          0.21  0.04
50          0.17  0.09
60          0.00  0.22
70          0.16  0.03
80          0.00  0.04
90          0.13  0.03
120         0.00  0.06
160         0.00  0.05
190         0.15  0.01
other       0.09  0.04
----------------------------------------
Electrical  FuseA  SBrkr  other
MSSubClass                     
20           0.33   0.37   0.16
30           0.19   0.03   0.19
50           0.21   0.09   0.26
60           0.00   0.22   0.00
70           0.09   0.04   0.06
80           0.00   0.04   0.03
90           0.05   0.03   0.16
120          0.00   0.07   0.00
160          0.00   0.05   0.00
190          0.05   0.02   0.06
other        0.07   0.04   0.06
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
MSSubClass                         
20           0.43  0.15  0.36  0.38
30           0.01  0.36  0.01  0.06
50           0.02  0.15  0.05  0.14
60           0.34  0.03  0.32  0.10
70           0.03  0.10  0.03  0.04
80           0.02  0.00  0.03  0.05
90           0.00  0.05  0.00  0.07
120          0.12  0.00  0.10  0.02
160          0.00  0.00  0.05  0.04
190          0.00  0.13  0.00  0.03
other        0.03  0.03  0.03  0.05
----------------------------------------
Functional  Min1  Min2   Typ  other
MSSubClass                         
20          0.55  0.26  0.37   0.29
30          0.06  0.03  0.04   0.20
50          0.16  0.35  0.09   0.17
60          0.03  0.09  0.22   0.06
70          0.03  0.09  0.04   0.03
80          0.06  0.09  0.04   0.03
90          0.00  0.00  0.04   0.03
120         0.00  0.00  0.06   0.00
160         0.10  0.00  0.04   0.14
190         0.00  0.03  0.02   0.06
other       0.00  0.06  0.04   0.00
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
MSSubClass                          
20           0.58  0.37  0.28   0.43
30           0.00  0.04  0.00   0.02
50           0.03  0.11  0.06   0.07
60           0.15  0.24  0.41   0.20
70           0.00  0.06  0.02   0.02
80           0.12  0.03  0.08   0.02
90           0.00  0.00  0.01   0.00
120          0.06  0.11  0.06   0.09
160          0.06  0.01  0.04   0.02
190          0.00  0.02  0.01   0.02
other        0.00  0.02  0.03   0.09
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
MSSubClass                                
20            0.47     0.01    0.26   0.26
30            0.01     0.00    0.11   0.06
50            0.04     0.03    0.23   0.06
60            0.27     0.73    0.01   0.03
70            0.01     0.01    0.11   0.09
80            0.04     0.12    0.02   0.12
90            0.01     0.01    0.06   0.18
120           0.10     0.00    0.00   0.00
160           0.02     0.05    0.10   0.00
190           0.01     0.01    0.03   0.06
other         0.02     0.02    0.08   0.15
----------------------------------------
GarageFinish   Fin   RFn   Unf
MSSubClass                    
20            0.35  0.45  0.35
30            0.01  0.00  0.08
50            0.03  0.02  0.19
60            0.41  0.31  0.04
70            0.01  0.01  0.08
80            0.04  0.06  0.03
90            0.01  0.00  0.06
120           0.12  0.09  0.01
160           0.02  0.04  0.06
190           0.01  0.00  0.03
other         0.02  0.02  0.06
----------------------------------------
GarageQual    Fa    TA  other
MSSubClass                   
20          0.10  0.39   0.15
30          0.27  0.03   0.15
50          0.29  0.09   0.05
60          0.00  0.23   0.15
70          0.23  0.03   0.05
80          0.00  0.04   0.10
90          0.02  0.03   0.00
120         0.00  0.07   0.00
160         0.00  0.05   0.05
190         0.02  0.01   0.15
other       0.06  0.04   0.15
----------------------------------------
GarageCond    Fa    TA  other
MSSubClass                   
20          0.14  0.39   0.22
30          0.23  0.03   0.17
50          0.17  0.09   0.00
60          0.00  0.22   0.06
70          0.29  0.03   0.17
80          0.03  0.04   0.11
90          0.03  0.03   0.00
120         0.00  0.07   0.00
160         0.00  0.05   0.00
190         0.06  0.01   0.06
other       0.06  0.04   0.22
----------------------------------------
PavedDrive     N     P     Y
MSSubClass                  
20          0.11  0.17  0.39
30          0.21  0.13  0.03
50          0.26  0.30  0.08
60          0.00  0.07  0.22
70          0.16  0.23  0.03
80          0.00  0.00  0.04
90          0.06  0.03  0.03
120         0.00  0.00  0.06
160         0.01  0.00  0.05
190         0.13  0.00  0.01
other       0.07  0.07  0.04
----------------------------------------
PoolQC       Ex   Fa    Gd
MSSubClass                
20          0.0  0.5  0.00
60          0.5  0.5  0.33
80          0.0  0.0  0.67
other       0.5  0.0  0.00
----------------------------------------
Fence       GdPrv  GdWo  MnPrv  MnWw
MSSubClass                          
20           0.29  0.54   0.42  0.45
30           0.02  0.07   0.06  0.09
50           0.08  0.15   0.18  0.18
60           0.22  0.07   0.10  0.09
70           0.08  0.02   0.05  0.00
80           0.15  0.11   0.06  0.09
90           0.03  0.02   0.00  0.00
120          0.00  0.00   0.01  0.00
160          0.05  0.00   0.00  0.00
190          0.00  0.00   0.03  0.00
other        0.07  0.02   0.09  0.09
----------------------------------------
MiscFeature  Shed  other
MSSubClass              
20           0.39    0.2
30           0.10    0.0
50           0.18    0.0
60           0.16    0.2
70           0.02    0.0
80           0.04    0.0
90           0.04    0.2
190          0.02    0.2
other        0.04    0.2
----------------------------------------
SaleType     COD   New    WD  other
MSSubClass                         
20          0.58  0.51  0.35   0.14
30          0.05  0.00  0.05   0.07
50          0.09  0.00  0.11   0.18
60          0.00  0.34  0.20   0.14
70          0.05  0.00  0.04   0.04
80          0.02  0.00  0.04   0.04
90          0.07  0.00  0.04   0.07
120         0.07  0.11  0.05   0.14
160         0.07  0.02  0.04   0.00
190         0.00  0.01  0.02   0.11
other       0.00  0.01  0.05   0.07
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
MSSubClass                                    
20                0.36    0.36     0.52   0.25
30                0.09    0.05     0.00   0.06
50                0.14    0.10     0.00   0.14
60                0.10    0.20     0.34   0.06
70                0.05    0.04     0.00   0.06
80                0.07    0.04     0.00   0.03
90                0.03    0.03     0.00   0.33
120               0.05    0.06     0.10   0.03
160               0.06    0.04     0.02   0.03
190               0.02    0.02     0.01   0.00
other             0.04    0.05     0.01   0.03
----------------------------------------
MSSubClass    20    30    50    60    70   80    90   120   160   190  other
MSZoning                                                                    
FV          0.02  0.00  0.00  0.08  0.00  0.0  0.00  0.06  0.35  0.00   0.00
RL          0.95  0.48  0.61  0.91  0.50  1.0  0.83  0.68  0.17  0.53   0.52
RM          0.02  0.48  0.35  0.00  0.43  0.0  0.12  0.24  0.48  0.37   0.47
other       0.01  0.04  0.03  0.00  0.07  0.0  0.06  0.02  0.00  0.10   0.02
----------------------------------------
MSZoning   FV   RL   RM  other
MSZoning                      
FV        1.0  0.0  0.0    0.0
RL        0.0  1.0  0.0    0.0
RM        0.0  0.0  1.0    0.0
other     0.0  0.0  0.0    1.0
----------------------------------------
Street    Grvl  Pave
MSZoning            
FV        0.00  0.04
RL        0.50  0.79
RM        0.17  0.15
other     0.33  0.02
----------------------------------------
Alley     Grvl  Pave
MSZoning            
FV        0.00  0.59
RL        0.28  0.15
RM        0.72  0.17
other     0.00  0.10
----------------------------------------
LotShape   IR1   IR2  IR3   Reg
MSZoning                       
FV        0.02  0.07  0.0  0.06
RL        0.94  0.85  0.9  0.70
RM        0.03  0.05  0.1  0.22
other     0.01  0.02  0.0  0.02
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
MSZoning                           
FV           0.00  0.00  0.00  0.05
RL           0.67  0.84  0.94  0.79
RM           0.25  0.10  0.00  0.15
other        0.08  0.06  0.06  0.01
----------------------------------------
Utilities  AllPub  NoSeWa
MSZoning                 
FV           0.04     0.0
RL           0.79     1.0
RM           0.15     0.0
other        0.02     0.0
----------------------------------------
LotConfig  Corner  CulDSac   FR2   FR3  Inside
MSZoning                                      
FV           0.03     0.01  0.06  0.25    0.05
RL           0.81     0.99  0.83  0.25    0.76
RM           0.14     0.00  0.11  0.50    0.16
other        0.02     0.00  0.00  0.00    0.02
----------------------------------------
LandSlope   Gtl   Mod  Sev
MSZoning                  
FV         0.05  0.00  0.0
RL         0.78  0.83  1.0
RM         0.15  0.11  0.0
other      0.02  0.06  0.0
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
MSZoning                                                                     
FV               0.00     0.00     0.00     0.00      0.0    0.00      0.0   
RL               0.48     0.93     0.90     0.90      1.0    0.00      0.9   
RM               0.52     0.07     0.06     0.08      0.0    0.76      0.1   
other            0.00     0.00     0.04     0.02      0.0    0.24      0.0   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
MSZoning                                                                  
FV             0.00     0.0      0.0     0.00     0.00    0.00     0.00   
RL             0.99     1.0      1.0     0.99     0.15    0.97     0.92   
RM             0.00     0.0      0.0     0.01     0.84    0.03     0.00   
other          0.01     0.0      0.0     0.00     0.01    0.00     0.08   

Neighborhood  Somerst  Timber  other  
MSZoning                              
FV               0.76     0.0   0.00  
RL               0.24     1.0   0.73  
RM               0.00     0.0   0.24  
other            0.00     0.0   0.03  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
MSZoning                              
FV            0.00   0.00  0.05   0.01
RL            0.54   0.80  0.79   0.89
RM            0.44   0.14  0.14   0.10
other         0.02   0.06  0.02   0.00
----------------------------------------
Condition2  Norm  other
MSZoning               
FV          0.04   0.00
RL          0.79   0.53
RM          0.15   0.40
other       0.02   0.07
----------------------------------------
BldgType  1Fam  2fmCon  Duplex  Twnhs  TwnhsE
MSZoning                                     
FV        0.03    0.00    0.00   0.21    0.16
RL        0.84    0.52    0.83   0.23    0.50
RM        0.11    0.39    0.12   0.56    0.32
other     0.01    0.10    0.06   0.00    0.02
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
MSZoning                                               
FV            0.00    0.02    0.11    0.00  0.00   0.00
RL            0.61    0.87    0.73    0.73  0.95   0.36
RM            0.36    0.09    0.15    0.24  0.05   0.55
other         0.03    0.01    0.02    0.03  0.00   0.09
----------------------------------------
OverallQual     4     5     6     7     8     9  other
MSZoning                                              
FV           0.00  0.00  0.03  0.11  0.10  0.05   0.02
RL           0.64  0.79  0.77  0.81  0.87  0.95   0.70
RM           0.30  0.19  0.18  0.08  0.04  0.00   0.19
other        0.06  0.02  0.02  0.00  0.00  0.00   0.09
----------------------------------------
OverallCond     4     5     6     7     8  other
MSZoning                                        
FV           0.00  0.08  0.01  0.00  0.00   0.00
RL           0.61  0.83  0.79  0.76  0.65   0.68
RM           0.30  0.09  0.18  0.23  0.32   0.26
other        0.09  0.01  0.03  0.01  0.03   0.06
----------------------------------------
RoofStyle  Gable   Hip  other
MSZoning                     
FV          0.05  0.01   0.00
RL          0.76  0.89   0.79
RM          0.17  0.08   0.15
other       0.02  0.01   0.06
----------------------------------------
RoofMatl  CompShg  other
MSZoning                
FV           0.05   0.00
RL           0.79   0.96
RM           0.15   0.04
other        0.02   0.00
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
MSZoning                                                                     
FV              0.00     0.13     0.00     0.10     0.00     0.07     0.00   
RL              0.88     0.48     0.92     0.63     0.98     0.83     0.70   
RM              0.10     0.39     0.07     0.21     0.00     0.10     0.27   
other           0.02     0.00     0.00     0.05     0.02     0.01     0.03   

Exterior1st  other  
MSZoning            
FV            0.00  
RL            0.71  
RM            0.28  
other         0.01  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
MSZoning                                                                     
FV              0.13     0.00     0.11     0.00     0.07     0.00     0.00   
RL              0.47     0.92     0.63     0.99     0.83     0.71     0.76   
RM              0.40     0.07     0.21     0.00     0.10     0.26     0.24   
other           0.00     0.00     0.05     0.01     0.01     0.03     0.00   

Exterior2nd  other  
MSZoning            
FV            0.00  
RL            0.71  
RM            0.24  
other         0.04  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
MSZoning                          
FV            0.00     0.03   0.09
RL            0.93     0.87   0.84
RM            0.07     0.09   0.07
other         0.00     0.01   0.00
----------------------------------------
ExterQual    Ex    Fa    Gd    TA
MSZoning                         
FV         0.06  0.00  0.11  0.01
RL         0.90  0.29  0.83  0.77
RM         0.04  0.36  0.06  0.20
other      0.00  0.36  0.00  0.02
----------------------------------------
ExterCond    Gd    TA  other
MSZoning                    
FV         0.00  0.05   0.00
RL         0.75  0.80   0.56
RM         0.24  0.13   0.34
other      0.01  0.02   0.09
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
MSZoning                                
FV            0.00    0.00   0.10   0.00
RL            0.43    0.85   0.81   0.76
RM            0.52    0.13   0.09   0.18
other         0.05    0.02   0.01   0.06
----------------------------------------
BsmtQual    Ex    Fa    Gd    TA
MSZoning                        
FV        0.07  0.00  0.09  0.00
RL        0.88  0.51  0.83  0.74
RM        0.05  0.46  0.07  0.23
other     0.00  0.03  0.00  0.03
----------------------------------------
BsmtCond    Fa    Gd   Po    TA
MSZoning                       
FV        0.00  0.06  0.0  0.05
RL        0.53  0.88  0.5  0.79
RM        0.36  0.06  0.5  0.15
other     0.11  0.00  0.0  0.02
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
MSZoning                            
FV            0.04  0.00  0.05  0.05
RL            0.86  0.91  0.81  0.75
RM            0.08  0.09  0.11  0.18
other         0.02  0.00  0.03  0.02
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
MSZoning                                        
FV            0.01  0.01  0.08  0.00  0.01  0.06
RL            0.88  0.84  0.84  0.72  0.83  0.67
RM            0.11  0.11  0.07  0.27  0.11  0.25
other         0.00  0.03  0.00  0.01  0.05  0.02
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
MSZoning                                   
FV            0.00  0.00  0.00  0.05   0.00
RL            0.94  0.93  0.93  0.77   0.79
RM            0.06  0.04  0.07  0.16   0.21
other         0.00  0.02  0.00  0.02   0.00
----------------------------------------
Heating   GasA  other
MSZoning             
FV        0.05   0.00
RL        0.79   0.56
RM        0.14   0.41
other     0.02   0.03
----------------------------------------
HeatingQC    Ex    Fa    Gd   Po    TA
MSZoning                              
FV         0.08  0.00  0.02  0.0  0.00
RL         0.82  0.69  0.75  0.0  0.78
RM         0.10  0.31  0.21  1.0  0.19
other      0.01  0.00  0.02  0.0  0.04
----------------------------------------
CentralAir     N     Y
MSZoning              
FV          0.00  0.05
RL          0.47  0.81
RM          0.40  0.13
other       0.13  0.01
----------------------------------------
Electrical  FuseA  SBrkr  other
MSZoning                       
FV           0.00   0.05   0.00
RL           0.60   0.81   0.61
RM           0.32   0.13   0.35
other        0.09   0.01   0.03
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
MSZoning                           
FV           0.04  0.00  0.10  0.01
RL           0.91  0.62  0.82  0.76
RM           0.05  0.28  0.08  0.21
other        0.00  0.10  0.00  0.03
----------------------------------------
Functional  Min1  Min2   Typ  other
MSZoning                           
FV          0.00  0.00  0.05   0.00
RL          0.81  0.79  0.79   0.69
RM          0.19  0.21  0.14   0.31
other       0.00  0.00  0.02   0.00
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
MSZoning                            
FV           0.03  0.04  0.02   0.02
RL           0.94  0.84  0.93   0.84
RM           0.03  0.12  0.05   0.14
other        0.00  0.00  0.00   0.00
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
MSZoning                                  
FV            0.05     0.03    0.06   0.00
RL            0.89     0.92    0.57   0.74
RM            0.06     0.05    0.34   0.15
other         0.00     0.00    0.03   0.12
----------------------------------------
GarageFinish   Fin   RFn   Unf
MSZoning                      
FV            0.06  0.07  0.02
RL            0.87  0.89  0.69
RM            0.07  0.03  0.26
other         0.01  0.01  0.02
----------------------------------------
GarageQual    Fa    TA  other
MSZoning                     
FV          0.00  0.05   0.00
RL          0.46  0.81   0.65
RM          0.52  0.12   0.35
other       0.02  0.01   0.00
----------------------------------------
GarageCond    Fa    TA  other
MSZoning                     
FV          0.00  0.05   0.00
RL          0.51  0.81   0.67
RM          0.43  0.13   0.33
other       0.06  0.01   0.00
----------------------------------------
PavedDrive     N     P     Y
MSZoning                    
FV          0.00  0.00  0.05
RL          0.43  0.60  0.82
RM          0.46  0.37  0.12
other       0.11  0.03  0.01
----------------------------------------
PoolQC     Ex   Fa   Gd
MSZoning               
RL        1.0  1.0  1.0
----------------------------------------
Fence     GdPrv  GdWo  MnPrv  MnWw
MSZoning                          
FV         0.00  0.02   0.00  0.00
RL         0.86  0.83   0.79  0.82
RM         0.14  0.13   0.18  0.18
other      0.00  0.02   0.03  0.00
----------------------------------------
MiscFeature  Shed  other
MSZoning                
RL           0.84    0.8
RM           0.12    0.2
other        0.04    0.0
----------------------------------------
SaleType   COD   New    WD  other
MSZoning                         
FV        0.00  0.18  0.03   0.07
RL        0.79  0.80  0.79   0.64
RM        0.14  0.02  0.16   0.21
other     0.07  0.00  0.02   0.07
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
MSZoning                                      
FV                0.04    0.03     0.18   0.00
RL                0.69    0.80     0.79   0.75
RM                0.17    0.16     0.03   0.22
other             0.10    0.01     0.00   0.03
----------------------------------------
MSSubClass   20    30   50   60   70   80    90  120  160   190  other
Street                                                                
Grvl        0.0  0.01  0.0  0.0  0.0  0.0  0.04  0.0  0.0  0.03    0.0
Pave        1.0  0.99  1.0  1.0  1.0  1.0  0.96  1.0  1.0  0.97    1.0
----------------------------------------
MSZoning   FV   RL   RM  other
Street                        
Grvl      0.0  0.0  0.0   0.08
Pave      1.0  1.0  1.0   0.92
----------------------------------------
Street  Grvl  Pave
Street            
Grvl     1.0   0.0
Pave     0.0   1.0
----------------------------------------
Alley   Grvl  Pave
Street            
Pave     1.0   1.0
----------------------------------------
LotShape  IR1   IR2  IR3  Reg
Street                       
Grvl      0.0  0.02  0.0  0.0
Pave      1.0  0.98  1.0  1.0
----------------------------------------
LandContour   Bnk   HLS   Low  Lvl
Street                            
Grvl         0.03  0.02  0.03  0.0
Pave         0.97  0.98  0.97  1.0
----------------------------------------
Utilities  AllPub  NoSeWa
Street                   
Grvl          0.0     0.0
Pave          1.0     1.0
----------------------------------------
LotConfig  Corner  CulDSac  FR2  FR3  Inside
Street                                      
Grvl         0.01      0.0  0.0  0.0     0.0
Pave         0.99      1.0  1.0  1.0     1.0
----------------------------------------
LandSlope  Gtl   Mod   Sev
Street                    
Grvl       0.0  0.05  0.08
Pave       1.0  0.95  0.92
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
Street                                                                       
Grvl              0.0      0.0      0.0     0.01      0.0    0.08      0.0   
Pave              1.0      1.0      1.0     0.99      1.0    0.92      1.0   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
Street                                                                    
Grvl            0.0     0.0      0.0      0.0      0.0     0.0      0.0   
Pave            1.0     1.0      1.0      1.0      1.0     1.0      1.0   

Neighborhood  Somerst  Timber  other  
Street                                
Grvl              0.0    0.05    0.0  
Pave              1.0    0.95    1.0  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
Street                                
Grvl           0.0    0.0   0.0   0.01
Pave           1.0    1.0   1.0   0.99
----------------------------------------
Condition2  Norm  other
Street                 
Grvl         0.0    0.0
Pave         1.0    1.0
----------------------------------------
BldgType  1Fam  2fmCon  Duplex  Twnhs  TwnhsE
Street                                       
Grvl       0.0    0.03    0.04    0.0     0.0
Pave       1.0    0.97    0.96    1.0     1.0
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
Street                                                 
Grvl          0.01    0.01     0.0    0.03   0.0    0.0
Pave          0.99    0.99     1.0    0.97   1.0    1.0
----------------------------------------
OverallQual    4     5    6    7    8    9  other
Street                                           
Grvl         0.0  0.01  0.0  0.0  0.0  0.0   0.02
Pave         1.0  0.99  1.0  1.0  1.0  1.0   0.98
----------------------------------------
OverallCond     4    5    6    7    8  other
Street                                      
Grvl         0.04  0.0  0.0  0.0  0.0    0.0
Pave         0.96  1.0  1.0  1.0  1.0    1.0
----------------------------------------
RoofStyle  Gable   Hip  other
Street                       
Grvl         0.0  0.01    0.0
Pave         1.0  0.99    1.0
----------------------------------------
RoofMatl  CompShg  other
Street                  
Grvl          0.0    0.0
Pave          1.0    1.0
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
Street                                                                       
Grvl             0.0      0.0      0.0     0.01     0.01      0.0     0.01   
Pave             1.0      1.0      1.0     0.99     0.99      1.0     0.99   

Exterior1st  other  
Street              
Grvl           0.0  
Pave           1.0  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
Street                                                                       
Grvl             0.0      0.0     0.01     0.01      0.0     0.01      0.0   
Pave             1.0      1.0     0.99     0.99      1.0     0.99      1.0   

Exterior2nd  other  
Street              
Grvl           0.0  
Pave           1.0  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
Street                            
Grvl           0.0      0.0    0.0
Pave           1.0      1.0    1.0
----------------------------------------
ExterQual   Ex    Fa   Gd   TA
Street                        
Grvl       0.0  0.21  0.0  0.0
Pave       1.0  0.79  1.0  1.0
----------------------------------------
ExterCond    Gd   TA  other
Street                     
Grvl       0.01  0.0    0.0
Pave       0.99  1.0    1.0
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
Street                                  
Grvl           0.0    0.01    0.0    0.0
Pave           1.0    0.99    1.0    1.0
----------------------------------------
BsmtQual   Ex   Fa   Gd    TA
Street                       
Grvl      0.0  0.0  0.0  0.01
Pave      1.0  1.0  1.0  0.99
----------------------------------------
BsmtCond   Fa   Gd   Po   TA
Street                      
Grvl      0.0  0.0  0.0  0.0
Pave      1.0  1.0  1.0  1.0
----------------------------------------
BsmtExposure    Av    Gd   Mn   No
Street                            
Grvl          0.01  0.02  0.0  0.0
Pave          0.99  0.98  1.0  1.0
----------------------------------------
BsmtFinType1  ALQ  BLQ  GLQ   LwQ   Rec  Unf
Street                                      
Grvl          0.0  0.0  0.0  0.01  0.01  0.0
Pave          1.0  1.0  1.0  0.99  0.99  1.0
----------------------------------------
BsmtFinType2   BLQ  LwQ  Rec  Unf  other
Street                                  
Grvl          0.03  0.0  0.0  0.0   0.03
Pave          0.97  1.0  1.0  1.0   0.97
----------------------------------------
Heating  GasA  other
Street              
Grvl      0.0    0.0
Pave      1.0    1.0
----------------------------------------
HeatingQC   Ex   Fa   Gd   Po    TA
Street                             
Grvl       0.0  0.0  0.0  0.0  0.01
Pave       1.0  1.0  1.0  1.0  0.99
----------------------------------------
CentralAir     N    Y
Street               
Grvl        0.02  0.0
Pave        0.98  1.0
----------------------------------------
Electrical  FuseA  SBrkr  other
Street                         
Grvl         0.01    0.0    0.0
Pave         0.99    1.0    1.0
----------------------------------------
KitchenQual   Ex    Fa   Gd    TA
Street                           
Grvl         0.0  0.03  0.0  0.01
Pave         1.0  0.97  1.0  0.99
----------------------------------------
Functional  Min1  Min2  Typ  other
Street                            
Grvl         0.0   0.0  0.0    0.0
Pave         1.0   1.0  1.0    1.0
----------------------------------------
FireplaceQu   Fa   Gd   TA  other
Street                           
Grvl         0.0  0.0  0.0    0.0
Pave         1.0  1.0  1.0    1.0
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
Street                                    
Grvl           0.0      0.0     0.0   0.09
Pave           1.0      1.0     1.0   0.91
----------------------------------------
GarageFinish  Fin  RFn  Unf
Street                     
Grvl          0.0  0.0  0.0
Pave          1.0  1.0  1.0
----------------------------------------
GarageQual   Fa   TA  other
Street                     
Grvl        0.0  0.0    0.0
Pave        1.0  1.0    1.0
----------------------------------------
GarageCond   Fa   TA  other
Street                     
Grvl        0.0  0.0    0.0
Pave        1.0  1.0    1.0
----------------------------------------
PavedDrive     N    P    Y
Street                    
Grvl        0.01  0.0  0.0
Pave        0.99  1.0  1.0
----------------------------------------
PoolQC   Ex   Fa   Gd
Street               
Pave    1.0  1.0  1.0
----------------------------------------
Fence   GdPrv  GdWo  MnPrv  MnWw
Street                          
Pave      1.0   1.0    1.0   1.0
----------------------------------------
MiscFeature  Shed  other
Street                  
Grvl         0.06    0.0
Pave         0.94    1.0
----------------------------------------
SaleType  COD  New   WD  other
Street                        
Grvl      0.0  0.0  0.0   0.04
Pave      1.0  1.0  1.0   0.96
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
Street                                        
Grvl               0.0     0.0      0.0   0.03
Pave               1.0     1.0      1.0   0.97
----------------------------------------
MSSubClass   20    30    50   60    70   90  120  160   190  other
Alley                                                             
Grvl        0.0  0.92  0.75  0.5  0.69  1.0  0.0  0.0  0.67    0.6
Pave        1.0  0.08  0.25  0.5  0.31  0.0  1.0  1.0  0.33    0.4
----------------------------------------
MSZoning   FV   RL    RM  other
Alley                          
Grvl      0.0  0.7  0.84    0.0
Pave      1.0  0.3  0.16    1.0
----------------------------------------
Street  Pave
Alley       
Grvl    0.55
Pave    0.45
----------------------------------------
Alley  Grvl  Pave
Alley            
Grvl    1.0   0.0
Pave    0.0   1.0
----------------------------------------
LotShape   IR1  IR2  IR3   Reg
Alley                         
Grvl      0.36  0.0  1.0  0.58
Pave      0.64  1.0  0.0  0.42
----------------------------------------
LandContour   Bnk   HLS   Lvl
Alley                        
Grvl         0.58  0.67  0.54
Pave         0.42  0.33  0.46
----------------------------------------
Utilities  AllPub
Alley            
Grvl         0.55
Pave         0.45
----------------------------------------
LotConfig  Corner  Inside
Alley                    
Grvl         0.53    0.55
Pave         0.47    0.45
----------------------------------------
LandSlope   Gtl   Mod
Alley                
Grvl       0.56  0.33
Pave       0.44  0.67
----------------------------------------
Neighborhood  BrkSide  Crawfor  Edwards  IDOTRR  NAmes  OldTown  Somerst  \
Alley                                                                      
Grvl              0.0      1.0      1.0    0.71    1.0     0.84      0.0   
Pave              1.0      0.0      0.0    0.29    0.0     0.16      1.0   

Neighborhood  other  
Alley                
Grvl           0.25  
Pave           0.75  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
Alley                                 
Grvl           1.0   0.33   0.5    0.0
Pave           0.0   0.67   0.5    1.0
----------------------------------------
Condition2  Norm
Alley           
Grvl        0.55
Pave        0.45
----------------------------------------
BldgType  1Fam  2fmCon  Duplex  Twnhs  TwnhsE
Alley                                        
Grvl       0.7    0.57     1.0    0.0     0.0
Pave       0.3    0.43     0.0    1.0     1.0
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  other
Alley                                            
Grvl          0.72    0.48    0.46     1.0    0.6
Pave          0.28    0.52    0.54     0.0    0.4
----------------------------------------
OverallQual     4     5     6     7     8  other
Alley                                           
Grvl         0.75  0.85  0.48  0.17  0.33    1.0
Pave         0.25  0.15  0.52  0.83  0.67    0.0
----------------------------------------
OverallCond    4     5     6     7     8  other
Alley                                          
Grvl         0.6  0.25  0.64  0.71  0.91    1.0
Pave         0.4  0.75  0.36  0.29  0.09    0.0
----------------------------------------
RoofStyle  Gable  Hip  other
Alley                       
Grvl        0.56  0.6   0.33
Pave        0.44  0.4   0.67
----------------------------------------
RoofMatl  CompShg
Alley            
Grvl         0.55
Pave         0.45
----------------------------------------
Exterior1st  BrkFace  HdBoard  MetalSd  VinylSd  Wd Sdng  other
Alley                                                          
Grvl            0.33      1.0     0.37     0.28      0.8   0.86
Pave            0.67      0.0     0.63     0.72      0.2   0.14
----------------------------------------
Exterior2nd  HdBoard  MetalSd  VinylSd  Wd Sdng  Wd Shng  other
Alley                                                          
Grvl             1.0     0.37     0.33     0.78      0.8   0.71
Pave             0.0     0.63     0.67     0.22      0.2   0.29
----------------------------------------
MasVnrType  BrkFace  Stone
Alley                     
Grvl            0.3    0.0
Pave            0.7    1.0
----------------------------------------
ExterQual   Fa    Gd    TA
Alley                     
Grvl       0.0  0.08  0.74
Pave       1.0  0.92  0.26
----------------------------------------
ExterCond    Gd    TA  other
Alley                       
Grvl       0.73  0.51    0.8
Pave       0.27  0.49    0.2
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
Alley                                   
Grvl          0.74    0.84   0.21   0.33
Pave          0.26    0.16   0.79   0.67
----------------------------------------
BsmtQual   Ex    Fa    Gd    TA
Alley                          
Grvl      0.0  0.75  0.15  0.72
Pave      1.0  0.25  0.85  0.28
----------------------------------------
BsmtCond   Fa   Gd    TA
Alley                   
Grvl      0.7  0.5  0.53
Pave      0.3  0.5  0.47
----------------------------------------
BsmtExposure   Av   Gd   Mn    No
Alley                            
Grvl          0.0  1.0  0.5  0.56
Pave          1.0  0.0  0.5  0.44
----------------------------------------
BsmtFinType1  ALQ   BLQ  GLQ  LwQ   Rec  Unf
Alley                                       
Grvl          0.6  0.67  0.1  0.5  0.64  0.6
Pave          0.4  0.33  0.9  0.5  0.36  0.4
----------------------------------------
BsmtFinType2  BLQ  LwQ   Unf
Alley                       
Grvl          1.0  1.0  0.53
Pave          0.0  0.0  0.47
----------------------------------------
Heating  GasA  other
Alley               
Grvl     0.53   0.75
Pave     0.47   0.25
----------------------------------------
HeatingQC    Ex    Fa   Gd    TA
Alley                           
Grvl       0.37  0.86  0.6  0.78
Pave       0.63  0.14  0.4  0.22
----------------------------------------
CentralAir     N     Y
Alley                 
Grvl        0.73  0.49
Pave        0.27  0.51
----------------------------------------
Electrical  FuseA  SBrkr  other
Alley                          
Grvl         0.67   0.49    1.0
Pave         0.33   0.51    0.0
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
Alley                              
Grvl         0.67  0.83  0.24  0.73
Pave         0.33  0.17  0.76  0.27
----------------------------------------
Functional  Min1  Min2   Typ  other
Alley                              
Grvl         1.0  0.57  0.54    1.0
Pave         0.0  0.43  0.46    0.0
----------------------------------------
FireplaceQu   Fa    Gd   TA  other
Alley                             
Grvl         0.0  0.58  0.5    1.0
Pave         1.0  0.42  0.5    0.0
----------------------------------------
GarageType  Attchd  Detchd  other
Alley                            
Grvl          0.33    0.56    1.0
Pave          0.67    0.44    0.0
----------------------------------------
GarageFinish  Fin  RFn   Unf
Alley                       
Grvl          0.0  0.0  0.67
Pave          1.0  1.0  0.33
----------------------------------------
GarageQual   Fa    TA  other
Alley                       
Grvl        0.9  0.46   0.67
Pave        0.1  0.54   0.33
----------------------------------------
GarageCond   Fa    TA  other
Alley                       
Grvl        0.8  0.46    1.0
Pave        0.2  0.54    0.0
----------------------------------------
PavedDrive     N    P     Y
Alley                      
Grvl        0.64  1.0  0.47
Pave        0.36  0.0  0.53
----------------------------------------
Empty DataFrame
Columns: []
Index: []
----------------------------------------
Fence  GdPrv  GdWo  MnPrv  MnWw
Alley                          
Grvl     0.6  0.67   0.89   1.0
Pave     0.4  0.33   0.11   0.0
----------------------------------------
MiscFeature  Shed
Alley            
Grvl          1.0
----------------------------------------
SaleType   COD  New    WD  other
Alley                           
Grvl      0.67  0.0  0.58    1.0
Pave      0.33  1.0  0.42    0.0
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
Alley                                         
Grvl               0.4    0.61      0.0    1.0
Pave               0.6    0.39      1.0    0.0
----------------------------------------
MSSubClass    20    30    50    60    70   80    90   120   160  190  other
LotShape                                                                   
IR1         0.38  0.16  0.19  0.48  0.22  0.5  0.19  0.34  0.06  0.1   0.21
IR2         0.03  0.00  0.02  0.06  0.00  0.0  0.02  0.02  0.02  0.0   0.02
IR3         0.01  0.01  0.00  0.02  0.00  0.0  0.00  0.00  0.00  0.0   0.00
Reg         0.59  0.83  0.79  0.44  0.78  0.5  0.79  0.63  0.92  0.9   0.77
----------------------------------------
MSZoning    FV    RL    RM  other
LotShape                         
IR1       0.15  0.40  0.07   0.12
IR2       0.05  0.03  0.01   0.04
IR3       0.00  0.01  0.00   0.00
Reg       0.80  0.57  0.91   0.85
----------------------------------------
Street    Grvl  Pave
LotShape            
IR1       0.17  0.33
IR2       0.17  0.03
IR3       0.00  0.01
Reg       0.67  0.63
----------------------------------------
Alley     Grvl  Pave
LotShape            
IR1       0.08  0.17
IR2       0.00  0.05
IR3       0.02  0.00
Reg       0.90  0.78
----------------------------------------
LotShape  IR1  IR2  IR3  Reg
LotShape                    
IR1       1.0  0.0  0.0  0.0
IR2       0.0  1.0  0.0  0.0
IR3       0.0  0.0  1.0  0.0
Reg       0.0  0.0  0.0  1.0
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
LotShape                           
IR1          0.30  0.64  0.47  0.32
IR2          0.05  0.08  0.14  0.02
IR3          0.03  0.02  0.06  0.00
Reg          0.62  0.26  0.33  0.66
----------------------------------------
Utilities  AllPub  NoSeWa
LotShape                 
IR1          0.33     1.0
IR2          0.03     0.0
IR3          0.01     0.0
Reg          0.63     0.0
----------------------------------------
LotConfig  Corner  CulDSac   FR2   FR3  Inside
LotShape                                      
IR1          0.41     0.82  0.32  0.25    0.27
IR2          0.03     0.15  0.11  0.00    0.01
IR3          0.01     0.02  0.00  0.00    0.01
Reg          0.56     0.01  0.57  0.75    0.71
----------------------------------------
LandSlope   Gtl   Mod   Sev
LotShape                   
IR1        0.32  0.45  0.54
IR2        0.02  0.08  0.23
IR3        0.01  0.00  0.08
Reg        0.65  0.48  0.15
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
LotShape                                                                     
IR1              0.26     0.35     0.49     0.17     0.67    0.05     0.41   
IR2              0.00     0.07     0.00     0.00     0.09    0.03     0.00   
IR3              0.00     0.01     0.00     0.01     0.05    0.00     0.00   
Reg              0.74     0.57     0.51     0.82     0.19    0.92     0.59   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
LotShape                                                                  
IR1            0.29    0.42     0.63     0.43     0.10    0.42     0.31   
IR2            0.00    0.01     0.07     0.01     0.01    0.01     0.02   
IR3            0.00    0.00     0.00     0.00     0.01    0.00     0.02   
Reg            0.70    0.56     0.29     0.56     0.88    0.57     0.66   

Neighborhood  Somerst  Timber  other  
LotShape                              
IR1              0.21    0.63   0.27  
IR2              0.05    0.03   0.06  
IR3              0.00    0.03   0.00  
Reg              0.74    0.32   0.67  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
LotShape                              
IR1           0.06   0.30  0.34   0.44
IR2           0.02   0.02  0.03   0.07
IR3           0.02   0.01  0.00   0.04
Reg           0.90   0.67  0.63   0.45
----------------------------------------
Condition2  Norm  other
LotShape               
IR1         0.33   0.73
IR2         0.03   0.00
IR3         0.01   0.00
Reg         0.64   0.27
----------------------------------------
BldgType  1Fam  2fmCon  Duplex  Twnhs  TwnhsE
LotShape                                     
IR1       0.36     0.1    0.19   0.05    0.26
IR2       0.03     0.0    0.02   0.00    0.03
IR3       0.01     0.0    0.00   0.00    0.00
Reg       0.60     0.9    0.79   0.95    0.71
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
LotShape                                               
IR1           0.19    0.34    0.36    0.32  0.46   0.15
IR2           0.02    0.02    0.04    0.00  0.00   0.03
IR3           0.00    0.01    0.01    0.00  0.00   0.00
Reg           0.79    0.63    0.58    0.68  0.54   0.82
----------------------------------------
OverallQual     4     5     6     7     8     9  other
LotShape                                              
IR1          0.18  0.25  0.34  0.39  0.45  0.63   0.28
IR2          0.00  0.02  0.02  0.05  0.04  0.02   0.05
IR3          0.00  0.01  0.01  0.01  0.01  0.00   0.02
Reg          0.82  0.72  0.63  0.55  0.51  0.35   0.65
----------------------------------------
OverallCond     4     5     6     7     8  other
LotShape                                        
IR1          0.16  0.36  0.29  0.34  0.26   0.26
IR2          0.00  0.04  0.02  0.02  0.03   0.02
IR3          0.00  0.01  0.00  0.00  0.00   0.02
Reg          0.84  0.59  0.69  0.64  0.71   0.70
----------------------------------------
RoofStyle  Gable   Hip  other
LotShape                     
IR1         0.33  0.35   0.33
IR2         0.03  0.03   0.06
IR3         0.01  0.01   0.00
Reg         0.64  0.62   0.61
----------------------------------------
RoofMatl  CompShg  other
LotShape                
IR1          0.33   0.54
IR2          0.03   0.12
IR3          0.01   0.04
Reg          0.64   0.31
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
LotShape                                                                     
IR1             0.30     0.23     0.42     0.24     0.44     0.37     0.25   
IR2             0.04     0.03     0.02     0.02     0.03     0.04     0.02   
IR3             0.02     0.00     0.00     0.00     0.01     0.01     0.00   
Reg             0.64     0.74     0.55     0.75     0.52     0.57     0.72   

Exterior1st  other  
LotShape            
IR1           0.21  
IR2           0.00  
IR3           0.01  
Reg           0.78  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
LotShape                                                                     
IR1             0.25     0.40     0.24     0.49     0.37     0.24     0.18   
IR2             0.02     0.03     0.02     0.03     0.04     0.02     0.03   
IR3             0.00     0.00     0.00     0.01     0.01     0.01     0.00   
Reg             0.73     0.57     0.74     0.48     0.58     0.74     0.79   

Exterior2nd  other  
LotShape            
IR1           0.23  
IR2           0.02  
IR3           0.02  
Reg           0.72  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
LotShape                          
IR1           0.47     0.37   0.47
IR2           0.07     0.02   0.02
IR3           0.00     0.00   0.01
Reg           0.47     0.61   0.51
----------------------------------------
ExterQual    Ex    Fa    Gd    TA
LotShape                         
IR1        0.40  0.21  0.43  0.27
IR2        0.10  0.07  0.04  0.02
IR3        0.02  0.00  0.01  0.00
Reg        0.48  0.71  0.52  0.70
----------------------------------------
ExterCond    Gd    TA  other
LotShape                    
IR1        0.36  0.33   0.16
IR2        0.03  0.03   0.00
IR3        0.00  0.01   0.00
Reg        0.62  0.63   0.84
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
LotShape                                
IR1           0.15    0.32   0.39   0.18
IR2           0.02    0.01   0.05   0.06
IR3           0.01    0.00   0.01   0.00
Reg           0.82    0.67   0.55   0.76
----------------------------------------
BsmtQual    Ex    Fa    Gd    TA
LotShape                        
IR1       0.47  0.14  0.41  0.26
IR2       0.03  0.00  0.05  0.01
IR3       0.02  0.03  0.01  0.00
Reg       0.48  0.83  0.53  0.73
----------------------------------------
BsmtCond   Fa    Gd   Po    TA
LotShape                      
IR1       0.2  0.42  0.5  0.34
IR2       0.0  0.06  0.0  0.03
IR3       0.0  0.03  0.0  0.01
Reg       0.8  0.49  0.5  0.63
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
LotShape                            
IR1           0.40  0.50  0.41  0.29
IR2           0.03  0.07  0.03  0.02
IR3           0.01  0.02  0.00  0.01
Reg           0.56  0.41  0.56  0.68
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
LotShape                                        
IR1           0.35  0.35  0.41  0.27  0.28  0.29
IR2           0.03  0.02  0.04  0.04  0.02  0.02
IR3           0.00  0.00  0.01  0.01  0.00  0.01
Reg           0.62  0.63  0.55  0.68  0.71  0.68
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
LotShape                                   
IR1           0.27  0.43  0.33  0.33   0.36
IR2           0.03  0.00  0.04  0.03   0.15
IR3           0.00  0.00  0.02  0.01   0.00
Reg           0.70  0.57  0.61  0.63   0.48
----------------------------------------
Heating   GasA  other
LotShape             
IR1       0.34   0.12
IR2       0.03   0.00
IR3       0.01   0.03
Reg       0.63   0.84
----------------------------------------
HeatingQC    Ex    Fa    Gd   Po    TA
LotShape                              
IR1        0.37  0.31  0.29  0.0  0.29
IR2        0.04  0.00  0.03  0.0  0.01
IR3        0.01  0.00  0.01  0.0  0.00
Reg        0.58  0.69  0.68  1.0  0.69
----------------------------------------
CentralAir     N     Y
LotShape              
IR1         0.14  0.35
IR2         0.01  0.03
IR3         0.01  0.01
Reg         0.84  0.62
----------------------------------------
Electrical  FuseA  SBrkr  other
LotShape                       
IR1          0.22   0.34   0.10
IR2          0.00   0.03   0.00
IR3          0.00   0.01   0.03
Reg          0.78   0.62   0.87
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
LotShape                           
IR1          0.42  0.23  0.41  0.26
IR2          0.05  0.00  0.04  0.02
IR3          0.01  0.00  0.01  0.01
Reg          0.52  0.77  0.55  0.71
----------------------------------------
Functional  Min1  Min2   Typ  other
LotShape                           
IR1         0.29  0.29  0.33   0.31
IR2         0.00  0.03  0.03   0.03
IR3         0.00  0.00  0.01   0.00
Reg         0.71  0.68  0.63   0.66
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
LotShape                            
IR1          0.36  0.39  0.46   0.39
IR2          0.03  0.03  0.04   0.05
IR3          0.03  0.01  0.01   0.00
Reg          0.58  0.57  0.49   0.57
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
LotShape                                  
IR1           0.40     0.44    0.19   0.24
IR2           0.03     0.07    0.02   0.03
IR3           0.01     0.05    0.00   0.00
Reg           0.57     0.44    0.79   0.74
----------------------------------------
GarageFinish   Fin   RFn   Unf
LotShape                      
IR1           0.45  0.41  0.22
IR2           0.05  0.02  0.02
IR3           0.01  0.01  0.00
Reg           0.48  0.56  0.75
----------------------------------------
GarageQual    Fa    TA  other
LotShape                     
IR1         0.08  0.35   0.25
IR2         0.02  0.03   0.10
IR3         0.00  0.01   0.00
Reg         0.90  0.61   0.65
----------------------------------------
GarageCond    Fa    TA  other
LotShape                     
IR1         0.14  0.34   0.28
IR2         0.00  0.03   0.00
IR3         0.00  0.01   0.00
Reg         0.86  0.62   0.72
----------------------------------------
PavedDrive     N     P     Y
LotShape                    
IR1         0.17  0.13  0.35
IR2         0.00  0.03  0.03
IR3         0.01  0.00  0.01
Reg         0.82  0.83  0.62
----------------------------------------
PoolQC     Ex   Fa    Gd
LotShape                
IR1       0.5  0.5  0.33
IR3       0.0  0.0  0.33
Reg       0.5  0.5  0.33
----------------------------------------
Fence     GdPrv  GdWo  MnPrv  MnWw
LotShape                          
IR1        0.32  0.22   0.31  0.27
IR2        0.05  0.00   0.00  0.00
Reg        0.63  0.78   0.69  0.73
----------------------------------------
MiscFeature  Shed  other
LotShape                
IR1          0.35    0.6
IR2          0.04    0.0
Reg          0.61    0.4
----------------------------------------
SaleType   COD   New    WD  other
LotShape                         
IR1       0.33  0.39  0.33   0.29
IR2       0.00  0.03  0.03   0.04
IR3       0.00  0.02  0.01   0.00
Reg       0.67  0.57  0.64   0.68
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
LotShape                                      
IR1               0.31    0.33     0.38   0.19
IR2               0.02    0.03     0.03   0.00
IR3               0.00    0.01     0.02   0.03
Reg               0.67    0.63     0.57   0.78
----------------------------------------
MSSubClass     20    30    50    60    70    80    90   120  160   190  other
LandContour                                                                  
Bnk          0.02  0.13  0.11  0.01  0.13  0.02  0.08  0.00  0.0  0.17   0.10
HLS          0.04  0.03  0.02  0.04  0.07  0.00  0.04  0.07  0.0  0.03   0.02
Low          0.03  0.03  0.02  0.02  0.00  0.05  0.04  0.02  0.0  0.03   0.02
Lvl          0.91  0.81  0.85  0.93  0.80  0.93  0.85  0.91  1.0  0.77   0.87
----------------------------------------
MSZoning      FV    RL    RM  other
LandContour                        
Bnk          0.0  0.04  0.07   0.19
HLS          0.0  0.04  0.02   0.12
Low          0.0  0.03  0.00   0.08
Lvl          1.0  0.90  0.90   0.62
----------------------------------------
Street       Grvl  Pave
LandContour            
Bnk          0.33  0.04
HLS          0.17  0.03
Low          0.17  0.02
Lvl          0.33  0.90
----------------------------------------
Alley        Grvl  Pave
LandContour            
Bnk          0.14  0.12
HLS          0.04  0.02
Lvl          0.82  0.85
----------------------------------------
LotShape      IR1   IR2  IR3   Reg
LandContour                       
Bnk          0.04  0.07  0.2  0.04
HLS          0.07  0.10  0.1  0.01
Low          0.04  0.12  0.2  0.01
Lvl          0.86  0.71  0.5  0.93
----------------------------------------
LandContour  Bnk  HLS  Low  Lvl
LandContour                    
Bnk          1.0  0.0  0.0  0.0
HLS          0.0  1.0  0.0  0.0
Low          0.0  0.0  1.0  0.0
Lvl          0.0  0.0  0.0  1.0
----------------------------------------
Utilities    AllPub  NoSeWa
LandContour                
Bnk            0.04     0.0
HLS            0.03     0.0
Low            0.02     0.0
Lvl            0.90     1.0
----------------------------------------
LotConfig    Corner  CulDSac   FR2  FR3  Inside
LandContour                                    
Bnk            0.04     0.00  0.00  0.0    0.05
HLS            0.03     0.06  0.04  0.0    0.03
Low            0.01     0.09  0.00  0.0    0.02
Lvl            0.92     0.85  0.96  1.0    0.89
----------------------------------------
LandSlope     Gtl   Mod   Sev
LandContour                  
Bnk          0.03  0.23  0.08
HLS          0.02  0.25  0.15
Low          0.01  0.28  0.69
Lvl          0.94  0.25  0.08
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
LandContour                                                                  
Bnk              0.09     0.01     0.16     0.07     0.03    0.16     0.02   
HLS              0.02     0.01     0.24     0.01     0.10    0.03     0.04   
Low              0.02     0.02     0.02     0.02     0.00    0.05     0.10   
Lvl              0.88     0.97     0.59     0.90     0.87    0.76     0.84   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
LandContour                                                               
Bnk            0.01     0.0     0.00     0.00     0.11    0.01     0.05   
HLS            0.01     0.0     0.00     0.01     0.02    0.00     0.00   
Low            0.00     0.0     0.02     0.00     0.00    0.00     0.07   
Lvl            0.97     1.0     0.98     0.99     0.88    0.99     0.88   

Neighborhood  Somerst  Timber  other  
LandContour                           
Bnk               0.0    0.03   0.09  
HLS               0.0    0.26   0.05  
Low               0.0    0.03   0.11  
Lvl               1.0    0.68   0.75  
----------------------------------------
Condition1   Artery  Feedr  Norm  other
LandContour                            
Bnk            0.08   0.09  0.04   0.06
HLS            0.04   0.02  0.04   0.01
Low            0.00   0.01  0.03   0.01
Lvl            0.88   0.88  0.90   0.92
----------------------------------------
Condition2   Norm  other
LandContour             
Bnk          0.04   0.20
HLS          0.03   0.07
Low          0.02   0.00
Lvl          0.90   0.73
----------------------------------------
BldgType     1Fam  2fmCon  Duplex  Twnhs  TwnhsE
LandContour                                     
Bnk          0.04    0.19    0.08    0.0    0.00
HLS          0.03    0.03    0.04    0.0    0.04
Low          0.03    0.03    0.04    0.0    0.00
Lvl          0.90    0.74    0.85    1.0    0.96
----------------------------------------
HouseStyle   1.5Fin  1Story  2Story  SFoyer  SLvl  other
LandContour                                             
Bnk            0.10    0.03    0.03    0.03  0.02   0.27
HLS            0.03    0.04    0.04    0.00  0.00   0.03
Low            0.02    0.03    0.01    0.00  0.05   0.00
Lvl            0.85    0.90    0.92    0.97  0.94   0.70
----------------------------------------
OverallQual     4     5     6     7     8     9  other
LandContour                                           
Bnk          0.06  0.06  0.06  0.02  0.01  0.00   0.12
HLS          0.03  0.02  0.02  0.03  0.10  0.12   0.02
Low          0.03  0.02  0.02  0.03  0.01  0.02   0.07
Lvl          0.87  0.90  0.90  0.92  0.88  0.86   0.79
----------------------------------------
OverallCond     4     5     6     7     8  other
LandContour                                     
Bnk          0.09  0.03  0.06  0.07  0.08   0.00
HLS          0.00  0.04  0.03  0.04  0.01   0.00
Low          0.05  0.02  0.02  0.02  0.04   0.04
Lvl          0.86  0.91  0.90  0.86  0.86   0.96
----------------------------------------
RoofStyle    Gable   Hip  other
LandContour                    
Bnk           0.04  0.04   0.03
HLS           0.03  0.05   0.03
Low           0.02  0.01   0.21
Lvl           0.90  0.90   0.73
----------------------------------------
RoofMatl     CompShg  other
LandContour                
Bnk             0.04   0.04
HLS             0.03   0.04
Low             0.02   0.31
Lvl             0.90   0.62
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
LandContour                                                                  
Bnk             0.08     0.03     0.02     0.08     0.03     0.01     0.12   
HLS             0.04     0.05     0.04     0.04     0.02     0.04     0.01   
Low             0.04     0.00     0.03     0.03     0.08     0.01     0.03   
Lvl             0.84     0.92     0.91     0.86     0.87     0.94     0.83   

Exterior1st  other  
LandContour         
Bnk           0.05  
HLS           0.04  
Low           0.01  
Lvl           0.90  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
LandContour                                                                  
Bnk             0.02     0.01     0.08     0.03     0.01     0.13     0.03   
HLS             0.05     0.03     0.04     0.02     0.04     0.02     0.05   
Low             0.00     0.04     0.02     0.06     0.01     0.03     0.05   
Lvl             0.93     0.91     0.86     0.89     0.94     0.82     0.87   

Exterior2nd  other  
LandContour         
Bnk           0.07  
HLS           0.02  
Low           0.02  
Lvl           0.89  
----------------------------------------
MasVnrType   BrkCmn  BrkFace  Stone
LandContour                        
Bnk            0.13     0.01   0.02
HLS            0.00     0.03   0.07
Low            0.13     0.01   0.02
Lvl            0.73     0.95   0.88
----------------------------------------
ExterQual      Ex    Fa    Gd    TA
LandContour                        
Bnk          0.04  0.36  0.01  0.06
HLS          0.10  0.07  0.04  0.03
Low          0.00  0.21  0.02  0.02
Lvl          0.87  0.36  0.93  0.89
----------------------------------------
ExterCond      Gd    TA  other
LandContour                   
Bnk          0.05  0.04   0.06
HLS          0.03  0.04   0.03
Low          0.02  0.02   0.06
Lvl          0.90  0.90   0.84
----------------------------------------
Foundation   BrkTil  CBlock  PConc  other
LandContour                              
Bnk            0.12    0.04   0.02   0.09
HLS            0.02    0.02   0.05   0.03
Low            0.01    0.04   0.02   0.03
Lvl            0.85    0.90   0.91   0.85
----------------------------------------
BsmtQual       Ex    Fa    Gd    TA
LandContour                        
Bnk          0.02  0.14  0.02  0.07
HLS          0.09  0.00  0.04  0.02
Low          0.02  0.03  0.03  0.02
Lvl          0.87  0.83  0.91  0.89
----------------------------------------
BsmtCond       Fa    Gd   Po    TA
LandContour                       
Bnk          0.11  0.03  0.0  0.04
HLS          0.02  0.02  0.0  0.04
Low          0.02  0.03  0.5  0.02
Lvl          0.84  0.92  0.5  0.90
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
LandContour                         
Bnk           0.03  0.02  0.04  0.05
HLS           0.04  0.13  0.05  0.02
Low           0.04  0.16  0.00  0.01
Lvl           0.90  0.69  0.90  0.93
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
LandContour                                     
Bnk           0.03  0.03  0.01  0.09  0.11  0.05
HLS           0.02  0.01  0.05  0.04  0.05  0.03
Low           0.02  0.03  0.03  0.04  0.03  0.01
Lvl           0.93  0.92  0.91  0.82  0.81  0.90
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
LandContour                                
Bnk           0.03  0.02  0.04  0.04   0.03
HLS           0.03  0.02  0.02  0.04   0.00
Low           0.00  0.02  0.02  0.02   0.09
Lvl           0.94  0.93  0.93  0.89   0.88
----------------------------------------
Heating      GasA  other
LandContour             
Bnk          0.04   0.03
HLS          0.04   0.00
Low          0.02   0.03
Lvl          0.90   0.94
----------------------------------------
HeatingQC      Ex    Fa    Gd   Po    TA
LandContour                             
Bnk          0.03  0.08  0.03  0.0  0.07
HLS          0.04  0.04  0.05  0.0  0.02
Low          0.02  0.06  0.03  0.0  0.03
Lvl          0.92  0.82  0.89  1.0  0.88
----------------------------------------
CentralAir      N     Y
LandContour            
Bnk          0.15  0.04
HLS          0.02  0.04
Low          0.02  0.02
Lvl          0.81  0.90
----------------------------------------
Electrical   FuseA  SBrkr  other
LandContour                     
Bnk           0.10   0.04   0.16
HLS           0.03   0.03   0.06
Low           0.01   0.03   0.03
Lvl           0.86   0.90   0.74
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
LandContour                        
Bnk          0.04  0.23  0.02  0.05
HLS          0.06  0.05  0.04  0.03
Low          0.01  0.05  0.03  0.02
Lvl          0.89  0.67  0.91  0.90
----------------------------------------
Functional   Min1  Min2   Typ  other
LandContour                         
Bnk          0.10  0.06  0.04   0.06
HLS          0.00  0.03  0.04   0.03
Low          0.03  0.06  0.02   0.06
Lvl          0.87  0.85  0.90   0.86
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
LandContour                         
Bnk          0.00  0.06  0.03   0.00
HLS          0.00  0.08  0.02   0.02
Low          0.06  0.02  0.04   0.00
Lvl          0.94  0.84  0.91   0.98
----------------------------------------
GarageType   Attchd  BuiltIn  Detchd  other
LandContour                                
Bnk            0.02     0.01    0.08   0.18
HLS            0.04     0.03    0.02   0.06
Low            0.03     0.01    0.02   0.06
Lvl            0.92     0.94    0.88   0.71
----------------------------------------
GarageFinish   Fin   RFn   Unf
LandContour                   
Bnk           0.02  0.00  0.08
HLS           0.05  0.04  0.02
Low           0.03  0.02  0.02
Lvl           0.89  0.94  0.88
----------------------------------------
GarageQual    Fa    TA  other
LandContour                  
Bnk          0.1  0.04   0.00
HLS          0.0  0.04   0.00
Low          0.0  0.02   0.05
Lvl          0.9  0.90   0.95
----------------------------------------
GarageCond     Fa    TA  other
LandContour                   
Bnk          0.06  0.04   0.06
HLS          0.03  0.04   0.00
Low          0.03  0.02   0.00
Lvl          0.89  0.90   0.94
----------------------------------------
PavedDrive      N     P     Y
LandContour                  
Bnk          0.17  0.10  0.03
HLS          0.02  0.10  0.03
Low          0.02  0.07  0.02
Lvl          0.79  0.73  0.91
----------------------------------------
PoolQC        Ex   Fa    Gd
LandContour                
Bnk          0.0  0.0  0.33
Lvl          1.0  1.0  0.67
----------------------------------------
Fence        GdPrv  GdWo  MnPrv  MnWw
LandContour                          
Bnk           0.05   0.0   0.06   0.0
HLS           0.00   0.0   0.01   0.0
Low           0.02   0.0   0.01   0.0
Lvl           0.93   1.0   0.91   1.0
----------------------------------------
MiscFeature  Shed  other
LandContour             
Bnk          0.02    0.0
HLS          0.04    0.0
Low          0.04    0.0
Lvl          0.90    1.0
----------------------------------------
SaleType      COD   New    WD  other
LandContour                         
Bnk          0.02  0.02  0.05   0.07
HLS          0.00  0.09  0.03   0.00
Low          0.02  0.00  0.03   0.04
Lvl          0.95  0.89  0.90   0.89
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
LandContour                                   
Bnk               0.07    0.04     0.02   0.14
HLS               0.01    0.03     0.09   0.08
Low               0.03    0.03     0.01   0.00
Lvl               0.89    0.90     0.89   0.78
----------------------------------------
MSSubClass   20   30   50   60   70   80   90  120  160  190  other
Utilities                                                          
AllPub      1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0    1.0
NoSeWa      0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0    0.0
----------------------------------------
MSZoning    FV   RL   RM  other
Utilities                      
AllPub     1.0  1.0  1.0    1.0
NoSeWa     0.0  0.0  0.0    0.0
----------------------------------------
Street     Grvl  Pave
Utilities            
AllPub      1.0   1.0
NoSeWa      0.0   0.0
----------------------------------------
Alley      Grvl  Pave
Utilities            
AllPub      1.0   1.0
----------------------------------------
LotShape   IR1  IR2  IR3  Reg
Utilities                    
AllPub     1.0  1.0  1.0  1.0
NoSeWa     0.0  0.0  0.0  0.0
----------------------------------------
LandContour  Bnk  HLS  Low  Lvl
Utilities                      
AllPub       1.0  1.0  1.0  1.0
NoSeWa       0.0  0.0  0.0  0.0
----------------------------------------
Utilities  AllPub  NoSeWa
Utilities                
AllPub        1.0     0.0
NoSeWa        0.0     1.0
----------------------------------------
LotConfig  Corner  CulDSac  FR2  FR3  Inside
Utilities                                   
AllPub        1.0     0.99  1.0  1.0     1.0
NoSeWa        0.0     0.01  0.0  0.0     0.0
----------------------------------------
LandSlope  Gtl  Mod  Sev
Utilities               
AllPub     1.0  1.0  1.0
NoSeWa     0.0  0.0  0.0
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
Utilities                                                                    
AllPub            1.0      1.0      1.0      1.0      1.0     1.0      1.0   
NoSeWa            0.0      0.0      0.0      0.0      0.0     0.0      0.0   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
Utilities                                                                 
AllPub          1.0     1.0      1.0      1.0      1.0     1.0      1.0   
NoSeWa          0.0     0.0      0.0      0.0      0.0     0.0      0.0   

Neighborhood  Somerst  Timber  other  
Utilities                             
AllPub            1.0    0.97    1.0  
NoSeWa            0.0    0.03    0.0  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
Utilities                             
AllPub         1.0    1.0   1.0    1.0
NoSeWa         0.0    0.0   0.0    0.0
----------------------------------------
Condition2  Norm  other
Utilities              
AllPub       1.0    1.0
NoSeWa       0.0    0.0
----------------------------------------
BldgType   1Fam  2fmCon  Duplex  Twnhs  TwnhsE
Utilities                                     
AllPub      1.0     1.0     1.0    1.0     1.0
NoSeWa      0.0     0.0     0.0    0.0     0.0
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
Utilities                                              
AllPub         1.0     1.0     1.0     1.0  0.98    1.0
NoSeWa         0.0     0.0     0.0     0.0  0.02    0.0
----------------------------------------
OverallQual    4    5    6    7    8    9  other
Utilities                                       
AllPub       1.0  1.0  1.0  1.0  1.0  1.0    1.0
NoSeWa       0.0  0.0  0.0  0.0  0.0  0.0    0.0
----------------------------------------
OverallCond    4    5    6    7    8  other
Utilities                                  
AllPub       1.0  1.0  1.0  1.0  1.0    1.0
NoSeWa       0.0  0.0  0.0  0.0  0.0    0.0
----------------------------------------
RoofStyle  Gable  Hip  other
Utilities                   
AllPub       1.0  1.0    1.0
NoSeWa       0.0  0.0    0.0
----------------------------------------
RoofMatl   CompShg  other
Utilities                
AllPub         1.0    1.0
NoSeWa         0.0    0.0
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
Utilities                                                                    
AllPub           1.0      1.0      1.0      1.0      1.0      1.0      1.0   
NoSeWa           0.0      0.0      0.0      0.0      0.0      0.0      0.0   

Exterior1st  other  
Utilities           
AllPub         1.0  
NoSeWa         0.0  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
Utilities                                                                    
AllPub           1.0      1.0      1.0      1.0      1.0      1.0      1.0   
NoSeWa           0.0      0.0      0.0      0.0      0.0      0.0      0.0   

Exterior2nd  other  
Utilities           
AllPub         1.0  
NoSeWa         0.0  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
Utilities                         
AllPub         1.0      1.0    1.0
NoSeWa         0.0      0.0    0.0
----------------------------------------
ExterQual   Ex   Fa   Gd   TA
Utilities                    
AllPub     1.0  1.0  1.0  1.0
NoSeWa     0.0  0.0  0.0  0.0
----------------------------------------
ExterCond   Gd   TA  other
Utilities                 
AllPub     1.0  1.0    1.0
NoSeWa     0.0  0.0    0.0
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
Utilities                               
AllPub         1.0     1.0    1.0    1.0
NoSeWa         0.0     0.0    0.0    0.0
----------------------------------------
BsmtQual    Ex   Fa   Gd   TA
Utilities                    
AllPub     1.0  1.0  1.0  1.0
NoSeWa     0.0  0.0  0.0  0.0
----------------------------------------
BsmtCond    Fa   Gd   Po   TA
Utilities                    
AllPub     1.0  1.0  1.0  1.0
NoSeWa     0.0  0.0  0.0  0.0
----------------------------------------
BsmtExposure   Av   Gd   Mn   No
Utilities                       
AllPub        1.0  1.0  1.0  1.0
NoSeWa        0.0  0.0  0.0  0.0
----------------------------------------
BsmtFinType1  ALQ  BLQ  GLQ  LwQ  Rec  Unf
Utilities                                 
AllPub        1.0  1.0  1.0  1.0  1.0  1.0
NoSeWa        0.0  0.0  0.0  0.0  0.0  0.0
----------------------------------------
BsmtFinType2  BLQ  LwQ   Rec  Unf  other
Utilities                               
AllPub        1.0  1.0  0.98  1.0    1.0
NoSeWa        0.0  0.0  0.02  0.0    0.0
----------------------------------------
Heating    GasA  other
Utilities             
AllPub      1.0    1.0
NoSeWa      0.0    0.0
----------------------------------------
HeatingQC   Ex   Fa   Gd   Po   TA
Utilities                         
AllPub     1.0  1.0  1.0  1.0  1.0
NoSeWa     0.0  0.0  0.0  0.0  0.0
----------------------------------------
CentralAir    N    Y
Utilities           
AllPub      1.0  1.0
NoSeWa      0.0  0.0
----------------------------------------
Electrical  FuseA  SBrkr  other
Utilities                      
AllPub       0.99    1.0    1.0
NoSeWa       0.01    0.0    0.0
----------------------------------------
KitchenQual   Ex   Fa   Gd   TA
Utilities                      
AllPub       1.0  1.0  1.0  1.0
NoSeWa       0.0  0.0  0.0  0.0
----------------------------------------
Functional  Min1  Min2  Typ  other
Utilities                         
AllPub       1.0   1.0  1.0    1.0
NoSeWa       0.0   0.0  0.0    0.0
----------------------------------------
FireplaceQu   Fa   Gd   TA  other
Utilities                        
AllPub       1.0  1.0  1.0    1.0
NoSeWa       0.0  0.0  0.0    0.0
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
Utilities                                 
AllPub         1.0      1.0     1.0   0.97
NoSeWa         0.0      0.0     0.0   0.03
----------------------------------------
GarageFinish  Fin  RFn  Unf
Utilities                  
AllPub        1.0  1.0  1.0
NoSeWa        0.0  0.0  0.0
----------------------------------------
GarageQual   Fa   TA  other
Utilities                  
AllPub      1.0  1.0    1.0
NoSeWa      0.0  0.0    0.0
----------------------------------------
GarageCond   Fa   TA  other
Utilities                  
AllPub      1.0  1.0    1.0
NoSeWa      0.0  0.0    0.0
----------------------------------------
PavedDrive    N    P    Y
Utilities                
AllPub      1.0  1.0  1.0
NoSeWa      0.0  0.0  0.0
----------------------------------------
PoolQC      Ex   Fa   Gd
Utilities               
AllPub     1.0  1.0  1.0
----------------------------------------
Fence      GdPrv  GdWo  MnPrv  MnWw
Utilities                          
AllPub       1.0   1.0    1.0   1.0
----------------------------------------
MiscFeature  Shed  other
Utilities               
AllPub        1.0    1.0
----------------------------------------
SaleType    COD  New   WD  other
Utilities                       
AllPub     0.98  1.0  1.0    1.0
NoSeWa     0.02  0.0  0.0    0.0
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
Utilities                                     
AllPub            0.99     1.0      1.0    1.0
NoSeWa            0.01     0.0      0.0    0.0
----------------------------------------
MSSubClass    20    30    50    60    70    80    90   120   160  190  other
LotConfig                                                                   
Corner      0.18  0.19  0.22  0.19  0.20  0.19  0.19  0.06  0.08  0.2   0.21
CulDSac     0.07  0.00  0.03  0.11  0.00  0.10  0.02  0.06  0.02  0.0   0.08
FR2         0.03  0.01  0.02  0.03  0.00  0.09  0.04  0.05  0.06  0.0   0.00
FR3         0.00  0.00  0.00  0.00  0.02  0.00  0.00  0.01  0.02  0.0   0.00
Inside      0.71  0.80  0.74  0.67  0.78  0.62  0.75  0.83  0.83  0.8   0.71
----------------------------------------
MSZoning     FV    RL    RM  other
LotConfig                         
Corner     0.11  0.19  0.17   0.15
CulDSac    0.02  0.08  0.00   0.00
FR2        0.05  0.03  0.02   0.00
FR3        0.02  0.00  0.01   0.00
Inside     0.82  0.70  0.79   0.85
----------------------------------------
Street     Grvl  Pave
LotConfig            
Corner     0.33  0.18
CulDSac    0.00  0.06
FR2        0.00  0.03
FR3        0.00  0.00
Inside     0.67  0.72
----------------------------------------
Alley      Grvl  Pave
LotConfig            
Corner     0.16  0.17
Inside     0.84  0.83
----------------------------------------
LotShape    IR1   IR2  IR3   Reg
LotConfig                       
Corner     0.22  0.20  0.2  0.16
CulDSac    0.16  0.34  0.2  0.00
FR2        0.03  0.12  0.0  0.03
FR3        0.00  0.00  0.0  0.00
Inside     0.59  0.34  0.6  0.81
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
LotConfig                          
Corner       0.17  0.16  0.08  0.18
CulDSac      0.00  0.12  0.22  0.06
FR2          0.00  0.04  0.00  0.03
FR3          0.00  0.00  0.00  0.00
Inside       0.83  0.68  0.69  0.72
----------------------------------------
Utilities  AllPub  NoSeWa
LotConfig                
Corner       0.18     0.0
CulDSac      0.06     1.0
FR2          0.03     0.0
FR3          0.00     0.0
Inside       0.72     0.0
----------------------------------------
LotConfig  Corner  CulDSac  FR2  FR3  Inside
LotConfig                                   
Corner        1.0      0.0  0.0  0.0     0.0
CulDSac       0.0      1.0  0.0  0.0     0.0
FR2           0.0      0.0  1.0  0.0     0.0
FR3           0.0      0.0  0.0  1.0     0.0
Inside        0.0      0.0  0.0  0.0     1.0
----------------------------------------
LandSlope   Gtl   Mod   Sev
LotConfig                  
Corner     0.18  0.14  0.15
CulDSac    0.06  0.06  0.38
FR2        0.03  0.00  0.00
FR3        0.00  0.00  0.00
Inside     0.72  0.80  0.46
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
LotConfig                                                                    
Corner           0.21     0.15     0.18     0.20     0.23    0.22     0.14   
CulDSac          0.00     0.09     0.04     0.04     0.09    0.00     0.18   
FR2              0.02     0.05     0.02     0.01     0.05    0.00     0.08   
FR3              0.02     0.00     0.00     0.00     0.00    0.00     0.00   
Inside           0.76     0.71     0.76     0.75     0.63    0.78     0.59   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
LotConfig                                                                 
Corner         0.22    0.16     0.24     0.14     0.27    0.18     0.15   
CulDSac        0.03    0.11     0.20     0.00     0.00    0.11     0.07   
FR2            0.04    0.04     0.07     0.04     0.00    0.03     0.00   
FR3            0.00    0.00     0.00     0.03     0.00    0.00     0.00   
Inside         0.71    0.68     0.49     0.79     0.73    0.69     0.78   

Neighborhood  Somerst  Timber  other  
LotConfig                             
Corner           0.10    0.29   0.07  
CulDSac          0.06    0.08   0.10  
FR2              0.06    0.00   0.03  
FR3              0.01    0.00   0.00  
Inside           0.77    0.63   0.80  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
LotConfig                             
Corner        0.35   0.31  0.17   0.14
CulDSac       0.00   0.01  0.06   0.17
FR2           0.00   0.11  0.03   0.01
FR3           0.00   0.00  0.00   0.01
Inside        0.65   0.57  0.74   0.66
----------------------------------------
Condition2  Norm  other
LotConfig              
Corner      0.18   0.33
CulDSac     0.07   0.00
FR2         0.03   0.00
FR3         0.00   0.07
Inside      0.72   0.60
----------------------------------------
BldgType   1Fam  2fmCon  Duplex  Twnhs  TwnhsE
LotConfig                                     
Corner     0.19    0.19    0.19   0.00    0.09
CulDSac    0.07    0.00    0.02   0.00    0.04
FR2        0.03    0.00    0.04   0.09    0.04
FR3        0.00    0.00    0.00   0.00    0.02
Inside     0.70    0.81    0.75   0.91    0.82
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
LotConfig                                              
Corner        0.20    0.17    0.18    0.14  0.17   0.27
CulDSac       0.03    0.06    0.07    0.16  0.11   0.00
FR2           0.02    0.03    0.03    0.00  0.08   0.00
FR3           0.00    0.00    0.00    0.00  0.00   0.00
Inside        0.75    0.73    0.70    0.70  0.65   0.73
----------------------------------------
OverallQual     4     5     6     7     8     9  other
LotConfig                                             
Corner       0.11  0.20  0.19  0.16  0.15  0.21   0.26
CulDSac      0.03  0.05  0.06  0.09  0.09  0.07   0.07
FR2          0.05  0.02  0.04  0.04  0.03  0.02   0.02
FR3          0.00  0.00  0.00  0.01  0.00  0.02   0.00
Inside       0.81  0.73  0.71  0.71  0.73  0.67   0.65
----------------------------------------
OverallCond     4     5     6     7     8  other
LotConfig                                       
Corner       0.28  0.15  0.21  0.22  0.21   0.23
CulDSac      0.00  0.07  0.07  0.07  0.04   0.08
FR2          0.02  0.04  0.02  0.03  0.03   0.02
FR3          0.00  0.00  0.00  0.00  0.01   0.00
Inside       0.70  0.74  0.70  0.67  0.71   0.68
----------------------------------------
RoofStyle  Gable   Hip  other
LotConfig                    
Corner      0.18  0.17   0.15
CulDSac     0.06  0.08   0.18
FR2         0.03  0.04   0.06
FR3         0.00  0.01   0.00
Inside      0.73  0.70   0.61
----------------------------------------
RoofMatl   CompShg  other
LotConfig                
Corner        0.18   0.35
CulDSac       0.06   0.23
FR2           0.03   0.00
FR3           0.00   0.00
Inside        0.73   0.42
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
LotConfig                                                                    
Corner          0.24     0.15     0.19     0.17     0.16     0.15     0.23   
CulDSac         0.08     0.03     0.13     0.02     0.10     0.07     0.03   
FR2             0.00     0.03     0.05     0.03     0.03     0.04     0.01   
FR3             0.00     0.00     0.00     0.00     0.00     0.00     0.00   
Inside          0.68     0.79     0.62     0.78     0.71     0.73     0.72   

Exterior1st  other  
LotConfig           
Corner        0.23  
CulDSac       0.01  
FR2           0.00  
FR3           0.00  
Inside        0.76  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
LotConfig                                                                    
Corner          0.13     0.18     0.16     0.19     0.15     0.23     0.29   
CulDSac         0.02     0.12     0.02     0.13     0.07     0.03     0.03   
FR2             0.03     0.06     0.02     0.01     0.04     0.01     0.00   
FR3             0.00     0.00     0.00     0.00     0.00     0.01     0.00   
Inside          0.82     0.64     0.79     0.67     0.73     0.73     0.68   

Exterior2nd  other  
LotConfig           
Corner        0.23  
CulDSac       0.03  
FR2           0.02  
FR3           0.00  
Inside        0.71  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
LotConfig                         
Corner        0.20     0.16   0.17
CulDSac       0.13     0.08   0.05
FR2           0.00     0.04   0.04
FR3           0.00     0.00   0.01
Inside        0.67     0.72   0.73
----------------------------------------
ExterQual    Ex    Fa    Gd    TA
LotConfig                        
Corner     0.15  0.21  0.16  0.19
CulDSac    0.08  0.00  0.09  0.05
FR2        0.04  0.00  0.04  0.03
FR3        0.00  0.00  0.01  0.00
Inside     0.73  0.79  0.70  0.73
----------------------------------------
ExterCond    Gd    TA  other
LotConfig                   
Corner     0.24  0.17   0.19
CulDSac    0.08  0.06   0.00
FR2        0.02  0.03   0.03
FR3        0.00  0.00   0.00
Inside     0.66  0.73   0.78
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
LotConfig                               
Corner        0.23    0.18   0.16   0.27
CulDSac       0.00    0.07   0.07   0.06
FR2           0.01    0.02   0.05   0.03
FR3           0.01    0.00   0.00   0.00
Inside        0.75    0.72   0.72   0.64
----------------------------------------
BsmtQual     Ex    Fa    Gd    TA
LotConfig                        
Corner     0.18  0.29  0.15  0.20
CulDSac    0.09  0.00  0.09  0.04
FR2        0.06  0.00  0.04  0.02
FR3        0.01  0.03  0.00  0.00
Inside     0.66  0.69  0.72  0.73
----------------------------------------
BsmtCond     Fa    Gd   Po    TA
LotConfig                       
Corner     0.22  0.23  0.5  0.18
CulDSac    0.02  0.12  0.0  0.06
FR2        0.02  0.02  0.0  0.03
FR3        0.02  0.00  0.0  0.00
Inside     0.71  0.63  0.5  0.72
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
LotConfig                           
Corner        0.16  0.13  0.25  0.19
CulDSac       0.09  0.13  0.10  0.05
FR2           0.04  0.04  0.02  0.03
FR3           0.01  0.00  0.01  0.00
Inside        0.70  0.71  0.63  0.74
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
LotConfig                                       
Corner        0.21  0.20  0.13  0.18  0.15  0.22
CulDSac       0.07  0.09  0.08  0.07  0.04  0.05
FR2           0.06  0.02  0.04  0.01  0.00  0.03
FR3           0.00  0.00  0.01  0.00  0.00  0.00
Inside        0.66  0.69  0.74  0.74  0.81  0.71
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
LotConfig                                  
Corner        0.15  0.17  0.15  0.18   0.18
CulDSac       0.06  0.07  0.09  0.06   0.15
FR2           0.00  0.04  0.02  0.03   0.03
FR3           0.00  0.00  0.00  0.00   0.00
Inside        0.79  0.72  0.74  0.72   0.64
----------------------------------------
Heating    GasA  other
LotConfig             
Corner     0.18   0.31
CulDSac    0.07   0.00
FR2        0.03   0.00
FR3        0.00   0.00
Inside     0.72   0.69
----------------------------------------
HeatingQC    Ex    Fa    Gd   Po    TA
LotConfig                             
Corner     0.16  0.24  0.20  0.0  0.20
CulDSac    0.08  0.02  0.05  0.0  0.06
FR2        0.04  0.00  0.02  0.0  0.03
FR3        0.01  0.00  0.00  0.0  0.00
Inside     0.72  0.73  0.73  1.0  0.72
----------------------------------------
CentralAir     N     Y
LotConfig             
Corner      0.23  0.18
CulDSac     0.01  0.07
FR2         0.00  0.03
FR3         0.00  0.00
Inside      0.76  0.72
----------------------------------------
Electrical  FuseA  SBrkr  other
LotConfig                      
Corner       0.20   0.18   0.19
CulDSac      0.02   0.07   0.00
FR2          0.00   0.04   0.00
FR3          0.00   0.00   0.00
Inside       0.78   0.71   0.81
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
LotConfig                          
Corner       0.18  0.15  0.17  0.19
CulDSac      0.05  0.00  0.08  0.05
FR2          0.03  0.03  0.03  0.03
FR3          0.01  0.00  0.00  0.00
Inside       0.73  0.82  0.71  0.72
----------------------------------------
Functional  Min1  Min2   Typ  other
LotConfig                          
Corner      0.13  0.15  0.18   0.17
CulDSac     0.06  0.12  0.06   0.09
FR2         0.03  0.00  0.03   0.00
FR3         0.00  0.00  0.00   0.00
Inside      0.77  0.74  0.72   0.74
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
LotConfig                           
Corner       0.30  0.17  0.19   0.14
CulDSac      0.06  0.07  0.11   0.11
FR2          0.03  0.02  0.04   0.02
FR3          0.00  0.01  0.00   0.00
Inside       0.61  0.74  0.65   0.73
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
LotConfig                                 
Corner        0.17     0.18    0.20   0.26
CulDSac       0.09     0.08    0.02   0.06
FR2           0.03     0.06    0.02   0.03
FR3           0.00     0.00    0.01   0.00
Inside        0.71     0.68    0.75   0.65
----------------------------------------
GarageFinish   Fin   RFn   Unf
LotConfig                     
Corner        0.18  0.16  0.20
CulDSac       0.09  0.08  0.05
FR2           0.04  0.03  0.03
FR3           0.01  0.00  0.00
Inside        0.68  0.73  0.73
----------------------------------------
GarageQual    Fa    TA  other
LotConfig                    
Corner      0.31  0.18   0.10
CulDSac     0.00  0.07   0.15
FR2         0.02  0.03   0.00
FR3         0.00  0.00   0.00
Inside      0.67  0.72   0.75
----------------------------------------
GarageCond    Fa    TA  other
LotConfig                    
Corner      0.31  0.18   0.22
CulDSac     0.00  0.07   0.17
FR2         0.00  0.03   0.00
FR3         0.03  0.00   0.00
Inside      0.66  0.72   0.61
----------------------------------------
PavedDrive     N     P     Y
LotConfig                   
Corner      0.18  0.10  0.18
CulDSac     0.01  0.03  0.07
FR2         0.01  0.00  0.03
FR3         0.00  0.00  0.00
Inside      0.80  0.87  0.71
----------------------------------------
PoolQC      Ex   Fa    Gd
LotConfig                
Corner     1.0  0.0  0.33
CulDSac    0.0  0.0  0.33
Inside     0.0  1.0  0.33
----------------------------------------
Fence      GdPrv  GdWo  MnPrv  MnWw
LotConfig                          
Corner      0.32  0.20   0.21  0.09
CulDSac     0.07  0.04   0.06  0.00
FR2         0.02  0.04   0.02  0.09
Inside      0.59  0.72   0.71  0.82
----------------------------------------
MiscFeature  Shed  other
LotConfig               
Corner       0.24    0.0
CulDSac      0.04    0.2
FR2          0.04    0.0
Inside       0.67    0.8
----------------------------------------
SaleType    COD   New    WD  other
LotConfig                         
Corner     0.23  0.16  0.18   0.21
CulDSac    0.05  0.05  0.07   0.11
FR2        0.02  0.02  0.03   0.07
FR3        0.00  0.00  0.00   0.00
Inside     0.70  0.78  0.72   0.61
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
LotConfig                                     
Corner            0.27    0.18     0.15   0.17
CulDSac           0.06    0.07     0.05   0.08
FR2               0.01    0.04     0.02   0.03
FR3               0.00    0.00     0.00   0.00
Inside            0.66    0.72     0.78   0.72
----------------------------------------
MSSubClass    20    30    50    60    70    80    90   120  160   190  other
LandSlope                                                                   
Gtl         0.94  0.93  0.94  0.96  0.88  0.93  0.98  0.94  1.0  0.90   0.95
Mod         0.05  0.04  0.05  0.03  0.12  0.05  0.02  0.06  0.0  0.07   0.03
Sev         0.01  0.03  0.01  0.01  0.00  0.02  0.00  0.00  0.0  0.03   0.02
----------------------------------------
MSZoning    FV    RL    RM  other
LandSlope                        
Gtl        1.0  0.94  0.97   0.85
Mod        0.0  0.05  0.03   0.15
Sev        0.0  0.01  0.00   0.00
----------------------------------------
Street     Grvl  Pave
LandSlope            
Gtl        0.33  0.95
Mod        0.50  0.04
Sev        0.17  0.01
----------------------------------------
Alley      Grvl  Pave
LandSlope            
Gtl        0.98  0.95
Mod        0.02  0.05
----------------------------------------
LotShape    IR1   IR2  IR3   Reg
LandSlope                       
Gtl        0.93  0.80  0.9  0.96
Mod        0.06  0.12  0.0  0.03
Sev        0.01  0.07  0.1  0.00
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
LandSlope                          
Gtl          0.75  0.64  0.25  0.99
Mod          0.24  0.32  0.50  0.01
Sev          0.02  0.04  0.25  0.00
----------------------------------------
Utilities  AllPub  NoSeWa
LandSlope                
Gtl          0.95     1.0
Mod          0.04     0.0
Sev          0.01     0.0
----------------------------------------
LotConfig  Corner  CulDSac  FR2  FR3  Inside
LandSlope                                   
Gtl          0.96     0.90  1.0  1.0    0.94
Mod          0.03     0.04  0.0  0.0    0.05
Sev          0.01     0.05  0.0  0.0    0.01
----------------------------------------
LandSlope  Gtl  Mod  Sev
LandSlope               
Gtl        1.0  0.0  0.0
Mod        0.0  1.0  0.0
Sev        0.0  0.0  1.0
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
LandSlope                                                                    
Gtl              0.97     0.97     0.76     0.94     0.99    0.86     0.84   
Mod              0.03     0.03     0.24     0.05     0.01    0.14     0.16   
Sev              0.00     0.00     0.00     0.01     0.00    0.00     0.00   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
LandSlope                                                                 
Gtl            0.97     1.0     0.98      1.0     0.96    0.99     0.95   
Mod            0.03     0.0     0.02      0.0     0.03    0.01     0.05   
Sev            0.00     0.0     0.00      0.0     0.01    0.00     0.00   

Neighborhood  Somerst  Timber  other  
LandSlope                             
Gtl               1.0    0.87   0.88  
Mod               0.0    0.05   0.07  
Sev               0.0    0.08   0.05  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
LandSlope                             
Gtl           0.94   0.95  0.95   0.97
Mod           0.06   0.05  0.04   0.03
Sev           0.00   0.00  0.01   0.00
----------------------------------------
Condition2  Norm  other
LandSlope              
Gtl         0.95   0.93
Mod         0.04   0.07
Sev         0.01   0.00
----------------------------------------
BldgType   1Fam  2fmCon  Duplex  Twnhs  TwnhsE
LandSlope                                     
Gtl        0.94    0.87    0.98    1.0    0.97
Mod        0.05    0.10    0.02    0.0    0.03
Sev        0.01    0.03    0.00    0.0    0.00
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
LandSlope                                              
Gtl           0.94    0.94    0.96     1.0  0.94   0.91
Mod           0.05    0.05    0.04     0.0  0.05   0.09
Sev           0.01    0.01    0.00     0.0  0.02   0.00
----------------------------------------
OverallQual     4     5     6     7     8    9  other
LandSlope                                            
Gtl          0.91  0.94  0.96  0.96  0.93  1.0   0.91
Mod          0.09  0.04  0.03  0.03  0.07  0.0   0.07
Sev          0.00  0.02  0.01  0.01  0.00  0.0   0.02
----------------------------------------
OverallCond     4     5     6     7     8  other
LandSlope                                       
Gtl          0.91  0.95  0.94  0.95  0.90   0.94
Mod          0.09  0.04  0.05  0.04  0.08   0.04
Sev          0.00  0.01  0.01  0.01  0.01   0.02
----------------------------------------
RoofStyle  Gable   Hip  other
LandSlope                    
Gtl         0.95  0.95   0.73
Mod         0.04  0.05   0.12
Sev         0.01  0.00   0.15
----------------------------------------
RoofMatl   CompShg  other
LandSlope                
Gtl           0.95   0.65
Mod           0.04   0.15
Sev           0.01   0.19
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
LandSlope                                                                    
Gtl             0.88     0.93     0.94     0.93     0.89     0.99     0.91   
Mod             0.10     0.07     0.06     0.07     0.05     0.01     0.07   
Sev             0.02     0.00     0.00     0.00     0.06     0.00     0.02   

Exterior1st  other  
LandSlope           
Gtl           0.96  
Mod           0.04  
Sev           0.00  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
LandSlope                                                                    
Gtl             0.97     0.94     0.93     0.92     0.99     0.90     0.95   
Mod             0.03     0.06     0.07     0.04     0.01     0.08     0.05   
Sev             0.00     0.00     0.00     0.05     0.00     0.02     0.00   

Exterior2nd  other  
LandSlope           
Gtl           0.92  
Mod           0.07  
Sev           0.01  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
LandSlope                         
Gtl           0.87     0.97   0.95
Mod           0.07     0.03   0.05
Sev           0.07     0.00   0.01
----------------------------------------
ExterQual    Ex    Fa    Gd    TA
LandSlope                        
Gtl        0.96  0.64  0.97  0.94
Mod        0.04  0.29  0.03  0.05
Sev        0.00  0.07  0.00  0.01
----------------------------------------
ExterCond    Gd    TA  other
LandSlope                   
Gtl        0.96  0.95   0.91
Mod        0.04  0.04   0.06
Sev        0.00  0.01   0.03
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
LandSlope                               
Gtl           0.96    0.93   0.96   0.91
Mod           0.03    0.06   0.03   0.09
Sev           0.01    0.01   0.00   0.00
----------------------------------------
BsmtQual     Ex    Fa    Gd    TA
LandSlope                        
Gtl        0.96  0.91  0.95  0.94
Mod        0.04  0.06  0.04  0.05
Sev        0.00  0.03  0.01  0.01
----------------------------------------
BsmtCond    Fa    Gd   Po    TA
LandSlope                      
Gtl        1.0  0.91  0.5  0.95
Mod        0.0  0.08  0.0  0.05
Sev        0.0  0.02  0.5  0.01
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
LandSlope                           
Gtl           0.94  0.74  0.95  0.98
Mod           0.05  0.19  0.05  0.02
Sev           0.01  0.07  0.00  0.00
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
LandSlope                                       
Gtl           0.92  0.95  0.94  0.92  0.91  0.97
Mod           0.06  0.04  0.05  0.05  0.08  0.02
Sev           0.01  0.01  0.01  0.03  0.02  0.00
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
LandSlope                                  
Gtl           0.97  0.87  0.93  0.95   0.88
Mod           0.00  0.13  0.04  0.04   0.06
Sev           0.03  0.00  0.04  0.01   0.06
----------------------------------------
Heating    GasA  other
LandSlope             
Gtl        0.95   0.94
Mod        0.04   0.03
Sev        0.01   0.03
----------------------------------------
HeatingQC    Ex    Fa    Gd   Po    TA
LandSlope                             
Gtl        0.96  0.86  0.94  1.0  0.94
Mod        0.04  0.14  0.05  0.0  0.04
Sev        0.01  0.00  0.01  0.0  0.01
----------------------------------------
CentralAir     N     Y
LandSlope             
Gtl         0.94  0.95
Mod         0.05  0.04
Sev         0.01  0.01
----------------------------------------
Electrical  FuseA  SBrkr  other
LandSlope                      
Gtl          0.93   0.95   0.97
Mod          0.06   0.04   0.03
Sev          0.01   0.01   0.00
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
LandSlope                          
Gtl          0.97  0.87  0.95  0.95
Mod          0.02  0.08  0.05  0.04
Sev          0.01  0.05  0.01  0.01
----------------------------------------
Functional  Min1  Min2   Typ  other
LandSlope                          
Gtl         0.87  0.82  0.95   0.89
Mod         0.10  0.15  0.04   0.06
Sev         0.03  0.03  0.01   0.06
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
LandSlope                           
Gtl          0.94  0.93  0.93   0.98
Mod          0.06  0.06  0.05   0.02
Sev          0.00  0.01  0.02   0.00
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
LandSlope                                 
Gtl           0.95     0.97    0.95   0.74
Mod           0.03     0.03    0.05   0.26
Sev           0.01     0.00    0.01   0.00
----------------------------------------
GarageFinish   Fin   RFn   Unf
LandSlope                     
Gtl           0.95  0.95  0.94
Mod           0.04  0.04  0.05
Sev           0.01  0.00  0.01
----------------------------------------
GarageQual    Fa    TA  other
LandSlope                    
Gtl         0.96  0.95   0.95
Mod         0.04  0.04   0.05
Sev         0.00  0.01   0.00
----------------------------------------
GarageCond    Fa    TA  other
LandSlope                    
Gtl         0.89  0.95    1.0
Mod         0.11  0.04    0.0
Sev         0.00  0.01    0.0
----------------------------------------
PavedDrive     N     P     Y
LandSlope                   
Gtl         0.92  0.93  0.95
Mod         0.07  0.07  0.04
Sev         0.01  0.00  0.01
----------------------------------------
PoolQC      Ex   Fa   Gd
LandSlope               
Gtl        1.0  1.0  1.0
----------------------------------------
Fence      GdPrv  GdWo  MnPrv  MnWw
LandSlope                          
Gtl         0.98  0.98   0.95  0.91
Mod         0.02  0.02   0.05  0.09
----------------------------------------
MiscFeature  Shed  other
LandSlope               
Gtl          0.90    1.0
Mod          0.06    0.0
Sev          0.04    0.0
----------------------------------------
SaleType    COD   New    WD  other
LandSlope                         
Gtl        0.98  0.99  0.94    1.0
Mod        0.02  0.01  0.05    0.0
Sev        0.00  0.00  0.01    0.0
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
LandSlope                                     
Gtl               0.93    0.95     0.98   0.89
Mod               0.05    0.05     0.01   0.08
Sev               0.02    0.01     0.01   0.03
----------------------------------------
MSSubClass      20    30    50    60    70    80    90   120   160   190  \
Neighborhood                                                               
BrkSide       0.01  0.23  0.17  0.00  0.10  0.00  0.00  0.00  0.00  0.07   
CollgCr       0.15  0.00  0.00  0.18  0.00  0.05  0.00  0.11  0.00  0.00   
Crawfor       0.02  0.06  0.06  0.00  0.32  0.00  0.04  0.03  0.00  0.03   
Edwards       0.07  0.17  0.14  0.01  0.05  0.07  0.15  0.00  0.06  0.13   
Gilbert       0.02  0.00  0.01  0.20  0.00  0.12  0.00  0.00  0.00  0.03   
IDOTRR        0.00  0.16  0.10  0.00  0.07  0.00  0.02  0.00  0.00  0.07   
Mitchel       0.04  0.00  0.02  0.01  0.00  0.09  0.15  0.05  0.00  0.03   
NAmes         0.27  0.00  0.10  0.05  0.02  0.33  0.33  0.02  0.00  0.03   
NWAmes        0.06  0.00  0.01  0.10  0.00  0.10  0.04  0.00  0.00  0.00   
NoRidge       0.01  0.00  0.01  0.11  0.00  0.00  0.00  0.00  0.00  0.00   
NridgHt       0.06  0.00  0.00  0.08  0.00  0.00  0.00  0.22  0.05  0.00   
OldTown       0.02  0.32  0.22  0.00  0.35  0.00  0.06  0.00  0.00  0.43   
Sawyer        0.09  0.03  0.02  0.02  0.00  0.09  0.12  0.00  0.00  0.03   
SawyerW       0.04  0.00  0.01  0.08  0.00  0.02  0.10  0.07  0.02  0.00   
Somerst       0.06  0.00  0.00  0.09  0.00  0.00  0.00  0.06  0.35  0.00   
Timber        0.04  0.00  0.01  0.03  0.00  0.05  0.00  0.00  0.00  0.03   
other         0.04  0.03  0.12  0.04  0.10  0.09  0.00  0.44  0.52  0.10   

MSSubClass    other  
Neighborhood         
BrkSide        0.10  
CollgCr        0.05  
Crawfor        0.03  
Edwards        0.08  
Gilbert        0.00  
IDOTRR         0.05  
Mitchel        0.05  
NAmes          0.13  
NWAmes         0.02  
NoRidge        0.00  
NridgHt        0.00  
OldTown        0.19  
Sawyer         0.08  
SawyerW        0.05  
Somerst        0.00  
Timber         0.00  
other          0.18  
----------------------------------------
MSZoning       FV    RL    RM  other
Neighborhood                        
BrkSide       0.0  0.02  0.14   0.00
CollgCr       0.0  0.12  0.05   0.00
Crawfor       0.0  0.04  0.01   0.08
Edwards       0.0  0.08  0.04   0.08
Gilbert       0.0  0.07  0.00   0.00
IDOTRR        0.0  0.00  0.13   0.35
Mitchel       0.0  0.04  0.02   0.00
NAmes         0.0  0.19  0.00   0.08
NWAmes        0.0  0.06  0.00   0.00
NoRidge       0.0  0.04  0.00   0.00
NridgHt       0.0  0.07  0.00   0.00
OldTown       0.0  0.01  0.44   0.04
Sawyer        0.0  0.06  0.01   0.00
SawyerW       0.0  0.05  0.00   0.19
Somerst       1.0  0.02  0.00   0.00
Timber        0.0  0.03  0.00   0.00
other         0.0  0.09  0.17   0.19
----------------------------------------
Street        Grvl  Pave
Neighborhood            
BrkSide       0.00  0.04
CollgCr       0.00  0.10
Crawfor       0.00  0.04
Edwards       0.17  0.07
Gilbert       0.00  0.05
IDOTRR        0.50  0.02
Mitchel       0.00  0.03
NAmes         0.00  0.15
NWAmes        0.00  0.05
NoRidge       0.00  0.03
NridgHt       0.00  0.05
OldTown       0.00  0.08
Sawyer        0.00  0.05
SawyerW       0.00  0.04
Somerst       0.00  0.06
Timber        0.33  0.02
other         0.00  0.10
----------------------------------------
Alley         Grvl  Pave
Neighborhood            
BrkSide       0.00  0.12
Crawfor       0.02  0.00
Edwards       0.12  0.00
IDOTRR        0.10  0.05
NAmes         0.02  0.00
OldTown       0.72  0.17
Somerst       0.00  0.59
other         0.02  0.07
----------------------------------------
LotShape       IR1   IR2  IR3   Reg
Neighborhood                       
BrkSide       0.03  0.00  0.0  0.05
CollgCr       0.11  0.24  0.1  0.09
Crawfor       0.05  0.00  0.0  0.03
Edwards       0.04  0.00  0.1  0.09
Gilbert       0.11  0.17  0.4  0.02
IDOTRR        0.00  0.02  0.0  0.04
Mitchel       0.04  0.00  0.0  0.03
NAmes         0.14  0.02  0.1  0.17
NWAmes        0.06  0.02  0.0  0.04
NoRidge       0.05  0.07  0.0  0.01
NridgHt       0.07  0.02  0.0  0.05
OldTown       0.02  0.02  0.1  0.11
Sawyer        0.06  0.02  0.0  0.05
SawyerW       0.04  0.02  0.1  0.04
Somerst       0.04  0.10  0.0  0.07
Timber        0.05  0.02  0.1  0.01
other         0.08  0.22  0.0  0.11
----------------------------------------
LandContour    Bnk   HLS   Low   Lvl
Neighborhood                        
BrkSide       0.08  0.02  0.03  0.04
CollgCr       0.02  0.02  0.08  0.11
Crawfor       0.13  0.24  0.03  0.02
Edwards       0.11  0.02  0.06  0.07
Gilbert       0.03  0.16  0.00  0.05
IDOTRR        0.10  0.02  0.06  0.02
Mitchel       0.02  0.04  0.14  0.03
NAmes         0.05  0.06  0.00  0.17
NWAmes        0.00  0.00  0.00  0.06
NoRidge       0.00  0.00  0.03  0.03
NridgHt       0.00  0.02  0.00  0.06
OldTown       0.19  0.04  0.00  0.08
Sawyer        0.02  0.00  0.00  0.06
SawyerW       0.05  0.00  0.11  0.04
Somerst       0.00  0.00  0.00  0.07
Timber        0.02  0.20  0.03  0.02
other         0.21  0.16  0.44  0.09
----------------------------------------
Utilities     AllPub  NoSeWa
Neighborhood                
BrkSide         0.04     0.0
CollgCr         0.10     0.0
Crawfor         0.03     0.0
Edwards         0.07     0.0
Gilbert         0.05     0.0
IDOTRR          0.03     0.0
Mitchel         0.03     0.0
NAmes           0.15     0.0
NWAmes          0.05     0.0
NoRidge         0.03     0.0
NridgHt         0.05     0.0
OldTown         0.08     0.0
Sawyer          0.05     0.0
SawyerW         0.04     0.0
Somerst         0.06     0.0
Timber          0.03     1.0
other           0.10     0.0
----------------------------------------
LotConfig     Corner  CulDSac   FR2   FR3  Inside
Neighborhood                                     
BrkSide         0.05     0.00  0.02  0.25    0.04
CollgCr         0.08     0.15  0.15  0.00    0.10
Crawfor         0.03     0.02  0.02  0.00    0.04
Edwards         0.08     0.04  0.02  0.00    0.07
Gilbert         0.07     0.07  0.09  0.00    0.05
IDOTRR          0.03     0.00  0.00  0.00    0.03
Mitchel         0.03     0.10  0.09  0.00    0.03
NAmes           0.19     0.07  0.19  0.00    0.15
NWAmes          0.05     0.09  0.06  0.00    0.05
NoRidge         0.04     0.09  0.06  0.00    0.02
NridgHt         0.04     0.00  0.06  0.50    0.06
OldTown         0.12     0.00  0.00  0.00    0.08
Sawyer          0.05     0.09  0.04  0.00    0.05
SawyerW         0.03     0.04  0.00  0.00    0.04
Somerst         0.03     0.05  0.11  0.25    0.06
Timber          0.04     0.03  0.00  0.00    0.02
other           0.04     0.16  0.09  0.00    0.11
----------------------------------------
LandSlope      Gtl   Mod   Sev
Neighborhood                  
BrkSide       0.04  0.03  0.00
CollgCr       0.10  0.08  0.00
Crawfor       0.03  0.18  0.00
Edwards       0.07  0.08  0.08
Gilbert       0.06  0.02  0.00
IDOTRR        0.02  0.08  0.00
Mitchel       0.03  0.12  0.00
NAmes         0.16  0.09  0.08
NWAmes        0.05  0.00  0.00
NoRidge       0.03  0.02  0.00
NridgHt       0.06  0.00  0.00
OldTown       0.08  0.05  0.08
Sawyer        0.05  0.02  0.00
SawyerW       0.04  0.05  0.00
Somerst       0.06  0.00  0.00
Timber        0.02  0.03  0.23
other         0.10  0.17  0.54
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
Neighborhood                                                                 
BrkSide           1.0      0.0      0.0      0.0      0.0     0.0      0.0   
CollgCr           0.0      1.0      0.0      0.0      0.0     0.0      0.0   
Crawfor           0.0      0.0      1.0      0.0      0.0     0.0      0.0   
Edwards           0.0      0.0      0.0      1.0      0.0     0.0      0.0   
Gilbert           0.0      0.0      0.0      0.0      1.0     0.0      0.0   
IDOTRR            0.0      0.0      0.0      0.0      0.0     1.0      0.0   
Mitchel           0.0      0.0      0.0      0.0      0.0     0.0      1.0   
NAmes             0.0      0.0      0.0      0.0      0.0     0.0      0.0   
NWAmes            0.0      0.0      0.0      0.0      0.0     0.0      0.0   
NoRidge           0.0      0.0      0.0      0.0      0.0     0.0      0.0   
NridgHt           0.0      0.0      0.0      0.0      0.0     0.0      0.0   
OldTown           0.0      0.0      0.0      0.0      0.0     0.0      0.0   
Sawyer            0.0      0.0      0.0      0.0      0.0     0.0      0.0   
SawyerW           0.0      0.0      0.0      0.0      0.0     0.0      0.0   
Somerst           0.0      0.0      0.0      0.0      0.0     0.0      0.0   
Timber            0.0      0.0      0.0      0.0      0.0     0.0      0.0   
other             0.0      0.0      0.0      0.0      0.0     0.0      0.0   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
Neighborhood                                                              
BrkSide         0.0     0.0      0.0      0.0      0.0     0.0      0.0   
CollgCr         0.0     0.0      0.0      0.0      0.0     0.0      0.0   
Crawfor         0.0     0.0      0.0      0.0      0.0     0.0      0.0   
Edwards         0.0     0.0      0.0      0.0      0.0     0.0      0.0   
Gilbert         0.0     0.0      0.0      0.0      0.0     0.0      0.0   
IDOTRR          0.0     0.0      0.0      0.0      0.0     0.0      0.0   
Mitchel         0.0     0.0      0.0      0.0      0.0     0.0      0.0   
NAmes           1.0     0.0      0.0      0.0      0.0     0.0      0.0   
NWAmes          0.0     1.0      0.0      0.0      0.0     0.0      0.0   
NoRidge         0.0     0.0      1.0      0.0      0.0     0.0      0.0   
NridgHt         0.0     0.0      0.0      1.0      0.0     0.0      0.0   
OldTown         0.0     0.0      0.0      0.0      1.0     0.0      0.0   
Sawyer          0.0     0.0      0.0      0.0      0.0     1.0      0.0   
SawyerW         0.0     0.0      0.0      0.0      0.0     0.0      1.0   
Somerst         0.0     0.0      0.0      0.0      0.0     0.0      0.0   
Timber          0.0     0.0      0.0      0.0      0.0     0.0      0.0   
other           0.0     0.0      0.0      0.0      0.0     0.0      0.0   

Neighborhood  Somerst  Timber  other  
Neighborhood                          
BrkSide           0.0     0.0    0.0  
CollgCr           0.0     0.0    0.0  
Crawfor           0.0     0.0    0.0  
Edwards           0.0     0.0    0.0  
Gilbert           0.0     0.0    0.0  
IDOTRR            0.0     0.0    0.0  
Mitchel           0.0     0.0    0.0  
NAmes             0.0     0.0    0.0  
NWAmes            0.0     0.0    0.0  
NoRidge           0.0     0.0    0.0  
NridgHt           0.0     0.0    0.0  
OldTown           0.0     0.0    0.0  
Sawyer            0.0     0.0    0.0  
SawyerW           0.0     0.0    0.0  
Somerst           1.0     0.0    0.0  
Timber            0.0     1.0    0.0  
other             0.0     0.0    1.0  
----------------------------------------
Condition1    Artery  Feedr  Norm  other
Neighborhood                            
BrkSide         0.02   0.07  0.03   0.13
CollgCr         0.00   0.00  0.12   0.03
Crawfor         0.00   0.01  0.04   0.03
Edwards         0.12   0.09  0.07   0.01
Gilbert         0.00   0.01  0.05   0.13
IDOTRR          0.04   0.02  0.02   0.03
Mitchel         0.02   0.01  0.04   0.00
NAmes           0.31   0.19  0.15   0.13
NWAmes          0.00   0.07  0.04   0.23
NoRidge         0.00   0.00  0.03   0.00
NridgHt         0.00   0.00  0.06   0.01
OldTown         0.48   0.10  0.06   0.01
Sawyer          0.00   0.17  0.04   0.10
SawyerW         0.00   0.07  0.04   0.08
Somerst         0.00   0.04  0.06   0.08
Timber          0.00   0.00  0.03   0.00
other           0.00   0.14  0.11   0.00
----------------------------------------
Condition2    Norm  other
Neighborhood             
BrkSide       0.04   0.40
CollgCr       0.10   0.00
Crawfor       0.04   0.00
Edwards       0.07   0.07
Gilbert       0.05   0.00
IDOTRR        0.02   0.07
Mitchel       0.03   0.00
NAmes         0.16   0.00
NWAmes        0.05   0.07
NoRidge       0.03   0.00
NridgHt       0.05   0.07
OldTown       0.08   0.27
Sawyer        0.05   0.07
SawyerW       0.04   0.00
Somerst       0.06   0.00
Timber        0.03   0.00
other         0.10   0.00
----------------------------------------
BldgType      1Fam  2fmCon  Duplex  Twnhs  TwnhsE
Neighborhood                                     
BrkSide       0.05    0.06    0.00   0.00    0.00
CollgCr       0.11    0.00    0.00   0.00    0.09
Crawfor       0.04    0.03    0.04   0.00    0.03
Edwards       0.07    0.13    0.15   0.07    0.04
Gilbert       0.06    0.03    0.00   0.00    0.00
IDOTRR        0.03    0.06    0.02   0.00    0.00
Mitchel       0.03    0.03    0.15   0.02    0.03
NAmes         0.17    0.03    0.33   0.00    0.02
NWAmes        0.06    0.00    0.04   0.00    0.00
NoRidge       0.03    0.00    0.00   0.00    0.00
NridgHt       0.05    0.00    0.00   0.16    0.13
OldTown       0.08    0.45    0.06   0.00    0.00
Sawyer        0.05    0.03    0.12   0.00    0.00
SawyerW       0.04    0.00    0.10   0.00    0.06
Somerst       0.05    0.00    0.00   0.21    0.16
Timber        0.03    0.03    0.00   0.00    0.00
other         0.06    0.10    0.00   0.53    0.46
----------------------------------------
HouseStyle    1.5Fin  1Story  2Story  SFoyer  SLvl  other
Neighborhood                                             
BrkSide         0.16    0.03    0.01    0.00  0.00   0.21
CollgCr         0.00    0.13    0.12    0.08  0.05   0.00
Crawfor         0.06    0.03    0.04    0.00  0.00   0.09
Edwards         0.14    0.07    0.03    0.14  0.09   0.00
Gilbert         0.01    0.02    0.13    0.00  0.11   0.00
IDOTRR          0.10    0.02    0.01    0.00  0.00   0.09
Mitchel         0.03    0.04    0.01    0.14  0.08   0.00
NAmes           0.10    0.22    0.05    0.16  0.32   0.06
NWAmes          0.01    0.05    0.07    0.03  0.11   0.00
NoRidge         0.01    0.01    0.07    0.00  0.00   0.00
NridgHt         0.00    0.07    0.06    0.00  0.00   0.00
OldTown         0.21    0.05    0.07    0.05  0.00   0.39
Sawyer          0.03    0.07    0.01    0.16  0.08   0.00
SawyerW         0.01    0.04    0.06    0.08  0.02   0.03
Somerst         0.00    0.05    0.11    0.00  0.00   0.00
Timber          0.01    0.03    0.02    0.00  0.06   0.00
other           0.12    0.09    0.12    0.16  0.09   0.12
----------------------------------------
OverallQual      4     5     6     7     8     9  other
Neighborhood                                           
BrkSide       0.09  0.05  0.05  0.01  0.00  0.00   0.12
CollgCr       0.01  0.07  0.06  0.22  0.14  0.07   0.00
Crawfor       0.01  0.03  0.05  0.04  0.04  0.00   0.00
Edwards       0.22  0.10  0.06  0.02  0.00  0.02   0.19
Gilbert       0.01  0.01  0.09  0.11  0.03  0.02   0.00
IDOTRR        0.10  0.03  0.02  0.01  0.00  0.00   0.09
Mitchel       0.03  0.06  0.05  0.02  0.01  0.00   0.00
NAmes         0.17  0.28  0.20  0.04  0.02  0.00   0.07
NWAmes        0.00  0.02  0.10  0.08  0.02  0.00   0.00
NoRidge       0.00  0.00  0.00  0.04  0.14  0.02   0.09
NridgHt       0.00  0.00  0.01  0.05  0.16  0.56   0.19
OldTown       0.15  0.12  0.06  0.05  0.02  0.00   0.19
Sawyer        0.08  0.14  0.03  0.00  0.00  0.00   0.00
SawyerW       0.02  0.02  0.06  0.07  0.03  0.00   0.00
Somerst       0.00  0.00  0.03  0.13  0.17  0.09   0.02
Timber        0.00  0.01  0.02  0.03  0.10  0.07   0.00
other         0.13  0.07  0.13  0.09  0.13  0.14   0.05
----------------------------------------
OverallCond      4     5     6     7     8  other
Neighborhood                                     
BrkSide       0.04  0.01  0.08  0.08  0.08   0.08
CollgCr       0.00  0.16  0.04  0.04  0.04   0.00
Crawfor       0.00  0.01  0.05  0.07  0.10   0.11
Edwards       0.11  0.05  0.07  0.10  0.06   0.23
Gilbert       0.00  0.09  0.01  0.01  0.01   0.00
IDOTRR        0.11  0.01  0.03  0.04  0.04   0.06
Mitchel       0.07  0.04  0.03  0.02  0.01   0.02
NAmes         0.21  0.10  0.24  0.23  0.15   0.15
NWAmes        0.00  0.03  0.12  0.08  0.01   0.02
NoRidge       0.00  0.04  0.01  0.01  0.00   0.00
NridgHt       0.00  0.09  0.00  0.00  0.00   0.00
OldTown       0.21  0.02  0.11  0.15  0.22   0.17
Sawyer        0.09  0.04  0.06  0.06  0.11   0.04
SawyerW       0.04  0.06  0.02  0.01  0.01   0.02
Somerst       0.00  0.10  0.01  0.00  0.00   0.00
Timber        0.02  0.04  0.02  0.00  0.00   0.00
other         0.12  0.10  0.10  0.09  0.14   0.11
----------------------------------------
RoofStyle     Gable   Hip  other
Neighborhood                    
BrkSide        0.05  0.01   0.06
CollgCr        0.12  0.05   0.00
Crawfor        0.03  0.05   0.06
Edwards        0.06  0.07   0.15
Gilbert        0.06  0.02   0.00
IDOTRR         0.03  0.02   0.03
Mitchel        0.04  0.03   0.03
NAmes          0.14  0.21   0.18
NWAmes         0.04  0.07   0.09
NoRidge        0.02  0.05   0.00
NridgHt        0.04  0.12   0.00
OldTown        0.08  0.05   0.15
Sawyer         0.04  0.08   0.03
SawyerW        0.05  0.02   0.00
Somerst        0.07  0.03   0.00
Timber         0.02  0.06   0.00
other          0.11  0.07   0.21
----------------------------------------
RoofMatl      CompShg  other
Neighborhood                
BrkSide          0.04   0.00
CollgCr          0.10   0.00
Crawfor          0.04   0.00
Edwards          0.07   0.15
Gilbert          0.06   0.00
IDOTRR           0.03   0.00
Mitchel          0.03   0.00
NAmes            0.15   0.31
NWAmes           0.05   0.08
NoRidge          0.03   0.04
NridgHt          0.05   0.00
OldTown          0.08   0.04
Sawyer           0.05   0.00
SawyerW          0.04   0.00
Somerst          0.06   0.00
Timber           0.03   0.08
other            0.10   0.31
----------------------------------------
Exterior1st   BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
Neighborhood                                                                  
BrkSide          0.02     0.02     0.01     0.08     0.00     0.01     0.12   
CollgCr          0.00     0.05     0.06     0.01     0.01     0.25     0.00   
Crawfor          0.14     0.07     0.01     0.05     0.02     0.00     0.08   
Edwards          0.02     0.03     0.04     0.10     0.05     0.04     0.11   
Gilbert          0.00     0.00     0.05     0.01     0.01     0.12     0.01   
IDOTRR           0.04     0.02     0.00     0.05     0.01     0.01     0.06   
Mitchel          0.02     0.02     0.09     0.01     0.07     0.03     0.00   
NAmes            0.44     0.02     0.19     0.26     0.17     0.06     0.21   
NWAmes           0.08     0.03     0.13     0.02     0.19     0.02     0.01   
NoRidge          0.02     0.00     0.05     0.01     0.00     0.04     0.01   
NridgHt          0.00     0.11     0.00     0.04     0.00     0.12     0.00   
OldTown          0.08     0.02     0.01     0.15     0.01     0.03     0.17   
Sawyer           0.00     0.02     0.15     0.03     0.09     0.02     0.05   
SawyerW          0.00     0.00     0.09     0.00     0.14     0.03     0.03   
Somerst          0.00     0.18     0.00     0.10     0.00     0.10     0.00   
Timber           0.02     0.00     0.03     0.01     0.02     0.04     0.00   
other            0.12     0.43     0.11     0.05     0.21     0.06     0.12   

Exterior1st   other  
Neighborhood         
BrkSide        0.10  
CollgCr        0.03  
Crawfor        0.08  
Edwards        0.23  
Gilbert        0.00  
IDOTRR         0.05  
Mitchel        0.00  
NAmes          0.15  
NWAmes         0.03  
NoRidge        0.01  
NridgHt        0.01  
OldTown        0.22  
Sawyer         0.00  
SawyerW        0.00  
Somerst        0.00  
Timber         0.03  
other          0.06  
----------------------------------------
Exterior2nd   CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
Neighborhood                                                                  
BrkSide          0.02     0.01     0.08     0.02     0.01     0.11     0.13   
CollgCr          0.05     0.05     0.01     0.02     0.25     0.00     0.05   
Crawfor          0.07     0.01     0.05     0.03     0.00     0.07     0.08   
Edwards          0.03     0.03     0.10     0.07     0.04     0.12     0.11   
Gilbert          0.00     0.06     0.01     0.01     0.12     0.01     0.00   
IDOTRR           0.02     0.00     0.06     0.01     0.01     0.06     0.05   
Mitchel          0.02     0.06     0.00     0.08     0.04     0.00     0.03   
NAmes            0.02     0.20     0.26     0.18     0.05     0.25     0.13   
NWAmes           0.03     0.14     0.02     0.16     0.02     0.02     0.00   
NoRidge          0.00     0.05     0.01     0.00     0.05     0.01     0.00   
NridgHt          0.12     0.00     0.04     0.00     0.11     0.00     0.13   
OldTown          0.02     0.01     0.15     0.01     0.04     0.18     0.13   
Sawyer           0.00     0.13     0.03     0.13     0.02     0.05     0.00   
SawyerW          0.00     0.08     0.00     0.11     0.04     0.02     0.03   
Somerst          0.18     0.00     0.11     0.00     0.10     0.00     0.00   
Timber           0.02     0.03     0.01     0.02     0.04     0.01     0.00   
other            0.42     0.12     0.05     0.15     0.06     0.11     0.13   

Exterior2nd   other  
Neighborhood         
BrkSide        0.04  
CollgCr        0.00  
Crawfor        0.11  
Edwards        0.11  
Gilbert        0.00  
IDOTRR         0.06  
Mitchel        0.04  
NAmes          0.20  
NWAmes         0.03  
NoRidge        0.04  
NridgHt        0.00  
OldTown        0.18  
Sawyer         0.00  
SawyerW        0.02  
Somerst        0.01  
Timber         0.01  
other          0.13  
----------------------------------------
MasVnrType    BrkCmn  BrkFace  Stone
Neighborhood                        
BrkSide         0.07     0.00   0.00
CollgCr         0.00     0.14   0.11
Crawfor         0.00     0.02   0.02
Edwards         0.00     0.03   0.08
Gilbert         0.00     0.04   0.02
IDOTRR          0.00     0.00   0.00
Mitchel         0.00     0.03   0.02
NAmes           0.47     0.19   0.07
NWAmes          0.00     0.11   0.02
NoRidge         0.00     0.07   0.00
NridgHt         0.00     0.08   0.32
OldTown         0.07     0.01   0.01
Sawyer          0.27     0.04   0.01
SawyerW         0.00     0.04   0.02
Somerst         0.00     0.04   0.21
Timber          0.00     0.04   0.05
other           0.13     0.10   0.05
----------------------------------------
ExterQual       Ex    Fa    Gd    TA
Neighborhood                        
BrkSide       0.00  0.21  0.01  0.06
CollgCr       0.00  0.00  0.22  0.05
Crawfor       0.04  0.00  0.03  0.04
Edwards       0.06  0.07  0.02  0.10
Gilbert       0.04  0.00  0.08  0.04
IDOTRR        0.00  0.36  0.00  0.03
Mitchel       0.00  0.00  0.01  0.05
NAmes         0.04  0.00  0.03  0.23
NWAmes        0.02  0.00  0.02  0.07
NoRidge       0.04  0.00  0.08  0.00
NridgHt       0.54  0.00  0.10  0.00
OldTown       0.02  0.21  0.02  0.11
Sawyer        0.00  0.00  0.00  0.08
SawyerW       0.00  0.07  0.07  0.03
Somerst       0.10  0.00  0.15  0.01
Timber        0.04  0.00  0.05  0.01
other         0.08  0.07  0.11  0.10
----------------------------------------
ExterCond       Gd    TA  other
Neighborhood                   
BrkSide       0.05  0.03   0.19
CollgCr       0.06  0.11   0.00
Crawfor       0.09  0.03   0.03
Edwards       0.07  0.07   0.19
Gilbert       0.01  0.06   0.00
IDOTRR        0.03  0.02   0.22
Mitchel       0.05  0.03   0.03
NAmes         0.18  0.15   0.06
NWAmes        0.08  0.05   0.00
NoRidge       0.02  0.03   0.00
NridgHt       0.00  0.06   0.00
OldTown       0.18  0.06   0.12
Sawyer        0.08  0.05   0.03
SawyerW       0.01  0.04   0.06
Somerst       0.00  0.07   0.00
Timber        0.01  0.03   0.00
other         0.07  0.11   0.06
----------------------------------------
Foundation    BrkTil  CBlock  PConc  other
Neighborhood                              
BrkSide         0.22    0.02   0.01   0.06
CollgCr         0.00    0.03   0.20   0.00
Crawfor         0.11    0.03   0.02   0.03
Edwards         0.12    0.08   0.04   0.18
Gilbert         0.00    0.00   0.12   0.06
IDOTRR          0.07    0.03   0.01   0.06
Mitchel         0.00    0.04   0.03   0.06
NAmes           0.01    0.32   0.02   0.24
NWAmes          0.00    0.10   0.01   0.00
NoRidge         0.00    0.00   0.06   0.00
NridgHt         0.00    0.00   0.12   0.00
OldTown         0.37    0.06   0.02   0.09
Sawyer          0.01    0.10   0.01   0.06
SawyerW         0.01    0.03   0.05   0.12
Somerst         0.00    0.00   0.13   0.00
Timber          0.00    0.02   0.04   0.03
other           0.10    0.11   0.10   0.00
----------------------------------------
BsmtQual        Ex    Fa    Gd    TA
Neighborhood                        
BrkSide       0.00  0.09  0.01  0.07
CollgCr       0.07  0.00  0.21  0.02
Crawfor       0.02  0.09  0.03  0.04
Edwards       0.04  0.17  0.03  0.09
Gilbert       0.02  0.00  0.11  0.01
IDOTRR        0.00  0.03  0.00  0.05
Mitchel       0.07  0.00  0.02  0.04
NAmes         0.00  0.06  0.03  0.30
NWAmes        0.01  0.00  0.06  0.05
NoRidge       0.05  0.00  0.06  0.00
NridgHt       0.40  0.00  0.05  0.00
OldTown       0.00  0.54  0.01  0.13
Sawyer        0.00  0.00  0.02  0.10
SawyerW       0.01  0.03  0.08  0.01
Somerst       0.12  0.00  0.12  0.00
Timber        0.09  0.00  0.04  0.01
other         0.11  0.00  0.12  0.09
----------------------------------------
BsmtCond        Fa    Gd   Po    TA
Neighborhood                       
BrkSide       0.09  0.03  0.0  0.04
CollgCr       0.00  0.12  0.0  0.11
Crawfor       0.07  0.05  0.0  0.03
Edwards       0.18  0.12  0.5  0.05
Gilbert       0.00  0.09  0.0  0.05
IDOTRR        0.11  0.00  0.5  0.02
Mitchel       0.00  0.05  0.0  0.03
NAmes         0.11  0.05  0.0  0.16
NWAmes        0.02  0.06  0.0  0.05
NoRidge       0.00  0.03  0.0  0.03
NridgHt       0.00  0.08  0.0  0.05
OldTown       0.20  0.02  0.0  0.08
Sawyer        0.00  0.03  0.0  0.05
SawyerW       0.04  0.03  0.0  0.04
Somerst       0.00  0.09  0.0  0.06
Timber        0.02  0.03  0.0  0.03
other         0.16  0.12  0.0  0.10
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
Neighborhood                        
BrkSide       0.00  0.01  0.04  0.05
CollgCr       0.26  0.09  0.12  0.07
Crawfor       0.01  0.02  0.06  0.04
Edwards       0.04  0.07  0.10  0.06
Gilbert       0.07  0.04  0.02  0.06
IDOTRR        0.02  0.01  0.02  0.03
Mitchel       0.06  0.04  0.03  0.03
NAmes         0.07  0.16  0.12  0.17
NWAmes        0.03  0.01  0.04  0.06
NoRidge       0.03  0.05  0.02  0.03
NridgHt       0.10  0.10  0.06  0.03
OldTown       0.00  0.01  0.08  0.11
Sawyer        0.04  0.01  0.06  0.06
SawyerW       0.02  0.04  0.04  0.04
Somerst       0.07  0.01  0.09  0.06
Timber        0.05  0.10  0.02  0.01
other         0.13  0.22  0.08  0.09
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
Neighborhood                                    
BrkSide       0.02  0.03  0.00  0.07  0.05  0.07
CollgCr       0.05  0.02  0.20  0.05  0.02  0.10
Crawfor       0.03  0.05  0.02  0.04  0.08  0.03
Edwards       0.07  0.10  0.03  0.09  0.10  0.06
Gilbert       0.02  0.00  0.06  0.01  0.01  0.11
IDOTRR        0.01  0.03  0.00  0.04  0.02  0.05
Mitchel       0.09  0.03  0.04  0.00  0.02  0.02
NAmes         0.23  0.36  0.05  0.19  0.37  0.06
NWAmes        0.13  0.06  0.03  0.03  0.04  0.03
NoRidge       0.00  0.00  0.08  0.01  0.00  0.01
NridgHt       0.01  0.01  0.12  0.00  0.00  0.06
OldTown       0.05  0.03  0.01  0.16  0.10  0.16
Sawyer        0.08  0.09  0.03  0.05  0.11  0.03
SawyerW       0.03  0.03  0.07  0.03  0.01  0.02
Somerst       0.01  0.01  0.10  0.00  0.01  0.09
Timber        0.03  0.01  0.04  0.03  0.01  0.02
other         0.13  0.11  0.11  0.19  0.08  0.08
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
Neighborhood                               
BrkSide       0.00  0.00  0.00  0.04   0.06
CollgCr       0.06  0.02  0.04  0.11   0.09
Crawfor       0.00  0.07  0.02  0.04   0.03
Edwards       0.09  0.02  0.06  0.06   0.06
Gilbert       0.00  0.00  0.00  0.06   0.00
IDOTRR        0.00  0.00  0.02  0.03   0.03
Mitchel       0.00  0.09  0.00  0.03   0.03
NAmes         0.36  0.39  0.44  0.13   0.09
NWAmes        0.06  0.17  0.13  0.04   0.06
NoRidge       0.00  0.00  0.02  0.03   0.03
NridgHt       0.00  0.00  0.00  0.06   0.03
OldTown       0.03  0.02  0.06  0.08   0.06
Sawyer        0.15  0.07  0.07  0.05   0.06
SawyerW       0.06  0.04  0.00  0.04   0.12
Somerst       0.00  0.00  0.00  0.07   0.00
Timber        0.03  0.07  0.06  0.02   0.00
other         0.15  0.04  0.09  0.10   0.24
----------------------------------------
Heating       GasA  other
Neighborhood             
BrkSide       0.04   0.16
CollgCr       0.11   0.00
Crawfor       0.03   0.06
Edwards       0.07   0.19
Gilbert       0.06   0.00
IDOTRR        0.03   0.03
Mitchel       0.03   0.00
NAmes         0.15   0.12
NWAmes        0.05   0.00
NoRidge       0.03   0.00
NridgHt       0.05   0.00
OldTown       0.07   0.38
Sawyer        0.05   0.00
SawyerW       0.04   0.00
Somerst       0.06   0.00
Timber        0.03   0.03
other         0.10   0.03
----------------------------------------
HeatingQC       Ex    Fa    Gd   Po    TA
Neighborhood                             
BrkSide       0.02  0.08  0.06  0.0  0.05
CollgCr       0.18  0.00  0.02  0.0  0.04
Crawfor       0.03  0.10  0.03  0.0  0.04
Edwards       0.06  0.16  0.07  0.0  0.08
Gilbert       0.07  0.00  0.10  0.0  0.00
IDOTRR        0.01  0.06  0.03  1.0  0.04
Mitchel       0.03  0.02  0.01  0.0  0.05
NAmes         0.08  0.18  0.20  0.0  0.26
NWAmes        0.02  0.10  0.07  0.0  0.09
NoRidge       0.05  0.00  0.01  0.0  0.00
NridgHt       0.10  0.00  0.01  0.0  0.00
OldTown       0.05  0.18  0.15  0.0  0.08
Sawyer        0.03  0.02  0.05  0.0  0.09
SawyerW       0.04  0.00  0.05  0.0  0.04
Somerst       0.11  0.00  0.02  0.0  0.00
Timber        0.03  0.00  0.02  0.0  0.02
other         0.09  0.08  0.08  0.0  0.13
----------------------------------------
CentralAir       N     Y
Neighborhood            
BrkSide       0.13  0.03
CollgCr       0.00  0.11
Crawfor       0.05  0.03
Edwards       0.19  0.06
Gilbert       0.01  0.06
IDOTRR        0.16  0.02
Mitchel       0.00  0.04
NAmes         0.08  0.16
NWAmes        0.00  0.05
NoRidge       0.00  0.03
NridgHt       0.00  0.06
OldTown       0.27  0.06
Sawyer        0.02  0.05
SawyerW       0.01  0.04
Somerst       0.00  0.06
Timber        0.00  0.03
other         0.07  0.10
----------------------------------------
Electrical    FuseA  SBrkr  other
Neighborhood                     
BrkSide        0.14   0.03   0.10
CollgCr        0.00   0.11   0.00
Crawfor        0.03   0.03   0.06
Edwards        0.13   0.06   0.32
Gilbert        0.00   0.06   0.00
IDOTRR         0.11   0.02   0.16
Mitchel        0.01   0.04   0.00
NAmes          0.29   0.15   0.10
NWAmes         0.00   0.05   0.00
NoRidge        0.00   0.03   0.00
NridgHt        0.00   0.06   0.00
OldTown        0.22   0.07   0.16
Sawyer         0.00   0.06   0.00
SawyerW        0.01   0.04   0.00
Somerst        0.00   0.06   0.00
Timber         0.01   0.03   0.00
other          0.05   0.11   0.10
----------------------------------------
KitchenQual     Ex    Fa    Gd    TA
Neighborhood                        
BrkSide       0.01  0.26  0.01  0.05
CollgCr       0.07  0.00  0.20  0.04
Crawfor       0.02  0.08  0.04  0.03
Edwards       0.05  0.18  0.03  0.10
Gilbert       0.01  0.00  0.08  0.05
IDOTRR        0.00  0.15  0.01  0.04
Mitchel       0.00  0.00  0.02  0.05
NAmes         0.04  0.08  0.07  0.24
NWAmes        0.02  0.00  0.04  0.06
NoRidge       0.04  0.00  0.06  0.00
NridgHt       0.39  0.00  0.06  0.00
OldTown       0.05  0.10  0.04  0.11
Sawyer        0.00  0.03  0.02  0.08
SawyerW       0.00  0.00  0.07  0.02
Somerst       0.10  0.00  0.12  0.01
Timber        0.05  0.00  0.04  0.01
other         0.15  0.13  0.10  0.10
----------------------------------------
Functional    Min1  Min2   Typ  other
Neighborhood                         
BrkSide       0.10  0.00  0.04   0.11
CollgCr       0.00  0.00  0.11   0.00
Crawfor       0.03  0.03  0.03   0.06
Edwards       0.03  0.18  0.06   0.20
Gilbert       0.00  0.00  0.06   0.00
IDOTRR        0.00  0.00  0.03   0.06
Mitchel       0.03  0.03  0.03   0.03
NAmes         0.42  0.06  0.15   0.20
NWAmes        0.06  0.03  0.05   0.03
NoRidge       0.00  0.00  0.03   0.00
NridgHt       0.00  0.00  0.06   0.00
OldTown       0.10  0.24  0.07   0.11
Sawyer        0.06  0.21  0.05   0.06
SawyerW       0.00  0.03  0.04   0.00
Somerst       0.00  0.00  0.06   0.00
Timber        0.03  0.03  0.03   0.00
other         0.13  0.18  0.10   0.14
----------------------------------------
FireplaceQu     Fa    Gd    TA  other
Neighborhood                         
BrkSide       0.03  0.04  0.01   0.02
CollgCr       0.03  0.07  0.09   0.05
Crawfor       0.00  0.09  0.04   0.00
Edwards       0.06  0.05  0.01   0.02
Gilbert       0.00  0.06  0.14   0.00
IDOTRR        0.00  0.02  0.00   0.00
Mitchel       0.03  0.01  0.03   0.09
NAmes         0.33  0.12  0.10   0.20
NWAmes        0.06  0.03  0.15   0.00
NoRidge       0.03  0.01  0.10   0.07
NridgHt       0.00  0.16  0.00   0.18
OldTown       0.00  0.06  0.02   0.07
Sawyer        0.12  0.02  0.05   0.09
SawyerW       0.12  0.01  0.08   0.02
Somerst       0.03  0.08  0.02   0.05
Timber        0.03  0.06  0.03   0.02
other         0.12  0.12  0.13   0.11
----------------------------------------
GarageType    Attchd  BuiltIn  Detchd  other
Neighborhood                                
BrkSide         0.00     0.01    0.11   0.00
CollgCr         0.14     0.10    0.04   0.00
Crawfor         0.03     0.01    0.06   0.12
Edwards         0.03     0.03    0.10   0.24
Gilbert         0.06     0.26    0.00   0.03
IDOTRR          0.00     0.00    0.06   0.09
Mitchel         0.04     0.01    0.02   0.06
NAmes           0.17     0.05    0.16   0.21
NWAmes          0.08     0.02    0.01   0.00
NoRidge         0.04     0.05    0.00   0.00
NridgHt         0.07     0.20    0.00   0.00
OldTown         0.02     0.01    0.21   0.06
Sawyer          0.05     0.02    0.06   0.09
SawyerW         0.05     0.02    0.03   0.03
Somerst         0.07     0.05    0.06   0.00
Timber          0.04     0.05    0.00   0.06
other           0.11     0.10    0.09   0.03
----------------------------------------
GarageFinish   Fin   RFn   Unf
Neighborhood                  
BrkSide       0.01  0.01  0.07
CollgCr       0.09  0.20  0.05
Crawfor       0.03  0.01  0.06
Edwards       0.04  0.02  0.09
Gilbert       0.16  0.05  0.00
IDOTRR        0.00  0.01  0.04
Mitchel       0.03  0.02  0.04
NAmes         0.07  0.17  0.20
NWAmes        0.05  0.08  0.04
NoRidge       0.06  0.05  0.00
NridgHt       0.11  0.09  0.00
OldTown       0.01  0.00  0.16
Sawyer        0.02  0.04  0.08
SawyerW       0.03  0.06  0.04
Somerst       0.08  0.10  0.03
Timber        0.06  0.03  0.00
other         0.15  0.07  0.10
----------------------------------------
GarageQual      Fa    TA  other
Neighborhood                   
BrkSide       0.10  0.03   0.05
CollgCr       0.00  0.11   0.05
Crawfor       0.12  0.03   0.10
Edwards       0.10  0.05   0.05
Gilbert       0.00  0.06   0.00
IDOTRR        0.02  0.02   0.10
Mitchel       0.00  0.03   0.00
NAmes         0.02  0.16   0.10
NWAmes        0.00  0.05   0.10
NoRidge       0.00  0.03   0.05
NridgHt       0.00  0.06   0.00
OldTown       0.52  0.05   0.25
Sawyer        0.02  0.05   0.00
SawyerW       0.02  0.04   0.05
Somerst       0.00  0.07   0.00
Timber        0.00  0.03   0.05
other         0.06  0.10   0.05
----------------------------------------
GarageCond      Fa    TA  other
Neighborhood                   
BrkSide       0.09  0.03   0.06
CollgCr       0.03  0.11   0.00
Crawfor       0.11  0.03   0.06
Edwards       0.14  0.05   0.17
Gilbert       0.00  0.06   0.00
IDOTRR        0.11  0.02   0.11
Mitchel       0.00  0.03   0.00
NAmes         0.06  0.16   0.17
NWAmes        0.00  0.06   0.00
NoRidge       0.00  0.03   0.06
NridgHt       0.00  0.06   0.00
OldTown       0.43  0.06   0.22
Sawyer        0.00  0.05   0.00
SawyerW       0.03  0.04   0.06
Somerst       0.00  0.06   0.00
Timber        0.00  0.03   0.06
other         0.00  0.10   0.06
----------------------------------------
PavedDrive       N     P     Y
Neighborhood                  
BrkSide       0.13  0.10  0.03
CollgCr       0.00  0.00  0.11
Crawfor       0.02  0.10  0.03
Edwards       0.17  0.23  0.06
Gilbert       0.00  0.03  0.06
IDOTRR        0.18  0.10  0.01
Mitchel       0.01  0.10  0.03
NAmes         0.00  0.03  0.17
NWAmes        0.00  0.00  0.05
NoRidge       0.00  0.00  0.03
NridgHt       0.00  0.00  0.06
OldTown       0.32  0.20  0.06
Sawyer        0.04  0.00  0.05
SawyerW       0.02  0.00  0.04
Somerst       0.00  0.00  0.06
Timber        0.01  0.03  0.03
other         0.09  0.07  0.10
----------------------------------------
PoolQC         Ex   Fa    Gd
Neighborhood                
Edwards       0.0  0.0  0.67
Mitchel       0.0  0.0  0.33
NAmes         0.5  0.0  0.00
NWAmes        0.0  1.0  0.00
NoRidge       0.5  0.0  0.00
----------------------------------------
Fence         GdPrv  GdWo  MnPrv  MnWw
Neighborhood                          
BrkSide        0.07  0.04   0.04  0.09
CollgCr        0.05  0.04   0.08  0.00
Crawfor        0.05  0.04   0.05  0.00
Edwards        0.10  0.04   0.10  0.00
Gilbert        0.02  0.00   0.01  0.00
IDOTRR         0.02  0.04   0.06  0.00
Mitchel        0.07  0.02   0.06  0.00
NAmes          0.20  0.48   0.17  0.73
NWAmes         0.10  0.06   0.10  0.00
NoRidge        0.02  0.00   0.01  0.00
OldTown        0.07  0.09   0.12  0.18
Sawyer         0.08  0.07   0.12  0.00
SawyerW        0.08  0.02   0.04  0.00
Somerst        0.00  0.02   0.00  0.00
Timber         0.02  0.00   0.00  0.00
other          0.05  0.06   0.06  0.00
----------------------------------------
MiscFeature   Shed  other
Neighborhood             
BrkSide       0.08    0.0
CollgCr       0.04    0.0
Crawfor       0.02    0.0
Edwards       0.06    0.0
Gilbert       0.06    0.0
IDOTRR        0.04    0.2
Mitchel       0.08    0.0
NAmes         0.27    0.4
NWAmes        0.08    0.2
OldTown       0.10    0.0
Sawyer        0.08    0.2
SawyerW       0.02    0.0
Timber        0.02    0.0
other         0.04    0.0
----------------------------------------
SaleType       COD   New    WD  other
Neighborhood                         
BrkSide       0.00  0.00  0.04   0.04
CollgCr       0.00  0.15  0.10   0.07
Crawfor       0.02  0.01  0.04   0.04
Edwards       0.12  0.03  0.07   0.18
Gilbert       0.00  0.10  0.05   0.04
IDOTRR        0.05  0.00  0.03   0.07
Mitchel       0.02  0.01  0.04   0.04
NAmes         0.33  0.00  0.16   0.14
NWAmes        0.14  0.00  0.05   0.00
NoRidge       0.00  0.00  0.03   0.00
NridgHt       0.00  0.26  0.03   0.07
OldTown       0.09  0.01  0.08   0.14
Sawyer        0.00  0.00  0.06   0.04
SawyerW       0.02  0.01  0.04   0.00
Somerst       0.00  0.26  0.04   0.11
Timber        0.05  0.06  0.02   0.00
other         0.16  0.11  0.10   0.04
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
Neighborhood                                  
BrkSide           0.03    0.05     0.00   0.03
CollgCr           0.03    0.11     0.14   0.00
Crawfor           0.03    0.04     0.01   0.11
Edwards           0.08    0.07     0.03   0.17
Gilbert           0.01    0.05     0.10   0.06
IDOTRR            0.07    0.02     0.00   0.03
Mitchel           0.03    0.04     0.01   0.08
NAmes             0.23    0.17     0.00   0.11
NWAmes            0.06    0.05     0.00   0.08
NoRidge           0.04    0.03     0.00   0.00
NridgHt           0.00    0.04     0.26   0.00
OldTown           0.12    0.08     0.02   0.14
Sawyer            0.05    0.06     0.00   0.06
SawyerW           0.04    0.04     0.01   0.11
Somerst           0.04    0.04     0.26   0.00
Timber            0.03    0.02     0.06   0.00
other             0.12    0.10     0.11   0.03
----------------------------------------
MSSubClass    20    30    50    60    70    80    90  120  160   190  other
Condition1                                                                 
Artery      0.01  0.07  0.15  0.00  0.10  0.02  0.06  0.0  0.0  0.10   0.06
Feedr       0.06  0.09  0.09  0.03  0.07  0.05  0.19  0.0  0.0  0.10   0.03
Norm        0.88  0.83  0.75  0.88  0.77  0.91  0.69  1.0  1.0  0.77   0.84
other       0.05  0.01  0.01  0.09  0.07  0.02  0.06  0.0  0.0  0.03   0.06
----------------------------------------
MSZoning      FV    RL    RM  other
Condition1                         
Artery      0.00  0.02  0.10   0.04
Feedr       0.00  0.06  0.05   0.19
Norm        0.98  0.87  0.82   0.77
other       0.02  0.05  0.03   0.00
----------------------------------------
Street      Grvl  Pave
Condition1            
Artery      0.00  0.03
Feedr       0.00  0.06
Norm        0.83  0.86
other       0.17  0.05
----------------------------------------
Alley       Grvl  Pave
Condition1            
Artery      0.22  0.00
Feedr       0.02  0.05
Norm        0.76  0.93
other       0.00  0.02
----------------------------------------
LotShape     IR1   IR2  IR3   Reg
Condition1                       
Artery      0.01  0.02  0.1  0.05
Feedr       0.05  0.05  0.1  0.06
Norm        0.88  0.80  0.5  0.86
other       0.06  0.12  0.3  0.03
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
Condition1                         
Artery       0.06  0.04  0.00  0.03
Feedr        0.11  0.04  0.03  0.05
Norm         0.76  0.90  0.94  0.86
other        0.06  0.02  0.03  0.05
----------------------------------------
Utilities   AllPub  NoSeWa
Condition1                
Artery        0.03     0.0
Feedr         0.06     0.0
Norm          0.86     1.0
other         0.05     0.0
----------------------------------------
LotConfig   Corner  CulDSac   FR2   FR3  Inside
Condition1                                     
Artery        0.06     0.00  0.00  0.00    0.03
Feedr         0.10     0.01  0.19  0.00    0.04
Norm          0.80     0.86  0.79  0.75    0.88
other         0.04     0.13  0.02  0.25    0.04
----------------------------------------
LandSlope    Gtl   Mod  Sev
Condition1                 
Artery      0.03  0.05  0.0
Feedr       0.06  0.06  0.0
Norm        0.86  0.86  1.0
other       0.05  0.03  0.0
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
Condition1                                                                   
Artery           0.02     0.00     0.00     0.06     0.00    0.05     0.02   
Feedr            0.10     0.00     0.02     0.07     0.01    0.05     0.02   
Norm             0.72     0.99     0.94     0.86     0.87    0.84     0.96   
other            0.16     0.01     0.04     0.01     0.11    0.05     0.00   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
Condition1                                                                
Artery         0.07    0.00      0.0     0.00     0.20    0.00      0.0   
Feedr          0.07    0.08      0.0     0.00     0.07    0.19      0.1   
Norm           0.83    0.70      1.0     0.99     0.72    0.72      0.8   
other          0.04    0.22      0.0     0.01     0.01    0.09      0.1   

Neighborhood  Somerst  Timber  other  
Condition1                            
Artery           0.00     0.0   0.00  
Feedr            0.03     0.0   0.07  
Norm             0.90     1.0   0.93  
other            0.07     0.0   0.00  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
Condition1                            
Artery         1.0    0.0   0.0    0.0
Feedr          0.0    1.0   0.0    0.0
Norm           0.0    0.0   1.0    0.0
other          0.0    0.0   0.0    1.0
----------------------------------------
Condition2  Norm  other
Condition1             
Artery      0.03   0.20
Feedr       0.05   0.33
Norm        0.87   0.00
other       0.04   0.47
----------------------------------------
BldgType    1Fam  2fmCon  Duplex  Twnhs  TwnhsE
Condition1                                     
Artery      0.03    0.10    0.06    0.0     0.0
Feedr       0.06    0.10    0.19    0.0     0.0
Norm        0.85    0.77    0.69    1.0     1.0
other       0.05    0.03    0.06    0.0     0.0
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
Condition1                                             
Artery        0.14    0.01    0.02    0.00  0.02   0.12
Feedr         0.10    0.06    0.04    0.08  0.05   0.09
Norm          0.74    0.89    0.87    0.89  0.92   0.73
other         0.02    0.04    0.07    0.03  0.02   0.06
----------------------------------------
OverallQual     4     5     6     7     8     9  other
Condition1                                            
Artery       0.03  0.06  0.04  0.01  0.01  0.00   0.09
Feedr        0.11  0.09  0.06  0.02  0.01  0.00   0.07
Norm         0.85  0.81  0.83  0.92  0.94  0.95   0.79
other        0.01  0.04  0.07  0.06  0.04  0.05   0.05
----------------------------------------
OverallCond     4     5     6     7     8  other
Condition1                                      
Artery       0.07  0.01  0.06  0.04  0.04   0.09
Feedr        0.16  0.04  0.04  0.08  0.10   0.08
Norm         0.77  0.90  0.85  0.82  0.78   0.81
other        0.00  0.05  0.04  0.06  0.08   0.02
----------------------------------------
RoofStyle   Gable   Hip  other
Condition1                    
Artery       0.04  0.01   0.03
Feedr        0.05  0.07   0.09
Norm         0.86  0.87   0.76
other        0.05  0.04   0.12
----------------------------------------
RoofMatl    CompShg  other
Condition1                
Artery         0.03   0.04
Feedr          0.05   0.12
Norm           0.87   0.69
other          0.05   0.15
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
Condition1                                                                   
Artery          0.06     0.02     0.01     0.08     0.00     0.01     0.07   
Feedr           0.04     0.02     0.05     0.07     0.11     0.03     0.07   
Norm            0.80     0.93     0.88     0.82     0.83     0.90     0.83   
other           0.10     0.03     0.06     0.03     0.06     0.05     0.03   

Exterior1st  other  
Condition1          
Artery        0.06  
Feedr         0.06  
Norm          0.81  
other         0.06  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
Condition1                                                                   
Artery          0.02     0.01     0.08     0.00     0.01     0.08     0.08   
Feedr           0.02     0.05     0.06     0.10     0.04     0.08     0.05   
Norm            0.93     0.86     0.83     0.82     0.90     0.82     0.82   
other           0.03     0.07     0.03     0.08     0.05     0.03     0.05   

Exterior2nd  other  
Condition1          
Artery        0.04  
Feedr         0.05  
Norm          0.87  
other         0.04  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
Condition1                        
Artery        0.07     0.01   0.01
Feedr         0.13     0.04   0.05
Norm          0.80     0.89   0.90
other         0.00     0.05   0.05
----------------------------------------
ExterQual     Ex    Fa    Gd    TA
Condition1                        
Artery      0.02  0.07  0.01  0.05
Feedr       0.02  0.29  0.02  0.08
Norm        0.90  0.57  0.93  0.83
other       0.06  0.07  0.05  0.05
----------------------------------------
ExterCond     Gd    TA  other
Condition1                   
Artery      0.08  0.03   0.09
Feedr       0.08  0.05   0.16
Norm        0.79  0.87   0.75
other       0.05  0.05   0.00
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
Condition1                              
Artery        0.10    0.04   0.01   0.00
Feedr         0.06    0.08   0.02   0.09
Norm          0.79    0.82   0.92   0.88
other         0.05    0.05   0.05   0.03
----------------------------------------
BsmtQual      Ex    Fa    Gd    TA
Condition1                        
Artery      0.00  0.20  0.00  0.06
Feedr       0.01  0.06  0.03  0.08
Norm        0.93  0.69  0.92  0.81
other       0.06  0.06  0.06  0.04
----------------------------------------
BsmtCond      Fa    Gd   Po    TA
Condition1                       
Artery      0.09  0.00  0.0  0.03
Feedr       0.16  0.02  0.0  0.05
Norm        0.73  0.92  1.0  0.87
other       0.02  0.06  0.0  0.05
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
Condition1                          
Artery        0.00  0.01  0.08  0.04
Feedr         0.02  0.04  0.05  0.06
Norm          0.95  0.90  0.80  0.85
other         0.03  0.04  0.07  0.05
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
Condition1                                      
Artery        0.01  0.05  0.01  0.07  0.06  0.05
Feedr         0.06  0.07  0.03  0.05  0.09  0.05
Norm          0.87  0.82  0.92  0.84  0.82  0.85
other         0.06  0.05  0.05  0.04  0.03  0.05
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
Condition1                                 
Artery        0.03  0.04  0.06  0.03   0.03
Feedr         0.03  0.09  0.11  0.05   0.03
Norm          0.85  0.85  0.80  0.87   0.82
other         0.09  0.02  0.04  0.05   0.12
----------------------------------------
Heating     GasA  other
Condition1             
Artery      0.03   0.09
Feedr       0.05   0.12
Norm        0.87   0.75
other       0.05   0.03
----------------------------------------
HeatingQC     Ex    Fa    Gd   Po    TA
Condition1                             
Artery      0.01  0.06  0.05  0.0  0.05
Feedr       0.04  0.08  0.08  0.0  0.07
Norm        0.89  0.84  0.84  0.0  0.83
other       0.05  0.02  0.03  1.0  0.05
----------------------------------------
CentralAir     N     Y
Condition1            
Artery      0.07  0.03
Feedr       0.08  0.05
Norm        0.78  0.87
other       0.06  0.05
----------------------------------------
Electrical  FuseA  SBrkr  other
Condition1                     
Artery       0.10   0.03   0.13
Feedr        0.12   0.05   0.03
Norm         0.76   0.87   0.81
other        0.03   0.05   0.03
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
Condition1                         
Artery       0.02  0.08  0.01  0.05
Feedr        0.01  0.15  0.03  0.07
Norm         0.91  0.72  0.91  0.83
other        0.06  0.05  0.05  0.05
----------------------------------------
Functional  Min1  Min2   Typ  other
Condition1                         
Artery      0.06  0.00  0.03   0.00
Feedr       0.10  0.06  0.06   0.00
Norm        0.77  0.88  0.86   0.94
other       0.06  0.06  0.05   0.06
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
Condition1                          
Artery       0.00  0.04  0.03   0.05
Feedr        0.06  0.04  0.05   0.02
Norm         0.91  0.87  0.86   0.89
other        0.03  0.06  0.06   0.05
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
Condition1                                
Artery        0.02     0.00    0.07   0.03
Feedr         0.04     0.03    0.07   0.06
Norm          0.89     0.90    0.81   0.85
other         0.05     0.07    0.05   0.06
----------------------------------------
GarageFinish   Fin   RFn   Unf
Condition1                    
Artery        0.00  0.01  0.06
Feedr         0.02  0.05  0.07
Norm          0.90  0.90  0.82
other         0.07  0.05  0.04
----------------------------------------
GarageQual    Fa    TA  other
Condition1                   
Artery      0.08  0.03   0.15
Feedr       0.08  0.05   0.00
Norm        0.83  0.87   0.80
other       0.00  0.05   0.05
----------------------------------------
GarageCond    Fa    TA  other
Condition1                   
Artery      0.06  0.03   0.11
Feedr       0.11  0.05   0.00
Norm        0.80  0.87   0.89
other       0.03  0.05   0.00
----------------------------------------
PavedDrive     N     P     Y
Condition1                  
Artery      0.09  0.10  0.03
Feedr       0.18  0.07  0.05
Norm        0.72  0.80  0.87
other       0.01  0.03  0.05
----------------------------------------
PoolQC       Ex   Fa    Gd
Condition1                
Artery      0.5  0.0  0.00
Feedr       0.0  0.0  0.33
Norm        0.5  0.5  0.67
other       0.0  0.5  0.00
----------------------------------------
Fence       GdPrv  GdWo  MnPrv  MnWw
Condition1                          
Artery       0.05  0.06   0.07  0.00
Feedr        0.08  0.09   0.11  0.00
Norm         0.80  0.83   0.79  0.91
other        0.07  0.02   0.03  0.09
----------------------------------------
MiscFeature  Shed  other
Condition1              
Artery       0.04    0.0
Feedr        0.08    0.2
Norm         0.84    0.6
other        0.04    0.2
----------------------------------------
SaleType     COD   New    WD  other
Condition1                         
Artery      0.05  0.00  0.03   0.07
Feedr       0.02  0.02  0.06   0.11
Norm        0.91  0.91  0.86   0.75
other       0.02  0.07  0.05   0.07
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
Condition1                                    
Artery            0.06    0.03     0.00   0.06
Feedr             0.06    0.06     0.03   0.11
Norm              0.85    0.86     0.90   0.83
other             0.03    0.05     0.06   0.00
----------------------------------------
MSSubClass   20    30    50   60    70   80    90  120  160   190  other
Condition2                                                              
Norm        1.0  0.99  0.99  1.0  0.95  1.0  0.96  1.0  1.0  0.93   0.97
other       0.0  0.01  0.01  0.0  0.05  0.0  0.04  0.0  0.0  0.07   0.03
----------------------------------------
MSZoning     FV    RL    RM  other
Condition2                        
Norm        1.0  0.99  0.97   0.96
other       0.0  0.01  0.03   0.04
----------------------------------------
Street      Grvl  Pave
Condition2            
Norm         1.0  0.99
other        0.0  0.01
----------------------------------------
Alley       Grvl  Pave
Condition2            
Norm         1.0   1.0
----------------------------------------
LotShape     IR1  IR2  IR3  Reg
Condition2                     
Norm        0.98  1.0  1.0  1.0
other       0.02  0.0  0.0  0.0
----------------------------------------
LandContour   Bnk   HLS  Low   Lvl
Condition2                        
Norm         0.95  0.98  1.0  0.99
other        0.05  0.02  0.0  0.01
----------------------------------------
Utilities   AllPub  NoSeWa
Condition2                
Norm          0.99     1.0
other         0.01     0.0
----------------------------------------
LotConfig   Corner  CulDSac  FR2   FR3  Inside
Condition2                                    
Norm          0.98      1.0  1.0  0.75    0.99
other         0.02      0.0  0.0  0.25    0.01
----------------------------------------
LandSlope    Gtl   Mod  Sev
Condition2                 
Norm        0.99  0.98  1.0
other       0.01  0.02  0.0
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
Condition2                                                                   
Norm              0.9      1.0      1.0     0.99      1.0    0.97      1.0   
other             0.1      0.0      0.0     0.01      0.0    0.03      0.0   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
Condition2                                                                
Norm            1.0    0.99      1.0     0.99     0.96    0.99      1.0   
other           0.0    0.01      0.0     0.01     0.04    0.01      0.0   

Neighborhood  Somerst  Timber  other  
Condition2                            
Norm              1.0     1.0    1.0  
other             0.0     0.0    0.0  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
Condition2                            
Norm          0.94   0.94   1.0    0.9
other         0.06   0.06   0.0    0.1
----------------------------------------
Condition2  Norm  other
Condition2             
Norm         1.0    0.0
other        0.0    1.0
----------------------------------------
BldgType    1Fam  2fmCon  Duplex  Twnhs  TwnhsE
Condition2                                     
Norm        0.99    0.94    0.96    1.0     1.0
other       0.01    0.06    0.04    0.0     0.0
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
Condition2                                             
Norm          0.98    0.99    0.99     1.0   1.0   0.94
other         0.02    0.01    0.01     0.0   0.0   0.06
----------------------------------------
OverallQual     4     5    6     7    8    9  other
Condition2                                         
Norm         0.99  0.98  1.0  0.99  1.0  1.0   0.88
other        0.01  0.02  0.0  0.01  0.0  0.0   0.12
----------------------------------------
OverallCond    4    5     6    7     8  other
Condition2                                   
Norm         1.0  1.0  0.98  1.0  0.96   0.96
other        0.0  0.0  0.02  0.0  0.04   0.04
----------------------------------------
RoofStyle   Gable   Hip  other
Condition2                    
Norm         0.99  0.99   0.97
other        0.01  0.01   0.03
----------------------------------------
RoofMatl    CompShg  other
Condition2                
Norm           0.99    1.0
other          0.01    0.0
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
Condition2                                                                   
Norm             1.0     0.97     0.99     0.99     0.98      1.0     0.99   
other            0.0     0.03     0.01     0.01     0.02      0.0     0.01   

Exterior1st  other  
Condition2          
Norm          0.97  
other         0.03  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
Condition2                                                                   
Norm            0.97     0.99     0.99     0.98      1.0     0.99      1.0   
other           0.03     0.01     0.01     0.02      0.0     0.01      0.0   

Exterior2nd  other  
Condition2          
Norm          0.99  
other         0.01  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
Condition2                        
Norm           1.0      1.0   0.99
other          0.0      0.0   0.01
----------------------------------------
ExterQual     Ex    Fa   Gd    TA
Condition2                       
Norm        0.94  0.93  1.0  0.99
other       0.06  0.07  0.0  0.01
----------------------------------------
ExterCond     Gd    TA  other
Condition2                   
Norm        0.99  0.99   0.94
other       0.01  0.01   0.06
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
Condition2                              
Norm          0.95    0.99    1.0    1.0
other         0.05    0.01    0.0    0.0
----------------------------------------
BsmtQual      Ex    Fa   Gd    TA
Condition2                       
Norm        0.98  0.91  1.0  0.99
other       0.02  0.09  0.0  0.01
----------------------------------------
BsmtCond      Fa   Gd   Po    TA
Condition2                      
Norm        0.96  1.0  1.0  0.99
other       0.04  0.0  0.0  0.01
----------------------------------------
BsmtExposure   Av    Gd    Mn    No
Condition2                         
Norm          1.0  0.99  0.98  0.99
other         0.0  0.01  0.02  0.01
----------------------------------------
BsmtFinType1  ALQ   BLQ   GLQ   LwQ  Rec   Unf
Condition2                                    
Norm          1.0  0.99  0.99  0.99  1.0  0.98
other         0.0  0.01  0.01  0.01  0.0  0.02
----------------------------------------
BsmtFinType2  BLQ  LwQ   Rec   Unf  other
Condition2                               
Norm          1.0  1.0  0.96  0.99    1.0
other         0.0  0.0  0.04  0.01    0.0
----------------------------------------
Heating     GasA  other
Condition2             
Norm        0.99    1.0
other       0.01    0.0
----------------------------------------
HeatingQC     Ex    Fa    Gd   Po    TA
Condition2                             
Norm        0.99  0.96  0.99  1.0  0.99
other       0.01  0.04  0.01  0.0  0.01
----------------------------------------
CentralAir     N     Y
Condition2            
Norm        0.97  0.99
other       0.03  0.01
----------------------------------------
Electrical  FuseA  SBrkr  other
Condition2                     
Norm         0.99   0.99    1.0
other        0.01   0.01    0.0
----------------------------------------
KitchenQual    Ex    Fa   Gd    TA
Condition2                        
Norm         0.98  0.95  1.0  0.99
other        0.02  0.05  0.0  0.01
----------------------------------------
Functional  Min1  Min2   Typ  other
Condition2                         
Norm         1.0   1.0  0.99    1.0
other        0.0   0.0  0.01    0.0
----------------------------------------
FireplaceQu   Fa    Gd    TA  other
Condition2                         
Norm         1.0  0.99  0.99    1.0
other        0.0  0.01  0.01    0.0
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
Condition2                                
Norm           1.0     0.98    0.98   0.97
other          0.0     0.02    0.02   0.03
----------------------------------------
GarageFinish   Fin   RFn   Unf
Condition2                    
Norm          0.99  0.99  0.99
other         0.01  0.01  0.01
----------------------------------------
GarageQual    Fa    TA  other
Condition2                   
Norm        0.96  0.99    0.9
other       0.04  0.01    0.1
----------------------------------------
GarageCond    Fa    TA  other
Condition2                   
Norm        0.94  0.99    1.0
other       0.06  0.01    0.0
----------------------------------------
PavedDrive     N     P     Y
Condition2                  
Norm        0.98  0.97  0.99
other       0.02  0.03  0.01
----------------------------------------
PoolQC       Ex   Fa   Gd
Condition2               
Norm        1.0  1.0  1.0
----------------------------------------
Fence       GdPrv  GdWo  MnPrv  MnWw
Condition2                          
Norm         0.97   1.0   0.98   1.0
other        0.03   0.0   0.02   0.0
----------------------------------------
MiscFeature  Shed  other
Condition2              
Norm         0.98    0.8
other        0.02    0.2
----------------------------------------
SaleType    COD   New    WD  other
Condition2                        
Norm        1.0  0.98  0.99   0.96
other       0.0  0.02  0.01   0.04
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
Condition2                                    
Norm              0.98    0.99     0.98    1.0
other             0.02    0.01     0.02    0.0
----------------------------------------
MSSubClass   20   30   50   60   70   80   90   120   160  190  other
BldgType                                                             
1Fam        1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.03  0.00  0.0   0.84
2fmCon      0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.00  0.00  1.0   0.00
Duplex      0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.00  0.00  0.0   0.00
Twnhs       0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.06  0.52  0.0   0.08
TwnhsE      0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.91  0.48  0.0   0.08
----------------------------------------
MSZoning    FV    RL    RM  other
BldgType                         
1Fam      0.58  0.89  0.64   0.69
2fmCon    0.00  0.01  0.06   0.12
Duplex    0.00  0.04  0.03   0.12
Twnhs     0.14  0.01  0.11   0.00
TwnhsE    0.28  0.05  0.17   0.08
----------------------------------------
Street    Grvl  Pave
BldgType            
1Fam      0.50  0.84
2fmCon    0.17  0.02
Duplex    0.33  0.03
Twnhs     0.00  0.03
TwnhsE    0.00  0.08
----------------------------------------
Alley     Grvl  Pave
BldgType            
1Fam      0.88  0.46
2fmCon    0.08  0.07
Duplex    0.04  0.00
Twnhs     0.00  0.12
TwnhsE    0.00  0.34
----------------------------------------
LotShape   IR1   IR2  IR3   Reg
BldgType                       
1Fam      0.91  0.90  1.0  0.79
2fmCon    0.01  0.00  0.0  0.03
Duplex    0.02  0.02  0.0  0.04
Twnhs     0.00  0.00  0.0  0.04
TwnhsE    0.06  0.07  0.0  0.09
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
BldgType                           
1Fam         0.84  0.84  0.92  0.83
2fmCon       0.10  0.02  0.03  0.02
Duplex       0.06  0.04  0.06  0.03
Twnhs        0.00  0.00  0.00  0.03
TwnhsE       0.00  0.10  0.00  0.08
----------------------------------------
Utilities  AllPub  NoSeWa
BldgType                 
1Fam         0.84     1.0
2fmCon       0.02     0.0
Duplex       0.04     0.0
Twnhs        0.03     0.0
TwnhsE       0.08     0.0
----------------------------------------
LotConfig  Corner  CulDSac   FR2  FR3  Inside
BldgType                                     
1Fam         0.90     0.94  0.79  0.5    0.81
2fmCon       0.02     0.00  0.00  0.0    0.02
Duplex       0.04     0.01  0.04  0.0    0.04
Twnhs        0.00     0.00  0.09  0.0    0.04
TwnhsE       0.04     0.05  0.09  0.5    0.09
----------------------------------------
LandSlope   Gtl   Mod   Sev
BldgType                   
1Fam       0.83  0.89  0.92
2fmCon     0.02  0.05  0.08
Duplex     0.04  0.02  0.00
Twnhs      0.03  0.00  0.00
TwnhsE     0.08  0.05  0.00
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
BldgType                                                                     
1Fam             0.97     0.93     0.88     0.81     0.99    0.92     0.73   
2fmCon           0.03     0.00     0.02     0.04     0.01    0.05     0.02   
Duplex           0.00     0.00     0.04     0.08     0.00    0.03     0.16   
Twnhs            0.00     0.00     0.00     0.03     0.00    0.00     0.02   
TwnhsE           0.00     0.07     0.06     0.04     0.00    0.00     0.06   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
BldgType                                                                  
1Fam           0.91    0.97      1.0     0.71     0.85    0.91     0.80   
2fmCon         0.00    0.00      0.0     0.00     0.12    0.01     0.00   
Duplex         0.08    0.03      0.0     0.00     0.03    0.08     0.08   
Twnhs          0.00    0.00      0.0     0.09     0.00    0.00     0.00   
TwnhsE         0.01    0.00      0.0     0.19     0.00    0.00     0.12   

Neighborhood  Somerst  Timber  other  
BldgType                              
1Fam             0.69    0.97   0.48  
2fmCon           0.00    0.03   0.02  
Duplex           0.00    0.00   0.00  
Twnhs            0.10    0.00   0.15  
TwnhsE           0.21    0.00   0.35  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
BldgType                              
1Fam          0.88   0.84  0.83   0.94
2fmCon        0.06   0.04  0.02   0.01
Duplex        0.06   0.12  0.03   0.04
Twnhs         0.00   0.00  0.03   0.00
TwnhsE        0.00   0.00  0.09   0.00
----------------------------------------
Condition2  Norm  other
BldgType               
1Fam        0.84   0.73
2fmCon      0.02   0.13
Duplex      0.03   0.13
Twnhs       0.03   0.00
TwnhsE      0.08   0.00
----------------------------------------
BldgType  1Fam  2fmCon  Duplex  Twnhs  TwnhsE
BldgType                                     
1Fam       1.0     0.0     0.0    0.0     0.0
2fmCon     0.0     1.0     0.0    0.0     0.0
Duplex     0.0     0.0     1.0    0.0     0.0
Twnhs      0.0     0.0     0.0    1.0     0.0
TwnhsE     0.0     0.0     0.0    0.0     1.0
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
BldgType                                               
1Fam          0.92    0.84    0.81    0.54  0.92   0.88
2fmCon        0.05    0.01    0.02    0.00  0.02   0.12
Duplex        0.03    0.04    0.02    0.24  0.02   0.00
Twnhs         0.00    0.01    0.07    0.11  0.02   0.00
TwnhsE        0.00    0.11    0.07    0.11  0.03   0.00
----------------------------------------
OverallQual     4     5     6     7     8     9  other
BldgType                                              
1Fam         0.78  0.85  0.81  0.85  0.85  0.86   0.91
2fmCon       0.07  0.04  0.02  0.00  0.00  0.00   0.02
Duplex       0.07  0.08  0.02  0.01  0.00  0.00   0.07
Twnhs        0.05  0.01  0.05  0.04  0.02  0.00   0.00
TwnhsE       0.03  0.02  0.10  0.11  0.14  0.14   0.00
----------------------------------------
OverallCond     4     5     6     7     8  other
BldgType                                        
1Fam         0.68  0.79  0.90  0.94  0.93   0.92
2fmCon       0.12  0.01  0.02  0.03  0.04   0.02
Duplex       0.14  0.05  0.02  0.00  0.00   0.02
Twnhs        0.00  0.04  0.02  0.02  0.03   0.00
TwnhsE       0.05  0.12  0.04  0.01  0.00   0.04
----------------------------------------
RoofStyle  Gable   Hip  other
BldgType                     
1Fam        0.82  0.88   0.91
2fmCon      0.02  0.03   0.00
Duplex      0.04  0.01   0.09
Twnhs       0.04  0.01   0.00
TwnhsE      0.08  0.07   0.00
----------------------------------------
RoofMatl  CompShg  other
BldgType                
1Fam         0.83   0.92
2fmCon       0.02   0.00
Duplex       0.03   0.08
Twnhs        0.03   0.00
TwnhsE       0.08   0.00
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
BldgType                                                                     
1Fam            0.88     0.57     0.86     0.75     0.70     0.87     0.94   
2fmCon          0.00     0.00     0.01     0.05     0.02     0.01     0.04   
Duplex          0.06     0.00     0.04     0.05     0.13     0.01     0.01   
Twnhs           0.00     0.15     0.05     0.05     0.03     0.02     0.00   
TwnhsE          0.06     0.28     0.05     0.10     0.12     0.09     0.00   

Exterior1st  other  
BldgType            
1Fam          0.90  
2fmCon        0.01  
Duplex        0.08  
Twnhs         0.00  
TwnhsE        0.01  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
BldgType                                                                     
1Fam            0.57     0.85     0.75     0.81     0.88     0.94     0.82   
2fmCon          0.00     0.02     0.05     0.01     0.01     0.05     0.03   
Duplex          0.00     0.03     0.05     0.11     0.01     0.02     0.03   
Twnhs           0.15     0.04     0.05     0.00     0.02     0.00     0.08   
TwnhsE          0.28     0.05     0.11     0.07     0.09     0.00     0.05   

Exterior2nd  other  
BldgType            
1Fam          0.80  
2fmCon        0.02  
Duplex        0.08  
Twnhs         0.04  
TwnhsE        0.06  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
BldgType                          
1Fam           1.0     0.80   0.79
2fmCon         0.0     0.01   0.01
Duplex         0.0     0.05   0.02
Twnhs          0.0     0.04   0.08
TwnhsE         0.0     0.11   0.11
----------------------------------------
ExterQual    Ex    Fa    Gd    TA
BldgType                         
1Fam       0.87  0.64  0.82  0.85
2fmCon     0.00  0.29  0.00  0.03
Duplex     0.00  0.07  0.00  0.06
Twnhs      0.00  0.00  0.04  0.03
TwnhsE     0.13  0.00  0.15  0.04
----------------------------------------
ExterCond    Gd    TA  other
BldgType                    
1Fam       0.92  0.83   0.75
2fmCon     0.02  0.02   0.22
Duplex     0.01  0.04   0.03
Twnhs      0.02  0.03   0.00
TwnhsE     0.02  0.09   0.00
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
BldgType                                
1Fam          0.94    0.84   0.82   0.64
2fmCon        0.06    0.03   0.01   0.06
Duplex        0.00    0.06   0.00   0.30
Twnhs         0.00    0.04   0.03   0.00
TwnhsE        0.00    0.04   0.14   0.00
----------------------------------------
BsmtQual    Ex    Fa    Gd    TA
BldgType                        
1Fam      0.86  0.89  0.78  0.90
2fmCon    0.00  0.11  0.01  0.03
Duplex    0.00  0.00  0.02  0.04
Twnhs     0.01  0.00  0.04  0.02
TwnhsE    0.13  0.00  0.15  0.01
----------------------------------------
BsmtCond    Fa    Gd   Po    TA
BldgType                       
1Fam      0.89  0.83  1.0  0.84
2fmCon    0.09  0.00  0.0  0.02
Duplex    0.00  0.05  0.0  0.03
Twnhs     0.02  0.02  0.0  0.03
TwnhsE    0.00  0.11  0.0  0.08
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
BldgType                            
1Fam          0.81  0.81  0.86  0.85
2fmCon        0.01  0.02  0.06  0.02
Duplex        0.03  0.07  0.00  0.02
Twnhs         0.02  0.01  0.01  0.04
TwnhsE        0.12  0.10  0.07  0.07
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
BldgType                                        
1Fam          0.85  0.89  0.77  0.85  0.92  0.87
2fmCon        0.02  0.04  0.01  0.01  0.03  0.02
Duplex        0.02  0.01  0.03  0.05  0.04  0.03
Twnhs         0.05  0.04  0.03  0.01  0.01  0.03
TwnhsE        0.06  0.02  0.16  0.07  0.01  0.06
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
BldgType                                   
1Fam          0.88  0.89  0.89  0.84   0.82
2fmCon        0.03  0.00  0.02  0.02   0.00
Duplex        0.00  0.02  0.04  0.03   0.03
Twnhs         0.00  0.00  0.00  0.03   0.06
TwnhsE        0.09  0.09  0.06  0.08   0.09
----------------------------------------
Heating   GasA  other
BldgType             
1Fam      0.84   0.78
2fmCon    0.02   0.12
Duplex    0.03   0.09
Twnhs     0.03   0.00
TwnhsE    0.08   0.00
----------------------------------------
HeatingQC    Ex    Fa    Gd   Po    TA
BldgType                              
1Fam       0.85  0.84  0.88  1.0  0.79
2fmCon     0.01  0.04  0.03  0.0  0.03
Duplex     0.01  0.08  0.02  0.0  0.09
Twnhs      0.03  0.04  0.02  0.0  0.04
TwnhsE     0.11  0.00  0.05  0.0  0.05
----------------------------------------
CentralAir     N     Y
BldgType              
1Fam        0.72  0.84
2fmCon      0.16  0.01
Duplex      0.13  0.03
Twnhs       0.00  0.03
TwnhsE      0.00  0.08
----------------------------------------
Electrical  FuseA  SBrkr  other
BldgType                       
1Fam         0.89   0.83   0.77
2fmCon       0.05   0.02   0.06
Duplex       0.05   0.03   0.16
Twnhs        0.00   0.03   0.00
TwnhsE       0.00   0.09   0.00
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
BldgType                           
1Fam         0.87  0.82  0.84  0.83
2fmCon       0.00  0.13  0.00  0.03
Duplex       0.00  0.05  0.00  0.07
Twnhs        0.01  0.00  0.03  0.03
TwnhsE       0.12  0.00  0.12  0.04
----------------------------------------
Functional  Min1  Min2   Typ  other
BldgType                           
1Fam         0.9  0.94  0.83   0.77
2fmCon       0.0  0.06  0.02   0.06
Duplex       0.0  0.00  0.04   0.03
Twnhs        0.0  0.00  0.03   0.09
TwnhsE       0.1  0.00  0.08   0.06
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
BldgType                            
1Fam         0.88  0.88  0.88   0.86
2fmCon       0.00  0.02  0.01   0.02
Duplex       0.00  0.00  0.01   0.00
Twnhs        0.00  0.01  0.02   0.02
TwnhsE       0.12  0.10  0.07   0.09
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
BldgType                                  
1Fam          0.86     0.92    0.81   0.68
2fmCon        0.01     0.01    0.03   0.06
Duplex        0.01     0.01    0.06   0.18
Twnhs         0.01     0.05    0.05   0.00
TwnhsE        0.10     0.01    0.05   0.09
----------------------------------------
GarageFinish   Fin   RFn   Unf
BldgType                      
1Fam          0.84  0.86  0.83
2fmCon        0.01  0.00  0.03
Duplex        0.01  0.00  0.06
Twnhs         0.01  0.02  0.05
TwnhsE        0.14  0.11  0.03
----------------------------------------
GarageQual    Fa    TA  other
BldgType                     
1Fam        0.96  0.84   0.80
2fmCon      0.02  0.01   0.15
Duplex      0.02  0.03   0.00
Twnhs       0.00  0.03   0.00
TwnhsE      0.00  0.09   0.05
----------------------------------------
GarageCond    Fa    TA  other
BldgType                     
1Fam        0.91  0.84   0.94
2fmCon      0.06  0.01   0.06
Duplex      0.03  0.03   0.00
Twnhs       0.00  0.03   0.00
TwnhsE      0.00  0.09   0.00
----------------------------------------
PavedDrive     N     P     Y
BldgType                    
1Fam        0.80  0.97  0.84
2fmCon      0.13  0.00  0.01
Duplex      0.06  0.03  0.03
Twnhs       0.01  0.00  0.03
TwnhsE      0.00  0.00  0.09
----------------------------------------
PoolQC     Ex   Fa   Gd
BldgType               
1Fam      1.0  1.0  1.0
----------------------------------------
Fence     GdPrv  GdWo  MnPrv  MnWw
BldgType                          
1Fam       0.92  0.96   0.96   1.0
2fmCon     0.00  0.00   0.03   0.0
Duplex     0.03  0.02   0.00   0.0
Twnhs      0.02  0.02   0.01   0.0
TwnhsE     0.03  0.00   0.01   0.0
----------------------------------------
MiscFeature  Shed  other
BldgType                
1Fam         0.94    0.6
2fmCon       0.02    0.2
Duplex       0.04    0.2
----------------------------------------
SaleType   COD   New    WD  other
BldgType                         
1Fam      0.79  0.85  0.84   0.68
2fmCon    0.00  0.01  0.02   0.11
Duplex    0.07  0.00  0.04   0.07
Twnhs     0.07  0.00  0.03   0.04
TwnhsE    0.07  0.14  0.07   0.11
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
BldgType                                      
1Fam              0.84    0.84     0.86   0.61
2fmCon            0.02    0.02     0.01   0.00
Duplex            0.03    0.03     0.00   0.33
Twnhs             0.05    0.03     0.00   0.03
TwnhsE            0.06    0.08     0.14   0.03
----------------------------------------
MSSubClass   20    30    50   60    70   80    90   120  160   190  other
HouseStyle                                                               
1.5Fin      0.0  0.01  0.98  0.0  0.00  0.0  0.08  0.00  0.0  0.27   0.00
1Story      1.0  0.97  0.00  0.0  0.00  0.0  0.56  0.99  0.0  0.20   0.06
2Story      0.0  0.00  0.02  1.0  0.98  0.0  0.17  0.00  1.0  0.37   0.02
SFoyer      0.0  0.00  0.00  0.0  0.00  0.0  0.17  0.01  0.0  0.00   0.44
SLvl        0.0  0.00  0.00  0.0  0.00  1.0  0.02  0.00  0.0  0.03   0.05
other       0.0  0.01  0.00  0.0  0.02  0.0  0.00  0.00  0.0  0.13   0.44
----------------------------------------
MSZoning      FV    RL    RM  other
HouseStyle                         
1.5Fin      0.00  0.08  0.25   0.19
1Story      0.28  0.55  0.31   0.38
2Story      0.72  0.28  0.30   0.27
SFoyer      0.00  0.02  0.04   0.04
SLvl        0.00  0.05  0.01   0.00
other       0.00  0.01  0.08   0.12
----------------------------------------
Street      Grvl  Pave
HouseStyle            
1.5Fin      0.17  0.11
1Story      0.67  0.50
2Story      0.00  0.31
SFoyer      0.17  0.02
SLvl        0.00  0.04
other       0.00  0.02
----------------------------------------
Alley       Grvl  Pave
HouseStyle            
1.5Fin      0.36  0.17
1Story      0.20  0.27
2Story      0.36  0.51
SFoyer      0.02  0.00
other       0.06  0.05
----------------------------------------
LotShape     IR1   IR2  IR3   Reg
HouseStyle                       
1.5Fin      0.06  0.07  0.0  0.13
1Story      0.51  0.41  0.5  0.49
2Story      0.33  0.49  0.5  0.28
SFoyer      0.02  0.00  0.0  0.03
SLvl        0.06  0.00  0.0  0.04
other       0.01  0.02  0.0  0.03
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
HouseStyle                         
1.5Fin       0.25  0.08  0.08  0.10
1Story       0.37  0.54  0.67  0.50
2Story       0.21  0.36  0.17  0.31
SFoyer       0.02  0.00  0.00  0.03
SLvl         0.02  0.00  0.08  0.05
other        0.14  0.02  0.00  0.02
----------------------------------------
Utilities   AllPub  NoSeWa
HouseStyle                
1.5Fin        0.11     0.0
1Story        0.50     0.0
2Story        0.31     0.0
SFoyer        0.03     0.0
SLvl          0.04     1.0
other         0.02     0.0
----------------------------------------
LotConfig   Corner  CulDSac   FR2  FR3  Inside
HouseStyle                                    
1.5Fin        0.12     0.04  0.06  0.0    0.11
1Story        0.48     0.47  0.51  0.5    0.50
2Story        0.31     0.35  0.32  0.5    0.30
SFoyer        0.02     0.06  0.00  0.0    0.02
SLvl          0.04     0.07  0.11  0.0    0.04
other         0.03     0.00  0.00  0.0    0.02
----------------------------------------
LandSlope    Gtl   Mod   Sev
HouseStyle                  
1.5Fin      0.10  0.11  0.15
1Story      0.49  0.52  0.62
2Story      0.31  0.28  0.15
SFoyer      0.03  0.00  0.00
SLvl        0.04  0.05  0.08
other       0.02  0.05  0.00
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
HouseStyle                                                                   
1.5Fin           0.43     0.00     0.18     0.22     0.01    0.43     0.08   
1Story           0.34     0.61     0.37     0.53     0.14    0.35     0.65   
2Story           0.10     0.35     0.39     0.14     0.76    0.14     0.06   
SFoyer           0.00     0.02     0.00     0.05     0.00    0.00     0.10   
SLvl             0.00     0.02     0.00     0.06     0.09    0.00     0.10   
other            0.12     0.00     0.06     0.00     0.00    0.08     0.00   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
HouseStyle                                                                
1.5Fin         0.07    0.01     0.05     0.00     0.29    0.07     0.02   
1Story         0.71    0.48     0.15     0.66     0.29    0.72     0.47   
2Story         0.10    0.40     0.80     0.34     0.28    0.07     0.42   
SFoyer         0.03    0.01     0.00     0.00     0.02    0.08     0.05   
SLvl           0.09    0.10     0.00     0.00     0.00    0.07     0.02   
other          0.01    0.00     0.00     0.00     0.12    0.00     0.02   

Neighborhood  Somerst  Timber  other  
HouseStyle                            
1.5Fin           0.00    0.05   0.12  
1Story           0.43    0.61   0.41  
2Story           0.57    0.24   0.36  
SFoyer           0.00    0.00   0.04  
SLvl             0.00    0.11   0.04  
other            0.00    0.00   0.03  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
HouseStyle                            
1.5Fin        0.46   0.19  0.09   0.04
1Story        0.21   0.51  0.51   0.45
2Story        0.23   0.20  0.31   0.45
SFoyer        0.00   0.04  0.03   0.01
SLvl          0.02   0.04  0.05   0.01
other         0.08   0.04  0.02   0.03
----------------------------------------
Condition2  Norm  other
HouseStyle             
1.5Fin      0.10   0.20
1Story      0.50   0.33
2Story      0.30   0.33
SFoyer      0.03   0.00
SLvl        0.04   0.00
other       0.02   0.13
----------------------------------------
BldgType    1Fam  2fmCon  Duplex  Twnhs  TwnhsE
HouseStyle                                     
1.5Fin      0.12    0.26    0.08   0.00    0.00
1Story      0.50    0.23    0.56   0.12    0.68
2Story      0.30    0.35    0.17   0.77    0.26
SFoyer      0.02    0.00    0.17   0.09    0.04
SLvl        0.05    0.03    0.02   0.02    0.02
other       0.02    0.13    0.00   0.00    0.00
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
HouseStyle                                             
1.5Fin         1.0     0.0     0.0     0.0   0.0    0.0
1Story         0.0     1.0     0.0     0.0   0.0    0.0
2Story         0.0     0.0     1.0     0.0   0.0    0.0
SFoyer         0.0     0.0     0.0     1.0   0.0    0.0
SLvl           0.0     0.0     0.0     0.0   1.0    0.0
other          0.0     0.0     0.0     0.0   0.0    1.0
----------------------------------------
OverallQual     4     5     6     7     8     9  other
HouseStyle                                            
1.5Fin       0.17  0.16  0.13  0.04  0.03  0.00   0.09
1Story       0.61  0.62  0.39  0.38  0.53  0.67   0.60
2Story       0.12  0.11  0.35  0.50  0.43  0.33   0.26
SFoyer       0.06  0.04  0.02  0.02  0.00  0.00   0.00
SLvl         0.02  0.05  0.08  0.04  0.01  0.00   0.00
other        0.02  0.03  0.03  0.03  0.00  0.00   0.05
----------------------------------------
OverallCond     4     5     6     7     8  other
HouseStyle                                      
1.5Fin       0.32  0.04  0.13  0.20  0.24   0.15
1Story       0.46  0.52  0.49  0.46  0.39   0.49
2Story       0.16  0.37  0.24  0.20  0.28   0.23
SFoyer       0.04  0.02  0.03  0.03  0.03   0.02
SLvl         0.02  0.04  0.07  0.06  0.04   0.02
other        0.02  0.01  0.05  0.04  0.03   0.09
----------------------------------------
RoofStyle   Gable   Hip  other
HouseStyle                    
1.5Fin       0.13  0.02   0.12
1Story       0.45  0.71   0.30
2Story       0.33  0.21   0.42
SFoyer       0.03  0.01   0.03
SLvl         0.04  0.05   0.12
other        0.03  0.01   0.00
----------------------------------------
RoofMatl    CompShg  other
HouseStyle                
1.5Fin         0.11   0.00
1Story         0.50   0.50
2Story         0.31   0.23
SFoyer         0.03   0.04
SLvl           0.04   0.19
other          0.02   0.04
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
HouseStyle                                                                   
1.5Fin          0.16     0.03     0.02     0.20     0.04     0.04     0.24   
1Story          0.72     0.43     0.52     0.45     0.56     0.50     0.47   
2Story          0.08     0.39     0.32     0.25     0.22     0.41     0.18   
SFoyer          0.00     0.11     0.04     0.02     0.06     0.01     0.00   
SLvl            0.04     0.02     0.09     0.03     0.11     0.03     0.03   
other           0.00     0.02     0.00     0.05     0.00     0.00     0.08   

Exterior1st  other  
HouseStyle          
1.5Fin        0.26  
1Story        0.42  
2Story        0.23  
SFoyer        0.03  
SLvl          0.03  
other         0.04  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
HouseStyle                                                                   
1.5Fin          0.03     0.02     0.21     0.05     0.04     0.25     0.21   
1Story          0.43     0.49     0.45     0.65     0.50     0.48     0.37   
2Story          0.38     0.33     0.24     0.18     0.41     0.16     0.34   
SFoyer          0.12     0.04     0.02     0.05     0.01     0.01     0.03   
SLvl            0.02     0.12     0.02     0.07     0.03     0.03     0.00   
other           0.02     0.00     0.06     0.01     0.00     0.07     0.05   

Exterior2nd  other  
HouseStyle          
1.5Fin        0.16  
1Story        0.49  
2Story        0.27  
SFoyer        0.01  
SLvl          0.05  
other         0.02  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
HouseStyle                        
1.5Fin        0.13     0.03   0.00
1Story        0.67     0.49   0.67
2Story        0.20     0.37   0.30
SFoyer        0.00     0.02   0.02
SLvl          0.00     0.09   0.01
----------------------------------------
ExterQual     Ex    Fa    Gd    TA
HouseStyle                        
1.5Fin      0.00  0.14  0.03  0.15
1Story      0.60  0.64  0.49  0.50
2Story      0.37  0.07  0.45  0.23
SFoyer      0.02  0.00  0.00  0.04
SLvl        0.00  0.00  0.02  0.06
other       0.02  0.14  0.01  0.03
----------------------------------------
ExterCond     Gd    TA  other
HouseStyle                   
1.5Fin      0.18  0.09   0.34
1Story      0.46  0.50   0.41
2Story      0.23  0.32   0.19
SFoyer      0.05  0.02   0.00
SLvl        0.06  0.04   0.03
other       0.02  0.02   0.03
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
HouseStyle                              
1.5Fin        0.38    0.11   0.04   0.18
1Story        0.27    0.57   0.48   0.55
2Story        0.22    0.19   0.44   0.24
SFoyer        0.00    0.05   0.01   0.03
SLvl          0.00    0.07   0.03   0.00
other         0.13    0.01   0.01   0.00
----------------------------------------
BsmtQual      Ex    Fa    Gd    TA
HouseStyle                        
1.5Fin      0.01  0.23  0.03  0.19
1Story      0.63  0.43  0.44  0.52
2Story      0.35  0.31  0.43  0.19
SFoyer      0.00  0.00  0.05  0.01
SLvl        0.01  0.00  0.05  0.05
other       0.01  0.03  0.00  0.04
----------------------------------------
BsmtCond      Fa    Gd   Po    TA
HouseStyle                       
1.5Fin      0.27  0.05  0.0  0.10
1Story      0.33  0.46  1.0  0.50
2Story      0.27  0.40  0.0  0.31
SFoyer      0.00  0.03  0.0  0.03
SLvl        0.00  0.06  0.0  0.05
other       0.13  0.00  0.0  0.02
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
HouseStyle                          
1.5Fin        0.02  0.02  0.13  0.13
1Story        0.49  0.56  0.52  0.48
2Story        0.24  0.22  0.32  0.34
SFoyer        0.11  0.07  0.00  0.00
SLvl          0.14  0.13  0.00  0.02
other         0.00  0.00  0.03  0.03
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
HouseStyle                                      
1.5Fin        0.06  0.12  0.02  0.23  0.19  0.16
1Story        0.58  0.63  0.51  0.45  0.59  0.36
2Story        0.22  0.20  0.35  0.23  0.17  0.41
SFoyer        0.04  0.02  0.06  0.03  0.00  0.00
SLvl          0.10  0.02  0.06  0.03  0.02  0.03
other         0.01  0.01  0.00  0.04  0.03  0.05
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
HouseStyle                                 
1.5Fin        0.21  0.07  0.09  0.11   0.06
1Story        0.58  0.65  0.57  0.48   0.48
2Story        0.12  0.17  0.19  0.33   0.27
SFoyer        0.00  0.07  0.04  0.02   0.06
SLvl          0.09  0.04  0.11  0.04   0.12
other         0.00  0.00  0.00  0.03   0.00
----------------------------------------
Heating     GasA  other
HouseStyle             
1.5Fin      0.10   0.34
1Story      0.50   0.34
2Story      0.31   0.16
SFoyer      0.03   0.00
SLvl        0.05   0.00
other       0.02   0.16
----------------------------------------
HeatingQC     Ex    Fa    Gd   Po    TA
HouseStyle                             
1.5Fin      0.07  0.14  0.17  0.0  0.13
1Story      0.50  0.49  0.42  0.0  0.53
2Story      0.37  0.24  0.29  0.0  0.21
SFoyer      0.01  0.00  0.03  0.0  0.04
SLvl        0.03  0.02  0.07  0.0  0.06
other       0.02  0.10  0.02  1.0  0.02
----------------------------------------
CentralAir     N     Y
HouseStyle            
1.5Fin      0.19  0.10
1Story      0.43  0.50
2Story      0.25  0.31
SFoyer      0.00  0.03
SLvl        0.00  0.05
other       0.13  0.02
----------------------------------------
Electrical  FuseA  SBrkr  other
HouseStyle                     
1.5Fin       0.26   0.09   0.26
1Story       0.54   0.50   0.45
2Story       0.13   0.32   0.13
SFoyer       0.00   0.03   0.00
SLvl         0.01   0.05   0.03
other        0.06   0.02   0.13
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
HouseStyle                         
1.5Fin       0.02  0.18  0.05  0.15
1Story       0.55  0.54  0.48  0.50
2Story       0.38  0.21  0.41  0.21
SFoyer       0.02  0.00  0.01  0.04
SLvl         0.02  0.00  0.03  0.06
other        0.01  0.08  0.01  0.03
----------------------------------------
Functional  Min1  Min2   Typ  other
HouseStyle                         
1.5Fin      0.16  0.32  0.10   0.20
1Story      0.61  0.29  0.50   0.51
2Story      0.13  0.24  0.31   0.26
SFoyer      0.00  0.06  0.03   0.00
SLvl        0.06  0.09  0.04   0.03
other       0.03  0.00  0.02   0.00
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
HouseStyle                          
1.5Fin       0.03  0.12  0.06   0.07
1Story       0.64  0.51  0.35   0.55
2Story       0.21  0.31  0.47   0.30
SFoyer       0.00  0.00  0.02   0.05
SLvl         0.12  0.03  0.08   0.02
other        0.00  0.03  0.02   0.02
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
HouseStyle                                
1.5Fin        0.05     0.06    0.23   0.06
1Story        0.59     0.01    0.41   0.44
2Story        0.30     0.78    0.25   0.18
SFoyer        0.02     0.01    0.03   0.09
SLvl          0.05     0.14    0.02   0.21
other         0.00     0.00    0.06   0.03
----------------------------------------
GarageFinish   Fin   RFn   Unf
HouseStyle                    
1.5Fin        0.03  0.02  0.20
1Story        0.48  0.54  0.48
2Story        0.43  0.35  0.22
SFoyer        0.02  0.02  0.03
SLvl          0.04  0.07  0.04
other         0.01  0.00  0.04
----------------------------------------
GarageQual    Fa    TA  other
HouseStyle                   
1.5Fin      0.27  0.09    0.1
1Story      0.35  0.51    0.3
2Story      0.27  0.32    0.3
SFoyer      0.02  0.02    0.0
SLvl        0.00  0.05    0.1
other       0.08  0.01    0.2
----------------------------------------
GarageCond    Fa    TA  other
HouseStyle                   
1.5Fin      0.20  0.10   0.00
1Story      0.37  0.50   0.33
2Story      0.34  0.31   0.28
SFoyer      0.00  0.02   0.06
SLvl        0.03  0.05   0.11
other       0.06  0.02   0.22
----------------------------------------
PavedDrive     N     P     Y
HouseStyle                  
1.5Fin      0.30  0.30  0.09
1Story      0.34  0.33  0.51
2Story      0.27  0.30  0.31
SFoyer      0.00  0.00  0.03
SLvl        0.00  0.00  0.05
other       0.09  0.07  0.02
----------------------------------------
PoolQC       Ex   Fa    Gd
HouseStyle                
1Story      0.0  0.5  0.00
2Story      1.0  0.5  0.33
SLvl        0.0  0.0  0.67
----------------------------------------
Fence       GdPrv  GdWo  MnPrv  MnWw
HouseStyle                          
1.5Fin       0.10  0.13   0.19  0.18
1Story       0.31  0.61   0.49  0.55
2Story       0.37  0.11   0.16  0.09
SFoyer       0.02  0.00   0.06  0.09
SLvl         0.15  0.15   0.06  0.09
other        0.05  0.00   0.04  0.00
----------------------------------------
MiscFeature  Shed  other
HouseStyle              
1.5Fin       0.20    0.2
1Story       0.53    0.4
2Story       0.18    0.4
SFoyer       0.04    0.0
SLvl         0.04    0.0
----------------------------------------
SaleType     COD   New    WD  other
HouseStyle                         
1.5Fin      0.12  0.00  0.11   0.21
1Story      0.70  0.61  0.48   0.46
2Story      0.14  0.38  0.31   0.18
SFoyer      0.00  0.01  0.03   0.04
SLvl        0.05  0.00  0.05   0.07
other       0.00  0.00  0.03   0.04
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
HouseStyle                                    
1.5Fin            0.14    0.11     0.00   0.14
1Story            0.51    0.48     0.62   0.53
2Story            0.23    0.31     0.37   0.17
SFoyer            0.02    0.02     0.01   0.14
SLvl              0.08    0.05     0.00   0.03
other             0.02    0.03     0.00   0.00
----------------------------------------
MSSubClass     20    30    50    60    70    80    90   120   160   190  other
OverallQual                                                                   
4            0.08  0.29  0.13  0.00  0.08  0.02  0.15  0.00  0.06  0.23   0.15
5            0.36  0.42  0.40  0.03  0.22  0.28  0.60  0.02  0.13  0.50   0.40
6            0.20  0.14  0.31  0.28  0.30  0.47  0.15  0.32  0.44  0.20   0.23
7            0.17  0.00  0.10  0.40  0.30  0.21  0.04  0.30  0.33  0.03   0.18
8            0.12  0.00  0.03  0.21  0.10  0.03  0.00  0.29  0.03  0.00   0.02
9            0.04  0.00  0.00  0.05  0.00  0.00  0.00  0.07  0.00  0.00   0.00
other        0.02  0.14  0.03  0.03  0.00  0.00  0.06  0.00  0.00  0.03   0.03
----------------------------------------
MSZoning       FV    RL    RM  other
OverallQual                         
4            0.00  0.06  0.16   0.27
5            0.00  0.27  0.34   0.27
6            0.15  0.25  0.32   0.27
7            0.55  0.22  0.11   0.04
8            0.25  0.13  0.03   0.00
9            0.03  0.04  0.00   0.00
other        0.02  0.03  0.04   0.15
----------------------------------------
Street       Grvl  Pave
OverallQual            
4            0.00  0.08
5            0.67  0.27
6            0.17  0.26
7            0.00  0.22
8            0.00  0.12
9            0.00  0.03
other        0.17  0.03
----------------------------------------
Alley        Grvl  Pave
OverallQual            
4            0.18  0.07
5            0.44  0.10
6            0.20  0.27
7            0.08  0.46
8            0.04  0.10
other        0.06  0.00
----------------------------------------
LotShape      IR1   IR2  IR3   Reg
OverallQual                       
4            0.04  0.00  0.0  0.10
5            0.21  0.20  0.2  0.31
6            0.26  0.22  0.2  0.26
7            0.25  0.37  0.4  0.19
8            0.15  0.15  0.1  0.09
9            0.06  0.02  0.0  0.02
other        0.02  0.05  0.1  0.03
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
OverallQual                        
4            0.11  0.08  0.11  0.08
5            0.35  0.16  0.22  0.27
6            0.33  0.16  0.19  0.26
7            0.10  0.16  0.31  0.22
8            0.03  0.32  0.06  0.11
9            0.00  0.10  0.03  0.03
other        0.08  0.02  0.08  0.03
----------------------------------------
Utilities    AllPub  NoSeWa
OverallQual                
4              0.08     0.0
5              0.27     0.0
6              0.26     1.0
7              0.22     0.0
8              0.12     0.0
9              0.03     0.0
other          0.03     0.0
----------------------------------------
LotConfig    Corner  CulDSac   FR2   FR3  Inside
OverallQual                                     
4              0.05     0.03  0.13  0.00    0.09
5              0.30     0.20  0.17  0.00    0.28
6              0.27     0.24  0.30  0.25    0.25
7              0.20     0.30  0.26  0.50    0.21
8              0.10     0.16  0.11  0.00    0.12
9              0.03     0.03  0.02  0.25    0.03
other          0.04     0.03  0.02  0.00    0.03
----------------------------------------
LandSlope     Gtl   Mod   Sev
OverallQual                  
4            0.08  0.15  0.00
5            0.27  0.26  0.46
6            0.26  0.20  0.15
7            0.22  0.15  0.31
8            0.11  0.18  0.00
9            0.03  0.00  0.00
other        0.03  0.05  0.08
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
OverallQual                                                                  
4                0.17     0.01     0.02     0.25     0.01    0.32     0.06   
5                0.36     0.19     0.22     0.38     0.04    0.30     0.45   
6                0.31     0.16     0.37     0.23     0.42    0.22     0.35   
7                0.07     0.47     0.25     0.05     0.46    0.05     0.12   
8                0.00     0.15     0.14     0.00     0.06    0.00     0.02   
9                0.00     0.02     0.00     0.01     0.01    0.00     0.00   
other            0.09     0.00     0.00     0.08     0.00    0.11     0.00   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
OverallQual                                                               
4              0.09    0.00     0.00     0.00     0.15    0.12     0.03   
5              0.50    0.11     0.00     0.00     0.42    0.73     0.14   
6              0.33    0.49     0.00     0.03     0.19    0.15     0.39   
7              0.05    0.36     0.29     0.21     0.14    0.00     0.36   
8              0.01    0.04     0.59     0.35     0.03    0.00     0.08   
9              0.00    0.00     0.02     0.31     0.00    0.00     0.00   
other          0.01    0.00     0.10     0.10     0.07    0.00     0.00   

Neighborhood  Somerst  Timber  other  
OverallQual                           
4                0.00    0.00   0.10  
5                0.00    0.13   0.19  
6                0.13    0.16   0.31  
7                0.48    0.21   0.20  
8                0.34    0.42   0.15  
9                0.05    0.08   0.04  
other            0.01    0.00   0.01  
----------------------------------------
Condition1   Artery  Feedr  Norm  other
OverallQual                            
4              0.06   0.16  0.08   0.01
5              0.46   0.46  0.26   0.21
6              0.31   0.26  0.25   0.38
7              0.04   0.06  0.23   0.25
8              0.04   0.02  0.13   0.08
9              0.00   0.00  0.03   0.03
other          0.08   0.04  0.03   0.03
----------------------------------------
Condition2   Norm  other
OverallQual             
4            0.08   0.07
5            0.27   0.40
6            0.26   0.07
7            0.22   0.13
8            0.12   0.00
9            0.03   0.00
other        0.03   0.33
----------------------------------------
BldgType     1Fam  2fmCon  Duplex  Twnhs  TwnhsE
OverallQual                                     
4            0.07    0.26    0.15   0.14    0.04
5            0.28    0.48    0.60   0.07    0.08
6            0.25    0.19    0.15   0.44    0.33
7            0.22    0.03    0.04   0.28    0.30
8            0.12    0.00    0.00   0.07    0.20
9            0.03    0.00    0.00   0.00    0.05
other        0.03    0.03    0.06   0.00    0.00
----------------------------------------
HouseStyle   1.5Fin  1Story  2Story  SFoyer  SLvl  other
OverallQual                                             
4              0.13    0.10    0.03    0.19  0.03   0.06
5              0.42    0.34    0.10    0.43  0.28   0.30
6              0.31    0.20    0.30    0.24  0.46   0.33
7              0.09    0.17    0.36    0.14  0.20   0.24
8              0.03    0.12    0.16    0.00  0.03   0.00
9              0.00    0.04    0.03    0.00  0.00   0.00
other          0.03    0.04    0.02    0.00  0.00   0.06
----------------------------------------
OverallQual    4    5    6    7    8    9  other
OverallQual                                     
4            1.0  0.0  0.0  0.0  0.0  0.0    0.0
5            0.0  1.0  0.0  0.0  0.0  0.0    0.0
6            0.0  0.0  1.0  0.0  0.0  0.0    0.0
7            0.0  0.0  0.0  1.0  0.0  0.0    0.0
8            0.0  0.0  0.0  0.0  1.0  0.0    0.0
9            0.0  0.0  0.0  0.0  0.0  1.0    0.0
other        0.0  0.0  0.0  0.0  0.0  0.0    1.0
----------------------------------------
OverallCond     4     5     6     7     8  other
OverallQual                                     
4            0.35  0.05  0.10  0.09  0.03   0.13
5            0.37  0.17  0.41  0.43  0.40   0.23
6            0.11  0.22  0.33  0.32  0.42   0.17
7            0.05  0.30  0.11  0.11  0.11   0.19
8            0.02  0.18  0.03  0.03  0.03   0.06
9            0.00  0.05  0.00  0.00  0.00   0.02
other        0.11  0.02  0.02  0.00  0.01   0.21
----------------------------------------
RoofStyle    Gable   Hip  other
OverallQual                    
4             0.09  0.04   0.09
5             0.28  0.25   0.21
6             0.26  0.24   0.33
7             0.24  0.14   0.27
8             0.10  0.18   0.03
9             0.01  0.11   0.00
other         0.02  0.05   0.06
----------------------------------------
RoofMatl     CompShg  other
OverallQual                
4               0.08   0.04
5               0.27   0.12
6               0.26   0.23
7               0.22   0.27
8               0.11   0.15
9               0.03   0.04
other           0.03   0.15
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
OverallQual                                                                  
4               0.06     0.16     0.06     0.15     0.06     0.04     0.07   
5               0.32     0.15     0.35     0.42     0.27     0.13     0.42   
6               0.26     0.08     0.36     0.20     0.44     0.19     0.33   
7               0.16     0.15     0.16     0.13     0.20     0.35     0.12   
8               0.16     0.28     0.05     0.05     0.02     0.21     0.02   
9               0.00     0.10     0.00     0.03     0.00     0.05     0.00   
other           0.04     0.08     0.01     0.01     0.01     0.03     0.04   

Exterior1st  other  
OverallQual         
4             0.18  
5             0.28  
6             0.22  
7             0.12  
8             0.06  
9             0.04  
other         0.10  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
OverallQual                                                                  
4               0.17     0.06     0.15     0.08     0.03     0.08     0.08   
5               0.13     0.32     0.42     0.35     0.12     0.44     0.26   
6               0.08     0.36     0.21     0.37     0.19     0.30     0.32   
7               0.15     0.18     0.14     0.18     0.35     0.11     0.24   
8               0.27     0.06     0.05     0.01     0.22     0.04     0.05   
9               0.12     0.00     0.03     0.00     0.05     0.00     0.05   
other           0.08     0.01     0.01     0.01     0.03     0.04     0.00   

Exterior2nd  other  
OverallQual         
4             0.13  
5             0.26  
6             0.29  
7             0.10  
8             0.11  
9             0.01  
other         0.10  
----------------------------------------
MasVnrType   BrkCmn  BrkFace  Stone
OverallQual                        
4              0.13     0.02   0.01
5              0.47     0.17   0.05
6              0.40     0.32   0.12
7              0.00     0.28   0.27
8              0.00     0.16   0.33
9              0.00     0.04   0.16
other          0.00     0.02   0.05
----------------------------------------
ExterQual      Ex    Fa    Gd    TA
OverallQual                        
4            0.00  0.36  0.00  0.12
5            0.00  0.14  0.03  0.42
6            0.04  0.07  0.15  0.33
7            0.08  0.07  0.45  0.11
8            0.15  0.00  0.32  0.01
9            0.44  0.00  0.04  0.00
other        0.29  0.36  0.01  0.02
----------------------------------------
ExterCond      Gd    TA  other
OverallQual                   
4            0.08  0.08   0.16
5            0.34  0.26   0.38
6            0.33  0.25   0.16
7            0.15  0.23   0.09
8            0.07  0.12   0.00
9            0.00  0.03   0.00
other        0.03  0.02   0.22
----------------------------------------
Foundation   BrkTil  CBlock  PConc  other
OverallQual                              
4              0.13    0.11   0.03   0.27
5              0.34    0.43   0.10   0.36
6              0.32    0.33   0.18   0.06
7              0.13    0.09   0.37   0.12
8              0.01    0.02   0.24   0.03
9              0.00    0.00   0.06   0.00
other          0.06    0.02   0.02   0.15
----------------------------------------
BsmtQual       Ex    Fa    Gd    TA
OverallQual                        
4            0.00  0.23  0.03  0.12
5            0.02  0.40  0.10  0.47
6            0.06  0.23  0.27  0.30
7            0.15  0.06  0.40  0.08
8            0.33  0.00  0.20  0.01
9            0.31  0.00  0.01  0.00
other        0.13  0.09  0.00  0.03
----------------------------------------
BsmtCond       Fa    Gd   Po    TA
OverallQual                       
4            0.16  0.02  0.0  0.07
5            0.31  0.18  0.5  0.27
6            0.38  0.23  0.0  0.26
7            0.02  0.28  0.0  0.23
8            0.02  0.23  0.0  0.12
9            0.00  0.05  0.0  0.03
other        0.11  0.02  0.5  0.02
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
OverallQual                         
4             0.05  0.03  0.05  0.09
5             0.22  0.15  0.27  0.30
6             0.19  0.22  0.25  0.29
7             0.26  0.22  0.20  0.22
8             0.20  0.21  0.18  0.08
9             0.06  0.08  0.02  0.02
other         0.02  0.09  0.02  0.02
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
OverallQual                                     
4             0.10  0.11  0.02  0.08  0.08  0.09
5             0.39  0.47  0.09  0.50  0.49  0.21
6             0.35  0.28  0.22  0.26  0.34  0.23
7             0.14  0.09  0.32  0.12  0.05  0.29
8             0.02  0.02  0.24  0.04  0.02  0.13
9             0.00  0.00  0.07  0.00  0.00  0.03
other         0.01  0.03  0.04  0.00  0.02  0.03
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
OverallQual                                
4             0.03  0.04  0.06  0.08   0.06
5             0.70  0.37  0.50  0.24   0.33
6             0.15  0.43  0.33  0.26   0.24
7             0.09  0.11  0.07  0.24   0.21
8             0.03  0.04  0.04  0.13   0.12
9             0.00  0.00  0.00  0.03   0.00
other         0.00  0.00  0.00  0.03   0.03
----------------------------------------
Heating      GasA  other
OverallQual             
4            0.08   0.19
5            0.27   0.19
6            0.26   0.25
7            0.22   0.16
8            0.12   0.03
9            0.03   0.00
other        0.03   0.19
----------------------------------------
HeatingQC      Ex    Fa    Gd   Po    TA
OverallQual                             
4            0.04  0.20  0.10  0.0  0.12
5            0.15  0.29  0.35  1.0  0.43
6            0.20  0.24  0.31  0.0  0.33
7            0.33  0.06  0.17  0.0  0.08
8            0.20  0.06  0.05  0.0  0.02
9            0.06  0.00  0.00  0.0  0.00
other        0.03  0.14  0.02  0.0  0.02
----------------------------------------
CentralAir      N     Y
OverallQual            
4            0.24  0.07
5            0.34  0.27
6            0.19  0.26
7            0.05  0.23
8            0.01  0.12
9            0.00  0.03
other        0.17  0.02
----------------------------------------
Electrical   FuseA  SBrkr  other
OverallQual                     
4             0.17   0.07   0.19
5             0.46   0.26   0.29
6             0.30   0.25   0.19
7             0.01   0.24   0.13
8             0.00   0.13   0.00
9             0.00   0.03   0.00
other         0.06   0.02   0.19
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
OverallQual                        
4            0.00  0.31  0.02  0.13
5            0.08  0.23  0.10  0.44
6            0.02  0.26  0.22  0.32
7            0.10  0.03  0.42  0.09
8            0.30  0.00  0.23  0.01
9            0.35  0.00  0.01  0.00
other        0.15  0.18  0.01  0.02
----------------------------------------
Functional   Min1  Min2   Typ  other
OverallQual                         
4            0.06  0.24  0.08   0.06
5            0.61  0.56  0.26   0.34
6            0.19  0.12  0.26   0.26
7            0.10  0.03  0.23   0.17
8            0.00  0.03  0.12   0.06
9            0.00  0.00  0.03   0.00
other        0.03  0.03  0.03   0.11
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
OverallQual                         
4            0.00  0.02  0.03   0.07
5            0.39  0.13  0.14   0.30
6            0.48  0.25  0.35   0.07
7            0.09  0.24  0.32   0.11
8            0.03  0.24  0.14   0.16
9            0.00  0.08  0.01   0.18
other        0.00  0.03  0.01   0.11
----------------------------------------
GarageType   Attchd  BuiltIn  Detchd  other
OverallQual                                
4              0.03     0.01    0.15   0.24
5              0.20     0.10    0.44   0.35
6              0.28     0.17    0.25   0.26
7              0.28     0.31    0.11   0.06
8              0.16     0.27    0.01   0.06
9              0.04     0.09    0.00   0.00
other          0.02     0.05    0.04   0.03
----------------------------------------
GarageFinish   Fin   RFn   Unf
OverallQual                   
4             0.02  0.02  0.12
5             0.10  0.14  0.44
6             0.22  0.28  0.27
7             0.29  0.35  0.11
8             0.22  0.18  0.02
9             0.11  0.01  0.00
other         0.04  0.01  0.03
----------------------------------------
GarageQual     Fa    TA  other
OverallQual                   
4            0.21  0.06   0.00
5            0.40  0.26   0.30
6            0.25  0.26   0.30
7            0.10  0.24   0.15
8            0.00  0.13   0.15
9            0.00  0.03   0.00
other        0.04  0.02   0.10
----------------------------------------
GarageCond     Fa    TA  other
OverallQual                   
4            0.20  0.06   0.11
5            0.37  0.26   0.39
6            0.26  0.26   0.39
7            0.03  0.24   0.06
8            0.00  0.13   0.06
9            0.00  0.03   0.00
other        0.14  0.02   0.00
----------------------------------------
PavedDrive      N     P     Y
OverallQual                  
4            0.26  0.10  0.07
5            0.39  0.50  0.26
6            0.20  0.23  0.26
7            0.09  0.10  0.23
8            0.00  0.03  0.12
9            0.00  0.00  0.03
other        0.07  0.03  0.03
----------------------------------------
PoolQC        Ex   Fa    Gd
OverallQual                
6            0.0  0.5  0.67
7            0.0  0.5  0.00
8            0.5  0.0  0.00
other        0.5  0.0  0.33
----------------------------------------
Fence        GdPrv  GdWo  MnPrv  MnWw
OverallQual                          
4             0.00  0.15   0.10  0.09
5             0.19  0.54   0.48  0.64
6             0.42  0.19   0.29  0.27
7             0.32  0.07   0.08  0.00
8             0.05  0.02   0.03  0.00
other         0.02  0.04   0.02  0.00
----------------------------------------
MiscFeature  Shed  other
OverallQual             
4            0.12    0.2
5            0.37    0.4
6            0.33    0.2
7            0.12    0.2
8            0.02    0.0
other        0.04    0.0
----------------------------------------
SaleType      COD   New    WD  other
OverallQual                         
4            0.12  0.01  0.08   0.11
5            0.40  0.02  0.29   0.18
6            0.35  0.10  0.27   0.25
7            0.07  0.38  0.21   0.21
8            0.07  0.30  0.10   0.07
9            0.00  0.14  0.02   0.04
other        0.00  0.06  0.03   0.14
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
OverallQual                                   
4                 0.13    0.08     0.01   0.11
5                 0.37    0.28     0.03   0.42
6                 0.27    0.27     0.10   0.19
7                 0.10    0.21     0.37   0.19
8                 0.08    0.10     0.30   0.06
9                 0.01    0.02     0.14   0.00
other             0.05    0.03     0.06   0.03
----------------------------------------
MSSubClass     20    30    50    60    70    80    90   120   160   190  other
OverallCond                                                                   
4            0.02  0.09  0.10  0.00  0.08  0.02  0.15  0.00  0.03  0.20   0.03
5            0.57  0.22  0.22  0.81  0.10  0.45  0.73  0.97  0.70  0.30   0.27
6            0.19  0.28  0.24  0.11  0.20  0.24  0.08  0.02  0.17  0.17   0.29
7            0.14  0.22  0.27  0.05  0.33  0.22  0.02  0.01  0.05  0.20   0.24
8            0.04  0.10  0.11  0.02  0.17  0.05  0.00  0.00  0.02  0.10   0.06
other        0.03  0.10  0.06  0.01  0.12  0.02  0.02  0.00  0.03  0.03   0.10
----------------------------------------
MSZoning       FV    RL    RM  other
OverallCond                         
4            0.00  0.03  0.08   0.19
5            0.97  0.59  0.33   0.27
6            0.03  0.17  0.21   0.27
7            0.00  0.13  0.22   0.08
8            0.00  0.04  0.11   0.08
other        0.00  0.03  0.06   0.12
----------------------------------------
Street       Grvl  Pave
OverallCond            
4            0.33  0.04
5            0.50  0.56
6            0.17  0.17
7            0.00  0.14
8            0.00  0.05
other        0.00  0.04
----------------------------------------
Alley        Grvl  Pave
OverallCond            
4            0.06  0.05
5            0.18  0.66
6            0.18  0.12
7            0.30  0.15
8            0.20  0.02
other        0.08  0.00
----------------------------------------
LotShape      IR1   IR2  IR3   Reg
OverallCond                       
4            0.02  0.00  0.0  0.05
5            0.62  0.71  0.9  0.52
6            0.15  0.12  0.0  0.19
7            0.14  0.10  0.0  0.14
8            0.04  0.05  0.0  0.06
other        0.03  0.02  0.1  0.04
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
OverallCond                        
4            0.08  0.00  0.08  0.04
5            0.37  0.66  0.56  0.57
6            0.22  0.14  0.11  0.17
7            0.24  0.18  0.11  0.14
8            0.10  0.02  0.08  0.05
other        0.00  0.00  0.06  0.04
----------------------------------------
Utilities    AllPub  NoSeWa
OverallCond                
4              0.04     0.0
5              0.56     0.0
6              0.17     1.0
7              0.14     0.0
8              0.05     0.0
other          0.04     0.0
----------------------------------------
LotConfig    Corner  CulDSac   FR2   FR3  Inside
OverallCond                                     
4              0.06     0.00  0.02  0.00    0.04
5              0.46     0.59  0.66  0.75    0.58
6              0.20     0.18  0.13  0.00    0.17
7              0.17     0.16  0.13  0.00    0.13
8              0.06     0.03  0.04  0.25    0.05
other          0.05     0.04  0.02  0.00    0.03
----------------------------------------
LandSlope     Gtl   Mod   Sev
OverallCond                  
4            0.04  0.08  0.00
5            0.57  0.48  0.46
6            0.17  0.18  0.23
7            0.14  0.14  0.15
8            0.05  0.09  0.08
other        0.04  0.03  0.08
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
OverallCond                                                                  
4                0.03     0.00     0.00     0.06     0.00    0.16     0.08   
5                0.17     0.85     0.22     0.40     0.92    0.24     0.65   
6                0.33     0.07     0.24     0.18     0.04    0.19     0.14   
7                0.29     0.05     0.29     0.20     0.03    0.24     0.08   
8                0.10     0.02     0.14     0.04     0.01    0.08     0.02   
other            0.07     0.00     0.12     0.12     0.00    0.08     0.02   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
OverallCond                                                               
4              0.05    0.00     0.00      0.0     0.11    0.07     0.03   
5              0.38    0.34     0.85      1.0     0.16    0.43     0.81   
6              0.27    0.41     0.07      0.0     0.25    0.20     0.07   
7              0.21    0.22     0.07      0.0     0.27    0.16     0.05   
8              0.05    0.01     0.00      0.0     0.14    0.11     0.02   
other          0.04    0.01     0.00      0.0     0.08    0.03     0.02   

Neighborhood  Somerst  Timber  other  
OverallCond                           
4                0.00    0.03   0.05  
5                0.97    0.82   0.55  
6                0.03    0.16   0.17  
7                0.00    0.00   0.13  
8                0.00    0.00   0.07  
other            0.00    0.00   0.04  
----------------------------------------
Condition1   Artery  Feedr  Norm  other
OverallCond                            
4              0.08   0.11  0.03   0.00
5              0.25   0.41  0.58   0.58
6              0.33   0.14  0.17   0.15
7              0.17   0.21  0.13   0.17
8              0.06   0.09  0.04   0.08
other          0.10   0.05  0.03   0.01
----------------------------------------
Condition2   Norm  other
OverallCond             
4            0.04   0.00
5            0.57   0.27
6            0.17   0.33
7            0.14   0.07
8            0.05   0.20
other        0.04   0.13
----------------------------------------
BldgType     1Fam  2fmCon  Duplex  Twnhs  TwnhsE
OverallCond                                     
4            0.03    0.23    0.15   0.00    0.03
5            0.53    0.29    0.73   0.72    0.86
6            0.19    0.16    0.08   0.14    0.08
7            0.16    0.19    0.02   0.09    0.02
8            0.05    0.10    0.00   0.05    0.00
other        0.04    0.03    0.02   0.00    0.02
----------------------------------------
HouseStyle   1.5Fin  1Story  2Story  SFoyer  SLvl  other
OverallCond                                             
4              0.12    0.04    0.02    0.05  0.02   0.03
5              0.23    0.59    0.68    0.49  0.46   0.15
6              0.21    0.17    0.13    0.19  0.26   0.36
7              0.27    0.13    0.09    0.19  0.20   0.24
8              0.11    0.04    0.04    0.05  0.05   0.06
other          0.05    0.04    0.03    0.03  0.02   0.15
----------------------------------------
OverallQual     4     5     6     7     8     9  other
OverallCond                                           
4            0.17  0.05  0.02  0.01  0.01  0.00   0.14
5            0.38  0.36  0.48  0.77  0.88  0.98   0.42
6            0.21  0.26  0.22  0.09  0.04  0.00   0.14
7            0.16  0.22  0.18  0.07  0.04  0.00   0.02
8            0.02  0.07  0.08  0.03  0.01  0.00   0.02
other        0.06  0.03  0.02  0.03  0.02  0.02   0.26
----------------------------------------
OverallCond    4    5    6    7    8  other
OverallCond                                
4            1.0  0.0  0.0  0.0  0.0    0.0
5            0.0  1.0  0.0  0.0  0.0    0.0
6            0.0  0.0  1.0  0.0  0.0    0.0
7            0.0  0.0  0.0  1.0  0.0    0.0
8            0.0  0.0  0.0  0.0  1.0    0.0
other        0.0  0.0  0.0  0.0  0.0    1.0
----------------------------------------
RoofStyle    Gable   Hip  other
OverallCond                    
4             0.04  0.03   0.03
5             0.57  0.58   0.24
6             0.17  0.17   0.24
7             0.14  0.13   0.27
8             0.05  0.04   0.09
other         0.03  0.04   0.12
----------------------------------------
RoofMatl     CompShg  other
OverallCond                
4               0.04   0.00
5               0.56   0.46
6               0.17   0.27
7               0.14   0.15
8               0.05   0.04
other           0.04   0.08
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
OverallCond                                                                  
4               0.10     0.05     0.03     0.05     0.03     0.01     0.08   
5               0.42     0.61     0.49     0.38     0.52     0.83     0.30   
6               0.20     0.11     0.25     0.26     0.30     0.07     0.18   
7               0.18     0.15     0.16     0.23     0.11     0.04     0.25   
8               0.08     0.02     0.06     0.05     0.03     0.03     0.10   
other           0.02     0.07     0.01     0.03     0.02     0.02     0.08   

Exterior1st  other  
OverallCond         
4             0.09  
5             0.28  
6             0.19  
7             0.23  
8             0.06  
other         0.14  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
OverallCond                                                                  
4               0.05     0.03     0.05     0.04     0.01     0.08     0.00   
5               0.62     0.50     0.39     0.45     0.83     0.30     0.50   
6               0.10     0.23     0.26     0.28     0.07     0.21     0.21   
7               0.15     0.16     0.22     0.14     0.04     0.25     0.26   
8               0.02     0.07     0.05     0.04     0.03     0.11     0.00   
other           0.07     0.01     0.03     0.05     0.02     0.06     0.03   

Exterior2nd  other  
OverallCond         
4             0.13  
5             0.36  
6             0.18  
7             0.16  
8             0.05  
other         0.11  
----------------------------------------
MasVnrType   BrkCmn  BrkFace  Stone
OverallCond                        
4              0.13     0.02   0.01
5              0.40     0.69   0.89
6              0.13     0.15   0.05
7              0.27     0.10   0.04
8              0.00     0.02   0.00
other          0.07     0.02   0.02
----------------------------------------
ExterQual      Ex    Fa    Gd    TA
OverallCond                        
4            0.00  0.29  0.00  0.06
5            0.87  0.21  0.84  0.40
6            0.02  0.07  0.05  0.25
7            0.00  0.14  0.06  0.19
8            0.04  0.00  0.02  0.07
other        0.08  0.29  0.02  0.04
----------------------------------------
ExterCond      Gd    TA  other
OverallCond                   
4            0.03  0.04   0.22
5            0.20  0.61   0.19
6            0.17  0.17   0.12
7            0.32  0.12   0.03
8            0.18  0.03   0.06
other        0.10  0.02   0.38
----------------------------------------
Foundation   BrkTil  CBlock  PConc  other
OverallCond                              
4              0.06    0.06   0.01   0.12
5              0.16    0.36   0.85   0.48
6              0.26    0.27   0.06   0.03
7              0.26    0.21   0.05   0.18
8              0.14    0.06   0.02   0.03
other          0.12    0.04   0.01   0.15
----------------------------------------
BsmtQual       Ex    Fa    Gd    TA
OverallCond                        
4            0.00  0.03  0.01  0.07
5            0.97  0.17  0.78  0.31
6            0.01  0.17  0.10  0.28
7            0.02  0.29  0.08  0.21
8            0.00  0.20  0.02  0.08
other        0.01  0.14  0.01  0.06
----------------------------------------
BsmtCond       Fa    Gd   Po    TA
OverallCond                       
4            0.16  0.00  0.0  0.03
5            0.18  0.58  0.0  0.58
6            0.16  0.09  0.0  0.18
7            0.22  0.17  0.0  0.14
8            0.09  0.09  0.0  0.05
other        0.20  0.06  1.0  0.03
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
OverallCond                         
4             0.03  0.01  0.03  0.04
5             0.69  0.71  0.56  0.51
6             0.15  0.12  0.11  0.20
7             0.08  0.10  0.19  0.15
8             0.03  0.05  0.09  0.05
other         0.02  0.01  0.03  0.04
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
OverallCond                                     
4             0.03  0.07  0.01  0.05  0.05  0.05
5             0.37  0.36  0.81  0.39  0.37  0.58
6             0.25  0.30  0.07  0.24  0.30  0.14
7             0.23  0.20  0.05  0.26  0.20  0.12
8             0.08  0.03  0.04  0.03  0.04  0.06
other         0.04  0.04  0.02  0.03  0.05  0.04
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
OverallCond                                
4             0.06  0.07  0.07  0.03   0.00
5             0.39  0.37  0.33  0.59   0.42
6             0.24  0.39  0.26  0.16   0.18
7             0.12  0.11  0.28  0.13   0.33
8             0.12  0.07  0.04  0.05   0.03
other         0.06  0.00  0.02  0.04   0.03
----------------------------------------
Heating      GasA  other
OverallCond             
4            0.04   0.22
5            0.57   0.28
6            0.17   0.16
7            0.14   0.22
8            0.05   0.00
other        0.03   0.12
----------------------------------------
HeatingQC      Ex    Fa    Gd   Po    TA
OverallCond                             
4            0.01  0.16  0.05  0.0  0.07
5            0.70  0.39  0.41  0.0  0.43
6            0.11  0.16  0.20  1.0  0.26
7            0.11  0.18  0.18  0.0  0.18
8            0.04  0.00  0.12  0.0  0.03
other        0.03  0.10  0.05  0.0  0.04
----------------------------------------
CentralAir      N     Y
OverallCond            
4            0.20  0.03
5            0.29  0.58
6            0.20  0.17
7            0.12  0.14
8            0.05  0.05
other        0.14  0.03
----------------------------------------
Electrical   FuseA  SBrkr  other
OverallCond                     
4             0.14   0.03   0.19
5             0.29   0.59   0.32
6             0.23   0.17   0.16
7             0.21   0.14   0.10
8             0.04   0.05   0.03
other         0.09   0.03   0.19
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
OverallCond                        
4            0.00  0.18  0.01  0.06
5            0.80  0.26  0.71  0.43
6            0.05  0.08  0.09  0.26
7            0.08  0.28  0.11  0.16
8            0.04  0.05  0.05  0.05
other        0.03  0.15  0.03  0.04
----------------------------------------
Functional   Min1  Min2   Typ  other
OverallCond                         
4            0.10  0.18  0.03   0.11
5            0.42  0.29  0.58   0.37
6            0.26  0.18  0.17   0.11
7            0.13  0.21  0.14   0.11
8            0.06  0.09  0.05   0.03
other        0.03  0.06  0.03   0.26
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
OverallCond                         
4            0.00  0.03  0.03   0.05
5            0.48  0.64  0.61   0.68
6            0.39  0.16  0.18   0.09
7            0.03  0.12  0.12   0.05
8            0.09  0.03  0.03   0.02
other        0.00  0.02  0.03   0.11
----------------------------------------
GarageType   Attchd  BuiltIn  Detchd  other
OverallCond                                
4              0.02     0.02    0.06   0.12
5              0.66     0.82    0.34   0.44
6              0.16     0.07    0.23   0.18
7              0.11     0.05    0.22   0.18
8              0.03     0.02    0.10   0.00
other          0.02     0.02    0.05   0.09
----------------------------------------
GarageFinish   Fin   RFn   Unf
OverallCond                   
4             0.01  0.02  0.06
5             0.78  0.69  0.37
6             0.10  0.15  0.23
7             0.07  0.09  0.20
8             0.02  0.02  0.08
other         0.01  0.02  0.05
----------------------------------------
GarageQual     Fa    TA  other
OverallCond                   
4            0.08  0.04   0.00
5            0.29  0.59   0.20
6            0.23  0.17   0.25
7            0.21  0.13   0.25
8            0.15  0.04   0.15
other        0.04  0.03   0.15
----------------------------------------
GarageCond     Fa    TA  other
OverallCond                   
4            0.09  0.04   0.00
5            0.29  0.59   0.33
6            0.17  0.17   0.22
7            0.17  0.13   0.33
8            0.17  0.05   0.06
other        0.11  0.03   0.06
----------------------------------------
PavedDrive      N     P     Y
OverallCond                  
4            0.09  0.07  0.04
5            0.24  0.27  0.59
6            0.13  0.27  0.17
7            0.27  0.17  0.13
8            0.11  0.17  0.04
other        0.16  0.07  0.03
----------------------------------------
PoolQC        Ex   Fa    Gd
OverallCond                
4            0.5  0.0  0.00
5            0.5  0.5  0.33
6            0.0  0.5  0.33
7            0.0  0.0  0.33
----------------------------------------
Fence        GdPrv  GdWo  MnPrv  MnWw
OverallCond                          
4             0.08  0.02   0.06  0.00
5             0.32  0.50   0.28  0.27
6             0.24  0.20   0.30  0.09
7             0.19  0.17   0.24  0.45
8             0.12  0.06   0.07  0.18
other         0.05  0.06   0.05  0.00
----------------------------------------
MiscFeature  Shed  other
OverallCond             
4            0.04    0.0
5            0.31    0.6
6            0.27    0.0
7            0.29    0.2
8            0.06    0.2
other        0.04    0.0
----------------------------------------
SaleType      COD   New    WD  other
OverallCond                         
4            0.02  0.00  0.04   0.07
5            0.56  0.97  0.52   0.54
6            0.28  0.02  0.18   0.14
7            0.07  0.00  0.16   0.11
8            0.00  0.00  0.06   0.04
other        0.07  0.01  0.04   0.11
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
OverallCond                                   
4                 0.05    0.04     0.00   0.08
5                 0.50    0.52     0.96   0.61
6                 0.18    0.19     0.02   0.11
7                 0.19    0.15     0.00   0.11
8                 0.00    0.06     0.01   0.03
other             0.08    0.04     0.01   0.06
----------------------------------------
MSSubClass    20    30    50    60    70    80    90   120   160   190  other
RoofStyle                                                                    
Gable       0.67  0.87  0.94  0.83  0.73  0.76  0.87  0.77  0.97  0.73   0.94
Hip         0.32  0.12  0.03  0.16  0.15  0.17  0.08  0.23  0.03  0.27   0.05
other       0.01  0.01  0.03  0.02  0.12  0.07  0.06  0.00  0.00  0.00   0.02
----------------------------------------
MSZoning     FV    RL    RM  other
RoofStyle                         
Gable      0.94  0.76  0.87   0.77
Hip        0.06  0.22  0.11   0.15
other      0.00  0.02  0.02   0.08
----------------------------------------
Street     Grvl  Pave
RoofStyle            
Gable      0.67  0.78
Hip        0.33  0.20
other      0.00  0.02
----------------------------------------
Alley      Grvl  Pave
RoofStyle            
Gable      0.90  0.85
Hip        0.06  0.05
other      0.04  0.10
----------------------------------------
LotShape    IR1   IR2  IR3   Reg
RoofStyle                       
Gable      0.77  0.76  0.7  0.79
Hip        0.20  0.20  0.3  0.19
other      0.02  0.05  0.0  0.02
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
RoofStyle                          
Gable        0.81  0.68  0.69  0.79
Hip          0.17  0.30  0.11  0.20
other        0.02  0.02  0.19  0.02
----------------------------------------
Utilities  AllPub  NoSeWa
RoofStyle                
Gable        0.78     1.0
Hip          0.20     0.0
other        0.02     0.0
----------------------------------------
LotConfig  Corner  CulDSac   FR2  FR3  Inside
RoofStyle                                    
Gable        0.79     0.69  0.72  0.5    0.79
Hip          0.19     0.24  0.23  0.5    0.19
other        0.02     0.06  0.04  0.0    0.02
----------------------------------------
LandSlope   Gtl   Mod   Sev
RoofStyle                  
Gable      0.79  0.74  0.54
Hip        0.20  0.20  0.08
other      0.02  0.06  0.38
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
RoofStyle                                                                    
Gable            0.93      0.9     0.71     0.74     0.92    0.84     0.82   
Hip              0.03      0.1     0.25     0.21     0.08    0.14     0.16   
other            0.03      0.0     0.04     0.05     0.00    0.03     0.02   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
RoofStyle                                                                 
Gable          0.71    0.68     0.63     0.56     0.82    0.69     0.92   
Hip            0.26    0.27     0.37     0.44     0.13    0.30     0.08   
other          0.03    0.04     0.00     0.00     0.04    0.01     0.00   

Neighborhood  Somerst  Timber  other  
RoofStyle                             
Gable             0.9    0.58   0.81  
Hip               0.1    0.42   0.14  
other             0.0    0.00   0.05  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
RoofStyle                             
Gable         0.90   0.72  0.78   0.77
Hip           0.08   0.25  0.20   0.17
other         0.02   0.04  0.02   0.06
----------------------------------------
Condition2  Norm  other
RoofStyle              
Gable       0.78   0.73
Hip         0.20   0.20
other       0.02   0.07
----------------------------------------
BldgType   1Fam  2fmCon  Duplex  Twnhs  TwnhsE
RoofStyle                                     
Gable      0.77    0.74    0.87   0.95    0.82
Hip        0.21    0.26    0.08   0.05    0.18
other      0.02    0.00    0.06   0.00    0.00
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
RoofStyle                                              
Gable         0.94    0.71    0.84    0.92  0.74   0.88
Hip           0.03    0.28    0.13    0.05  0.20   0.12
other         0.03    0.01    0.03    0.03  0.06   0.00
----------------------------------------
OverallQual     4     5     6     7     8     9  other
RoofStyle                                             
Gable        0.88  0.80  0.79  0.85  0.69  0.28   0.60
Hip          0.09  0.18  0.18  0.12  0.30  0.72   0.35
other        0.03  0.02  0.03  0.03  0.01  0.00   0.05
----------------------------------------
OverallCond     4     5     6     7     8  other
RoofStyle                                       
Gable        0.81  0.79  0.77  0.77  0.81   0.72
Hip          0.18  0.20  0.19  0.19  0.15   0.21
other        0.02  0.01  0.03  0.04  0.04   0.08
----------------------------------------
RoofStyle  Gable  Hip  other
RoofStyle                   
Gable        1.0  0.0    0.0
Hip          0.0  1.0    0.0
other        0.0  0.0    1.0
----------------------------------------
RoofMatl   CompShg  other
RoofStyle                
Gable         0.79   0.27
Hip           0.20   0.15
other         0.01   0.58
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
RoofStyle                                                                    
Gable           0.60     0.77     0.76     0.80     0.79     0.82     0.74   
Hip             0.36     0.23     0.23     0.18     0.13     0.18     0.21   
other           0.04     0.00     0.00     0.02     0.08     0.01     0.04   

Exterior1st  other  
RoofStyle           
Gable         0.77  
Hip           0.17  
other         0.06  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
RoofStyle                                                                    
Gable           0.77     0.74     0.81     0.75     0.82     0.78     0.87   
Hip             0.23     0.25     0.18     0.17     0.18     0.18     0.11   
other           0.00     0.00     0.01     0.08     0.01     0.04     0.03   

Exterior2nd  other  
RoofStyle           
Gable         0.66  
Hip           0.29  
other         0.05  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
RoofStyle                         
Gable         0.60     0.69   0.67
Hip           0.33     0.30   0.33
other         0.07     0.01   0.00
----------------------------------------
ExterQual    Ex    Fa    Gd    TA
RoofStyle                        
Gable      0.27  0.57  0.81  0.80
Hip        0.73  0.43  0.18  0.17
other      0.00  0.00  0.02  0.03
----------------------------------------
ExterCond    Gd    TA  other
RoofStyle                   
Gable      0.79  0.78   0.75
Hip        0.16  0.20   0.16
other      0.05  0.02   0.09
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
RoofStyle                               
Gable         0.90    0.74   0.79   0.85
Hip           0.06    0.23   0.20   0.09
other         0.04    0.03   0.01   0.06
----------------------------------------
BsmtQual     Ex    Fa    Gd    TA
RoofStyle                        
Gable      0.46  0.86  0.86  0.76
Hip        0.54  0.09  0.12  0.21
other      0.00  0.06  0.02  0.03
----------------------------------------
BsmtCond     Fa    Gd   Po    TA
RoofStyle                       
Gable      0.76  0.74  1.0  0.78
Hip        0.22  0.20  0.0  0.19
other      0.02  0.06  0.0  0.02
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
RoofStyle                           
Gable         0.80  0.63  0.79  0.80
Hip           0.19  0.29  0.20  0.18
other         0.01  0.08  0.01  0.02
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
RoofStyle                                       
Gable         0.77  0.76  0.76  0.78  0.72  0.83
Hip           0.20  0.22  0.22  0.18  0.26  0.14
other         0.02  0.02  0.01  0.04  0.02  0.03
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
RoofStyle                                  
Gable         0.85  0.85  0.61  0.79   0.70
Hip           0.12  0.13  0.31  0.19   0.21
other         0.03  0.02  0.07  0.02   0.09
----------------------------------------
Heating    GasA  other
RoofStyle             
Gable      0.78   0.78
Hip        0.20   0.16
other      0.02   0.06
----------------------------------------
HeatingQC    Ex    Fa    Gd   Po    TA
RoofStyle                             
Gable      0.77  0.80  0.83  1.0  0.77
Hip        0.21  0.18  0.14  0.0  0.20
other      0.02  0.02  0.02  0.0  0.03
----------------------------------------
CentralAir     N     Y
RoofStyle             
Gable       0.79  0.78
Hip         0.16  0.20
other       0.05  0.02
----------------------------------------
Electrical  FuseA  SBrkr  other
RoofStyle                      
Gable        0.82   0.78   0.84
Hip          0.17   0.20   0.13
other        0.01   0.02   0.03
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
RoofStyle                          
Gable        0.49  0.82  0.82  0.79
Hip          0.50  0.15  0.16  0.19
other        0.01  0.03  0.02  0.03
----------------------------------------
Functional  Min1  Min2   Typ  other
RoofStyle                          
Gable       0.61  0.88  0.79   0.66
Hip         0.29  0.09  0.19   0.29
other       0.10  0.03  0.02   0.06
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
RoofStyle                           
Gable        0.76  0.69  0.77   0.75
Hip          0.24  0.28  0.21   0.20
other        0.00  0.03  0.02   0.05
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
RoofStyle                                 
Gable         0.76     0.74    0.83   0.76
Hip           0.23     0.23    0.14   0.21
other         0.02     0.03    0.03   0.03
----------------------------------------
GarageFinish   Fin   RFn   Unf
RoofStyle                     
Gable         0.69  0.80  0.81
Hip           0.30  0.19  0.16
other         0.01  0.01  0.03
----------------------------------------
GarageQual    Fa    TA  other
RoofStyle                    
Gable       0.90  0.77   0.75
Hip         0.08  0.21   0.20
other       0.02  0.02   0.05
----------------------------------------
GarageCond    Fa    TA  other
RoofStyle                    
Gable       0.74  0.78   0.67
Hip         0.14  0.20   0.28
other       0.11  0.02   0.06
----------------------------------------
PavedDrive     N     P     Y
RoofStyle                   
Gable       0.77  0.87  0.78
Hip         0.14  0.10  0.20
other       0.09  0.03  0.02
----------------------------------------
PoolQC      Ex   Fa    Gd
RoofStyle                
Gable      0.5  0.5  0.33
Hip        0.5  0.5  0.33
other      0.0  0.0  0.33
----------------------------------------
Fence      GdPrv  GdWo  MnPrv  MnWw
RoofStyle                          
Gable       0.81  0.74   0.78  0.64
Hip         0.15  0.19   0.20  0.36
other       0.03  0.07   0.02  0.00
----------------------------------------
MiscFeature  Shed  other
RoofStyle               
Gable        0.82    0.4
Hip          0.16    0.4
other        0.02    0.2
----------------------------------------
SaleType    COD  New    WD  other
RoofStyle                        
Gable      0.74  0.7  0.79   0.89
Hip        0.26  0.3  0.19   0.11
other      0.00  0.0  0.03   0.00
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
RoofStyle                                     
Gable             0.84    0.79     0.70   0.75
Hip               0.14    0.19     0.29   0.17
other             0.02    0.02     0.01   0.08
----------------------------------------
MSSubClass    20   30   50    60   70    80    90  120  160  190  other
RoofMatl                                                               
CompShg     0.98  1.0  1.0  0.98  1.0  0.91  0.96  1.0  1.0  1.0   0.97
other       0.02  0.0  0.0  0.02  0.0  0.09  0.04  0.0  0.0  0.0   0.03
----------------------------------------
MSZoning   FV    RL   RM  other
RoofMatl                       
CompShg   1.0  0.98  1.0    1.0
other     0.0  0.02  0.0    0.0
----------------------------------------
Street    Grvl  Pave
RoofMatl            
CompShg    1.0  0.98
other      0.0  0.02
----------------------------------------
Alley     Grvl  Pave
RoofMatl            
CompShg    1.0   1.0
----------------------------------------
LotShape   IR1   IR2  IR3   Reg
RoofMatl                       
CompShg   0.97  0.93  0.9  0.99
other     0.03  0.07  0.1  0.01
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
RoofMatl                           
CompShg      0.98  0.98  0.78  0.99
other        0.02  0.02  0.22  0.01
----------------------------------------
Utilities  AllPub  NoSeWa
RoofMatl                 
CompShg      0.98     1.0
other        0.02     0.0
----------------------------------------
LotConfig  Corner  CulDSac  FR2  FR3  Inside
RoofMatl                                    
CompShg      0.97     0.94  1.0  1.0    0.99
other        0.03     0.06  0.0  0.0    0.01
----------------------------------------
LandSlope   Gtl   Mod   Sev
RoofMatl                   
CompShg    0.99  0.94  0.62
other      0.01  0.06  0.38
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
RoofMatl                                                                     
CompShg           1.0      1.0      1.0     0.96      1.0     1.0      1.0   
other             0.0      0.0      0.0     0.04      0.0     0.0      0.0   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
RoofMatl                                                                  
CompShg        0.96    0.97     0.98      1.0     0.99     1.0      1.0   
other          0.04    0.03     0.02      0.0     0.01     0.0      0.0   

Neighborhood  Somerst  Timber  other  
RoofMatl                              
CompShg           1.0    0.95   0.95  
other             0.0    0.05   0.05  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
RoofMatl                              
CompShg       0.98   0.96  0.99   0.94
other         0.02   0.04  0.01   0.06
----------------------------------------
Condition2  Norm  other
RoofMatl               
CompShg     0.98    1.0
other       0.02    0.0
----------------------------------------
BldgType  1Fam  2fmCon  Duplex  Twnhs  TwnhsE
RoofMatl                                     
CompShg   0.98     1.0    0.96    1.0     1.0
other     0.02     0.0    0.04    0.0     0.0
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
RoofMatl                                               
CompShg        1.0    0.98    0.99    0.97  0.92   0.97
other          0.0    0.02    0.01    0.03  0.08   0.03
----------------------------------------
OverallQual     4     5     6     7     8     9  other
RoofMatl                                              
CompShg      0.99  0.99  0.98  0.98  0.98  0.98   0.91
other        0.01  0.01  0.02  0.02  0.02  0.02   0.09
----------------------------------------
OverallCond    4     5     6     7     8  other
RoofMatl                                       
CompShg      1.0  0.99  0.97  0.98  0.99   0.96
other        0.0  0.01  0.03  0.02  0.01   0.04
----------------------------------------
RoofStyle  Gable   Hip  other
RoofMatl                     
CompShg     0.99  0.99   0.55
other       0.01  0.01   0.45
----------------------------------------
RoofMatl  CompShg  other
RoofMatl                
CompShg       1.0    0.0
other         0.0    1.0
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
RoofMatl                                                                     
CompShg         0.98      1.0      1.0      1.0     0.89      1.0     0.98   
other           0.02      0.0      0.0      0.0     0.11      0.0     0.02   

Exterior1st  other  
RoofMatl            
CompShg       0.91  
other         0.09  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
RoofMatl                                                                     
CompShg          1.0     0.99      1.0     0.91      1.0     0.97     0.97   
other            0.0     0.01      0.0     0.09      0.0     0.03     0.03   

Exterior2nd  other  
RoofMatl            
CompShg       0.96  
other         0.04  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
RoofMatl                          
CompShg       0.93     0.99   0.98
other         0.07     0.01   0.02
----------------------------------------
ExterQual    Ex   Fa    Gd    TA
RoofMatl                        
CompShg    0.96  1.0  0.98  0.98
other      0.04  0.0  0.02  0.02
----------------------------------------
ExterCond    Gd    TA  other
RoofMatl                    
CompShg    0.96  0.98    1.0
other      0.04  0.02    0.0
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
RoofMatl                                
CompShg       0.99    0.97   0.99   0.97
other         0.01    0.03   0.01   0.03
----------------------------------------
BsmtQual    Ex   Fa    Gd    TA
RoofMatl                       
CompShg   0.98  1.0  0.98  0.99
other     0.02  0.0  0.02  0.01
----------------------------------------
BsmtCond   Fa    Gd   Po    TA
RoofMatl                      
CompShg   1.0  0.94  1.0  0.98
other     0.0  0.06  0.0  0.02
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
RoofMatl                            
CompShg       0.99  0.88  0.99  0.99
other         0.01  0.12  0.01  0.01
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
RoofMatl                                        
CompShg       0.98  0.99  0.98  0.96  0.99  0.99
other         0.02  0.01  0.02  0.04  0.01  0.01
----------------------------------------
BsmtFinType2  BLQ   LwQ   Rec   Unf  other
RoofMatl                                  
CompShg       1.0  0.98  0.94  0.98   0.94
other         0.0  0.02  0.06  0.02   0.06
----------------------------------------
Heating   GasA  other
RoofMatl             
CompShg   0.98   0.97
other     0.02   0.03
----------------------------------------
HeatingQC    Ex    Fa    Gd   Po    TA
RoofMatl                              
CompShg    0.99  0.98  0.99  1.0  0.97
other      0.01  0.02  0.01  0.0  0.03
----------------------------------------
CentralAir     N     Y
RoofMatl              
CompShg     0.99  0.98
other       0.01  0.02
----------------------------------------
Electrical  FuseA  SBrkr  other
RoofMatl                       
CompShg      0.99   0.98   0.97
other        0.01   0.02   0.03
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
RoofMatl                           
CompShg      0.96  0.97  0.98  0.99
other        0.04  0.03  0.02  0.01
----------------------------------------
Functional  Min1  Min2   Typ  other
RoofMatl                           
CompShg     0.94  0.97  0.98   0.94
other       0.06  0.03  0.02   0.06
----------------------------------------
FireplaceQu   Fa    Gd    TA  other
RoofMatl                           
CompShg      1.0  0.97  0.98   0.93
other        0.0  0.03  0.02   0.07
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
RoofMatl                                  
CompShg       0.98     0.99    0.99   0.94
other         0.02     0.01    0.01   0.06
----------------------------------------
GarageFinish   Fin   RFn   Unf
RoofMatl                      
CompShg       0.97  0.99  0.98
other         0.03  0.01  0.02
----------------------------------------
GarageQual   Fa    TA  other
RoofMatl                    
CompShg     1.0  0.98    0.9
other       0.0  0.02    0.1
----------------------------------------
GarageCond    Fa    TA  other
RoofMatl                     
CompShg     0.94  0.98   0.94
other       0.06  0.02   0.06
----------------------------------------
PavedDrive    N    P     Y
RoofMatl                  
CompShg     1.0  1.0  0.98
other       0.0  0.0  0.02
----------------------------------------
PoolQC     Ex   Fa    Gd
RoofMatl                
CompShg   1.0  1.0  0.33
other     0.0  0.0  0.67
----------------------------------------
Fence     GdPrv  GdWo  MnPrv  MnWw
RoofMatl                          
CompShg    0.95  0.98   0.99   1.0
other      0.05  0.02   0.01   0.0
----------------------------------------
MiscFeature  Shed  other
RoofMatl                
CompShg       1.0    1.0
----------------------------------------
SaleType   COD   New    WD  other
RoofMatl                         
CompShg   0.98  0.99  0.98    1.0
other     0.02  0.01  0.02    0.0
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
RoofMatl                                      
CompShg           0.97    0.98     0.98   0.94
other             0.03    0.02     0.02   0.06
----------------------------------------
MSSubClass     20    30    50    60    70    80    90   120   160   190  other
Exterior1st                                                                   
BrkFace      0.05  0.01  0.06  0.00  0.07  0.03  0.06  0.03  0.00  0.00   0.00
CemntBd      0.03  0.00  0.01  0.04  0.02  0.00  0.00  0.10  0.16  0.00   0.15
HdBoard      0.19  0.00  0.03  0.18  0.02  0.31  0.15  0.07  0.25  0.10   0.15
MetalSd      0.12  0.28  0.28  0.04  0.22  0.12  0.21  0.14  0.33  0.33   0.19
Plywood      0.08  0.00  0.01  0.06  0.00  0.21  0.27  0.11  0.10  0.07   0.06
VinylSd      0.38  0.13  0.15  0.64  0.08  0.21  0.13  0.51  0.16  0.17   0.13
Wd Sdng      0.12  0.39  0.32  0.02  0.43  0.09  0.06  0.02  0.00  0.30   0.24
other        0.03  0.19  0.14  0.02  0.17  0.03  0.12  0.01  0.00  0.03   0.08
----------------------------------------
MSZoning       FV    RL    RM  other
Exterior1st                         
BrkFace      0.00  0.04  0.02   0.04
CemntBd      0.12  0.03  0.11   0.00
HdBoard      0.00  0.18  0.07   0.04
MetalSd      0.35  0.12  0.22   0.42
Plywood      0.00  0.09  0.00   0.08
VinylSd      0.52  0.37  0.22   0.15
Wd Sdng      0.00  0.13  0.25   0.23
other        0.00  0.05  0.10   0.04
----------------------------------------
Street       Grvl  Pave
Exterior1st            
BrkFace      0.00  0.03
CemntBd      0.00  0.04
HdBoard      0.17  0.15
MetalSd      0.33  0.15
Plywood      0.17  0.07
VinylSd      0.00  0.35
Wd Sdng      0.33  0.14
other        0.00  0.05
----------------------------------------
Alley        Grvl  Pave
Exterior1st            
BrkFace      0.02  0.05
HdBoard      0.02  0.00
MetalSd      0.22  0.46
VinylSd      0.10  0.32
Wd Sdng      0.40  0.12
other        0.24  0.05
----------------------------------------
LotShape      IR1   IR2  IR3   Reg
Exterior1st                       
BrkFace      0.03  0.05  0.1  0.03
CemntBd      0.03  0.05  0.0  0.05
HdBoard      0.19  0.12  0.0  0.13
MetalSd      0.11  0.10  0.0  0.18
Plywood      0.10  0.07  0.1  0.06
VinylSd      0.40  0.49  0.6  0.32
Wd Sdng      0.11  0.12  0.1  0.16
other        0.03  0.00  0.1  0.07
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
Exterior1st                        
BrkFace      0.06  0.04  0.06  0.03
CemntBd      0.03  0.06  0.00  0.04
HdBoard      0.06  0.16  0.19  0.15
MetalSd      0.27  0.16  0.17  0.14
Plywood      0.05  0.04  0.25  0.07
VinylSd      0.06  0.42  0.11  0.37
Wd Sdng      0.40  0.06  0.19  0.13
other        0.06  0.06  0.03  0.05
----------------------------------------
Utilities    AllPub  NoSeWa
Exterior1st                
BrkFace        0.03     0.0
CemntBd        0.04     0.0
HdBoard        0.15     1.0
MetalSd        0.15     0.0
Plywood        0.07     0.0
VinylSd        0.35     0.0
Wd Sdng        0.14     0.0
other          0.05     0.0
----------------------------------------
LotConfig    Corner  CulDSac   FR2   FR3  Inside
Exterior1st                                     
BrkFace        0.05     0.04  0.00  0.00    0.03
CemntBd        0.03     0.02  0.04  0.00    0.05
HdBoard        0.16     0.31  0.26  0.00    0.13
MetalSd        0.14     0.04  0.13  0.25    0.16
Plywood        0.06     0.12  0.06  0.00    0.07
VinylSd        0.30     0.39  0.45  0.50    0.36
Wd Sdng        0.18     0.06  0.06  0.25    0.14
other          0.07     0.01  0.00  0.00    0.06
----------------------------------------
LandSlope     Gtl   Mod   Sev
Exterior1st                  
BrkFace      0.03  0.08  0.08
CemntBd      0.04  0.06  0.00
HdBoard      0.15  0.20  0.00
MetalSd      0.15  0.23  0.08
Plywood      0.07  0.08  0.54
VinylSd      0.37  0.09  0.00
Wd Sdng      0.14  0.22  0.31
other        0.05  0.05  0.00
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
Exterior1st                                                                  
BrkFace          0.02     0.00     0.14     0.01     0.00    0.05     0.02   
CemntBd          0.02     0.02     0.08     0.02     0.00    0.03     0.02   
HdBoard          0.03     0.09     0.04     0.08     0.15    0.00     0.39   
MetalSd          0.29     0.02     0.22     0.23     0.03    0.32     0.04   
Plywood          0.00     0.01     0.04     0.05     0.01    0.03     0.16   
VinylSd          0.09     0.85     0.04     0.20     0.78    0.11     0.37   
Wd Sdng          0.41     0.00     0.33     0.23     0.03    0.35     0.00   
other            0.14     0.01     0.12     0.18     0.00    0.11     0.00   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
Exterior1st                                                               
BrkFace        0.10    0.05     0.02     0.00     0.04    0.00     0.00   
CemntBd        0.00    0.03     0.00     0.09     0.01    0.01     0.00   
HdBoard        0.19    0.38     0.24     0.00     0.03    0.45     0.32   
MetalSd        0.25    0.07     0.07     0.10     0.29    0.09     0.02   
Plywood        0.08    0.29     0.00     0.00     0.01    0.14     0.25   
VinylSd        0.13    0.12     0.56     0.79     0.16    0.16     0.31   
Wd Sdng        0.20    0.03     0.07     0.00     0.32    0.15     0.10   
other          0.05    0.03     0.02     0.01     0.15    0.00     0.00   

Neighborhood  Somerst  Timber  other  
Exterior1st                           
BrkFace          0.00    0.03   0.04  
CemntBd          0.13    0.00   0.17  
HdBoard          0.00    0.16   0.17  
MetalSd          0.27    0.08   0.07  
Plywood          0.00    0.05   0.15  
VinylSd          0.60    0.61   0.21  
Wd Sdng          0.00    0.03   0.16  
other            0.00    0.05   0.03  
----------------------------------------
Condition1   Artery  Feedr  Norm  other
Exterior1st                            
BrkFace        0.06   0.02  0.03   0.07
CemntBd        0.02   0.01  0.05   0.03
HdBoard        0.04   0.15  0.15   0.18
MetalSd        0.38   0.20  0.14   0.08
Plywood        0.00   0.15  0.07   0.08
VinylSd        0.10   0.22  0.37   0.38
Wd Sdng        0.29   0.19  0.13   0.10
other          0.10   0.06  0.05   0.07
----------------------------------------
Condition2   Norm  other
Exterior1st             
BrkFace      0.03   0.00
CemntBd      0.04   0.13
HdBoard      0.15   0.13
MetalSd      0.15   0.20
Plywood      0.07   0.13
VinylSd      0.36   0.13
Wd Sdng      0.14   0.13
other        0.05   0.13
----------------------------------------
BldgType     1Fam  2fmCon  Duplex  Twnhs  TwnhsE
Exterior1st                                     
BrkFace      0.04    0.00    0.06   0.00    0.03
CemntBd      0.03    0.00    0.00   0.21    0.15
HdBoard      0.16    0.10    0.15   0.23    0.10
MetalSd      0.14    0.35    0.21   0.23    0.20
Plywood      0.06    0.06    0.27   0.07    0.11
VinylSd      0.37    0.16    0.13   0.26    0.40
Wd Sdng      0.16    0.29    0.06   0.00    0.00
other        0.06    0.03    0.12   0.00    0.01
----------------------------------------
HouseStyle   1.5Fin  1Story  2Story  SFoyer  SLvl  other
Exterior1st                                             
BrkFace        0.05    0.05    0.01    0.00  0.03   0.00
CemntBd        0.01    0.04    0.05    0.19  0.02   0.03
HdBoard        0.03    0.16    0.16    0.24  0.32   0.00
MetalSd        0.29    0.13    0.12    0.14  0.11   0.36
Plywood        0.03    0.08    0.05    0.19  0.18   0.00
VinylSd        0.14    0.36    0.48    0.16  0.22   0.03
Wd Sdng        0.32    0.13    0.08    0.03  0.09   0.48
other          0.13    0.05    0.04    0.05  0.03   0.09
----------------------------------------
OverallQual     4     5     6     7     8     9  other
Exterior1st                                           
BrkFace      0.03  0.04  0.03  0.03  0.05  0.00   0.05
CemntBd      0.09  0.02  0.01  0.03  0.10  0.14   0.12
HdBoard      0.12  0.19  0.22  0.11  0.07  0.00   0.07
MetalSd      0.29  0.23  0.12  0.09  0.06  0.14   0.07
Plywood      0.05  0.07  0.13  0.07  0.01  0.00   0.02
VinylSd      0.17  0.16  0.26  0.57  0.65  0.65   0.30
Wd Sdng      0.13  0.22  0.18  0.08  0.03  0.00   0.19
other        0.12  0.06  0.05  0.03  0.03  0.07   0.19
----------------------------------------
OverallCond     4     5     6     7     8  other
Exterior1st                                     
BrkFace      0.09  0.03  0.04  0.04  0.06   0.02
CemntBd      0.05  0.05  0.03  0.04  0.01   0.08
HdBoard      0.12  0.13  0.22  0.17  0.18   0.06
MetalSd      0.19  0.10  0.23  0.25  0.15   0.11
Plywood      0.05  0.07  0.13  0.06  0.04   0.04
VinylSd      0.07  0.52  0.15  0.10  0.19   0.17
Wd Sdng      0.30  0.08  0.15  0.25  0.29   0.32
other        0.12  0.03  0.06  0.09  0.07   0.21
----------------------------------------
RoofStyle    Gable   Hip  other
Exterior1st                    
BrkFace       0.03  0.06   0.06
CemntBd       0.04  0.05   0.00
HdBoard       0.15  0.18   0.03
MetalSd       0.15  0.14   0.12
Plywood       0.07  0.05   0.27
VinylSd       0.37  0.32   0.09
Wd Sdng       0.13  0.15   0.27
other         0.05  0.05   0.15
----------------------------------------
RoofMatl     CompShg  other
Exterior1st                
BrkFace         0.03   0.04
CemntBd         0.04   0.00
HdBoard         0.15   0.04
MetalSd         0.15   0.00
Plywood         0.07   0.46
VinylSd         0.36   0.00
Wd Sdng         0.14   0.19
other           0.05   0.27
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
Exterior1st                                                                  
BrkFace          1.0      0.0      0.0      0.0      0.0      0.0      0.0   
CemntBd          0.0      1.0      0.0      0.0      0.0      0.0      0.0   
HdBoard          0.0      0.0      1.0      0.0      0.0      0.0      0.0   
MetalSd          0.0      0.0      0.0      1.0      0.0      0.0      0.0   
Plywood          0.0      0.0      0.0      0.0      1.0      0.0      0.0   
VinylSd          0.0      0.0      0.0      0.0      0.0      1.0      0.0   
Wd Sdng          0.0      0.0      0.0      0.0      0.0      0.0      1.0   
other            0.0      0.0      0.0      0.0      0.0      0.0      0.0   

Exterior1st  other  
Exterior1st         
BrkFace        0.0  
CemntBd        0.0  
HdBoard        0.0  
MetalSd        0.0  
Plywood        0.0  
VinylSd        0.0  
Wd Sdng        0.0  
other          1.0  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
Exterior1st                                                                  
BrkFace         0.00     0.01     0.00     0.04      0.0     0.06     0.03   
CemntBd         0.98     0.00     0.00     0.00      0.0     0.01     0.03   
HdBoard         0.00     0.93     0.00     0.16      0.0     0.01     0.03   
MetalSd         0.00     0.01     0.99     0.00      0.0     0.01     0.03   
Plywood         0.00     0.01     0.00     0.68      0.0     0.01     0.00   
VinylSd         0.00     0.00     0.00     0.01      1.0     0.01     0.13   
Wd Sdng         0.00     0.01     0.00     0.06      0.0     0.90     0.24   
other           0.02     0.01     0.00     0.05      0.0     0.01     0.53   

Exterior2nd  other  
Exterior1st         
BrkFace       0.29  
CemntBd       0.00  
HdBoard       0.03  
MetalSd       0.02  
Plywood       0.08  
VinylSd       0.04  
Wd Sdng       0.07  
other         0.47  
----------------------------------------
MasVnrType   BrkCmn  BrkFace  Stone
Exterior1st                        
BrkFace        0.00     0.00   0.01
CemntBd        0.00     0.03   0.13
HdBoard        0.20     0.25   0.05
MetalSd        0.13     0.13   0.04
Plywood        0.07     0.10   0.02
VinylSd        0.13     0.40   0.71
Wd Sdng        0.33     0.08   0.01
other          0.13     0.02   0.02
----------------------------------------
ExterQual      Ex    Fa    Gd    TA
Exterior1st                        
BrkFace      0.00  0.00  0.02  0.04
CemntBd      0.29  0.00  0.05  0.03
HdBoard      0.02  0.00  0.09  0.20
MetalSd      0.15  0.14  0.07  0.19
Plywood      0.00  0.07  0.03  0.10
VinylSd      0.46  0.29  0.67  0.18
Wd Sdng      0.02  0.36  0.06  0.19
other        0.06  0.14  0.02  0.07
----------------------------------------
ExterCond      Gd    TA  other
Exterior1st                   
BrkFace      0.03  0.03   0.06
CemntBd      0.03  0.04   0.00
HdBoard      0.12  0.16   0.09
MetalSd      0.27  0.14   0.16
Plywood      0.09  0.07   0.03
VinylSd      0.23  0.37   0.16
Wd Sdng      0.17  0.13   0.28
other        0.05  0.05   0.22
----------------------------------------
Foundation   BrkTil  CBlock  PConc  other
Exterior1st                              
BrkFace        0.05    0.05   0.02   0.12
CemntBd        0.01    0.03   0.06   0.03
HdBoard        0.01    0.26   0.08   0.12
MetalSd        0.26    0.19   0.09   0.12
Plywood        0.00    0.14   0.02   0.12
VinylSd        0.08    0.12   0.65   0.15
Wd Sdng        0.43    0.16   0.06   0.12
other          0.16    0.05   0.03   0.21
----------------------------------------
BsmtQual       Ex    Fa    Gd    TA
Exterior1st                        
BrkFace      0.00  0.00  0.02  0.05
CemntBd      0.13  0.00  0.05  0.02
HdBoard      0.03  0.09  0.13  0.20
MetalSd      0.08  0.31  0.08  0.22
Plywood      0.00  0.00  0.10  0.07
VinylSd      0.68  0.11  0.55  0.13
Wd Sdng      0.03  0.34  0.06  0.23
other        0.04  0.14  0.01  0.08
----------------------------------------
BsmtCond       Fa    Gd   Po    TA
Exterior1st                       
BrkFace      0.00  0.05  0.0  0.03
CemntBd      0.00  0.02  0.0  0.05
HdBoard      0.07  0.20  0.0  0.15
MetalSd      0.20  0.05  0.5  0.15
Plywood      0.02  0.06  0.0  0.07
VinylSd      0.20  0.49  0.0  0.36
Wd Sdng      0.38  0.09  0.5  0.14
other        0.13  0.05  0.0  0.05
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
Exterior1st                         
BrkFace       0.01  0.04  0.03  0.04
CemntBd       0.06  0.06  0.04  0.04
HdBoard       0.16  0.11  0.16  0.16
MetalSd       0.06  0.09  0.18  0.18
Plywood       0.06  0.18  0.05  0.06
VinylSd       0.54  0.37  0.32  0.32
Wd Sdng       0.06  0.12  0.19  0.16
other         0.04  0.03  0.03  0.06
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
Exterior1st                                     
BrkFace       0.05  0.06  0.01  0.08  0.05  0.02
CemntBd       0.04  0.02  0.07  0.01  0.02  0.03
HdBoard       0.29  0.24  0.13  0.12  0.16  0.08
MetalSd       0.12  0.22  0.10  0.18  0.27  0.15
Plywood       0.16  0.09  0.06  0.11  0.05  0.03
VinylSd       0.20  0.14  0.56  0.16  0.11  0.43
Wd Sdng       0.11  0.17  0.05  0.26  0.23  0.19
other         0.03  0.07  0.02  0.08  0.11  0.06
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
Exterior1st                                
BrkFace       0.03  0.04  0.09  0.03   0.06
CemntBd       0.03  0.02  0.02  0.04   0.06
HdBoard       0.18  0.35  0.22  0.14   0.15
MetalSd       0.21  0.11  0.09  0.16   0.09
Plywood       0.12  0.22  0.15  0.06   0.15
VinylSd       0.18  0.09  0.15  0.38   0.24
Wd Sdng       0.18  0.09  0.24  0.14   0.18
other         0.06  0.09  0.04  0.05   0.06
----------------------------------------
Heating      GasA  other
Exterior1st             
BrkFace      0.03   0.16
CemntBd      0.04   0.03
HdBoard      0.15   0.03
MetalSd      0.15   0.19
Plywood      0.08   0.00
VinylSd      0.36   0.06
Wd Sdng      0.14   0.25
other        0.05   0.28
----------------------------------------
HeatingQC      Ex    Fa    Gd   Po    TA
Exterior1st                             
BrkFace      0.02  0.12  0.05  0.0  0.04
CemntBd      0.05  0.02  0.02  0.0  0.03
HdBoard      0.07  0.08  0.20  0.0  0.27
MetalSd      0.12  0.18  0.18  1.0  0.18
Plywood      0.03  0.08  0.07  0.0  0.15
VinylSd      0.57  0.08  0.24  0.0  0.07
Wd Sdng      0.10  0.24  0.17  0.0  0.18
other        0.03  0.18  0.07  0.0  0.07
----------------------------------------
CentralAir      N     Y
Exterior1st            
BrkFace      0.04  0.03
CemntBd      0.01  0.04
HdBoard      0.03  0.16
MetalSd      0.20  0.15
Plywood      0.01  0.08
VinylSd      0.11  0.37
Wd Sdng      0.37  0.13
other        0.23  0.04
----------------------------------------
Electrical   FuseA  SBrkr  other
Exterior1st                     
BrkFace       0.12   0.03   0.06
CemntBd       0.00   0.04   0.03
HdBoard       0.04   0.16   0.03
MetalSd       0.23   0.14   0.19
Plywood       0.01   0.08   0.00
VinylSd       0.12   0.38   0.06
Wd Sdng       0.33   0.12   0.35
other         0.15   0.04   0.26
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
Exterior1st                        
BrkFace      0.04  0.00  0.02  0.04
CemntBd      0.21  0.03  0.03  0.03
HdBoard      0.01  0.03  0.12  0.20
MetalSd      0.08  0.23  0.09  0.20
Plywood      0.03  0.08  0.05  0.10
VinylSd      0.52  0.18  0.57  0.17
Wd Sdng      0.06  0.31  0.09  0.19
other        0.05  0.15  0.03  0.07
----------------------------------------
Functional   Min1  Min2   Typ  other
Exterior1st                         
BrkFace      0.06  0.03  0.03   0.11
CemntBd      0.00  0.03  0.04   0.06
HdBoard      0.23  0.21  0.15   0.00
MetalSd      0.19  0.15  0.15   0.11
Plywood      0.16  0.03  0.07   0.09
VinylSd      0.03  0.15  0.37   0.29
Wd Sdng      0.26  0.29  0.13   0.23
other        0.06  0.12  0.05   0.11
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
Exterior1st                         
BrkFace      0.06  0.07  0.03   0.00
CemntBd      0.00  0.07  0.03   0.11
HdBoard      0.33  0.06  0.21   0.23
MetalSd      0.15  0.12  0.09   0.09
Plywood      0.18  0.03  0.18   0.09
VinylSd      0.18  0.43  0.33   0.34
Wd Sdng      0.06  0.16  0.11   0.09
other        0.03  0.08  0.02   0.05
----------------------------------------
GarageType   Attchd  BuiltIn  Detchd  other
Exterior1st                                
BrkFace        0.04     0.01    0.04   0.06
CemntBd        0.05     0.09    0.01   0.00
HdBoard        0.18     0.05    0.12   0.15
MetalSd        0.09     0.05    0.29   0.18
Plywood        0.10     0.01    0.04   0.15
VinylSd        0.43     0.70    0.16   0.12
Wd Sdng        0.09     0.05    0.24   0.24
other          0.02     0.05    0.10   0.12
----------------------------------------
GarageFinish   Fin   RFn   Unf
Exterior1st                   
BrkFace       0.04  0.03  0.04
CemntBd       0.08  0.03  0.02
HdBoard       0.11  0.17  0.18
MetalSd       0.08  0.09  0.23
Plywood       0.05  0.09  0.08
VinylSd       0.55  0.50  0.15
Wd Sdng       0.05  0.07  0.23
other         0.04  0.01  0.08
----------------------------------------
GarageQual     Fa    TA  other
Exterior1st                   
BrkFace      0.08  0.03   0.05
CemntBd      0.00  0.04   0.00
HdBoard      0.04  0.16   0.20
MetalSd      0.21  0.15   0.15
Plywood      0.04  0.08   0.05
VinylSd      0.10  0.37   0.10
Wd Sdng      0.38  0.12   0.35
other        0.15  0.04   0.10
----------------------------------------
GarageCond     Fa    TA  other
Exterior1st                   
BrkFace      0.06  0.04   0.00
CemntBd      0.00  0.04   0.00
HdBoard      0.06  0.16   0.28
MetalSd      0.14  0.15   0.11
Plywood      0.06  0.08   0.06
VinylSd      0.20  0.37   0.11
Wd Sdng      0.29  0.13   0.33
other        0.20  0.04   0.11
----------------------------------------
PavedDrive      N     P     Y
Exterior1st                  
BrkFace      0.01  0.07  0.04
CemntBd      0.02  0.00  0.04
HdBoard      0.02  0.13  0.16
MetalSd      0.20  0.20  0.15
Plywood      0.02  0.03  0.08
VinylSd      0.17  0.10  0.37
Wd Sdng      0.41  0.27  0.12
other        0.14  0.20  0.04
----------------------------------------
PoolQC        Ex   Fa    Gd
Exterior1st                
HdBoard      0.0  0.5  0.00
Plywood      0.0  0.5  0.67
Wd Sdng      0.5  0.0  0.00
other        0.5  0.0  0.33
----------------------------------------
Fence        GdPrv  GdWo  MnPrv  MnWw
Exterior1st                          
BrkFace       0.05  0.06   0.04  0.00
CemntBd       0.05  0.02   0.01  0.00
HdBoard       0.22  0.22   0.26  0.09
MetalSd       0.17  0.17   0.20  0.18
Plywood       0.08  0.04   0.13  0.09
VinylSd       0.14  0.19   0.11  0.18
Wd Sdng       0.24  0.22   0.14  0.27
other         0.05  0.09   0.10  0.18
----------------------------------------
MiscFeature  Shed  other
Exterior1st             
BrkFace      0.02    0.0
CemntBd      0.02    0.0
HdBoard      0.22    0.2
MetalSd      0.24    0.2
Plywood      0.06    0.4
VinylSd      0.16    0.2
Wd Sdng      0.27    0.0
----------------------------------------
SaleType      COD   New    WD  other
Exterior1st                         
BrkFace      0.02  0.00  0.04   0.04
CemntBd      0.00  0.13  0.03   0.04
HdBoard      0.19  0.00  0.16   0.21
MetalSd      0.23  0.05  0.16   0.25
Plywood      0.14  0.00  0.08   0.04
VinylSd      0.09  0.80  0.32   0.25
Wd Sdng      0.21  0.00  0.15   0.11
other        0.12  0.02  0.05   0.07
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
Exterior1st                                   
BrkFace           0.02    0.04     0.00   0.03
CemntBd           0.02    0.04     0.13   0.00
HdBoard           0.15    0.17     0.00   0.11
MetalSd           0.21    0.16     0.05   0.11
Plywood           0.09    0.07     0.00   0.31
VinylSd           0.26    0.32     0.79   0.14
Wd Sdng           0.16    0.15     0.01   0.19
other             0.10    0.05     0.02   0.11
----------------------------------------
MSSubClass     20    30    50    60    70    80    90   120   160   190  other
Exterior2nd                                                                   
CmentBd      0.03  0.00  0.01  0.04  0.02  0.00  0.00  0.10  0.16  0.00   0.15
HdBoard      0.16  0.00  0.04  0.17  0.02  0.36  0.13  0.07  0.24  0.13   0.15
MetalSd      0.12  0.25  0.28  0.04  0.20  0.09  0.19  0.14  0.33  0.33   0.19
Plywood      0.13  0.01  0.03  0.07  0.02  0.17  0.31  0.10  0.02  0.03   0.08
VinylSd      0.37  0.13  0.15  0.64  0.10  0.21  0.13  0.49  0.11  0.10   0.13
Wd Sdng      0.12  0.38  0.32  0.02  0.37  0.09  0.06  0.02  0.00  0.30   0.21
Wd Shng      0.01  0.07  0.06  0.01  0.08  0.00  0.02  0.02  0.05  0.03   0.05
other        0.05  0.16  0.11  0.01  0.20  0.09  0.15  0.05  0.10  0.07   0.05
----------------------------------------
MSZoning       FV    RL    RM  other
Exterior2nd                         
CmentBd      0.12  0.02  0.11   0.00
HdBoard      0.00  0.17  0.07   0.04
MetalSd      0.35  0.12  0.21   0.42
Plywood      0.00  0.12  0.00   0.08
VinylSd      0.52  0.36  0.22   0.12
Wd Sdng      0.00  0.12  0.24   0.19
Wd Shng      0.00  0.03  0.04   0.00
other        0.00  0.06  0.11   0.15
----------------------------------------
Street       Grvl  Pave
Exterior2nd            
CmentBd      0.00  0.04
HdBoard      0.17  0.14
MetalSd      0.33  0.15
Plywood      0.17  0.10
VinylSd      0.00  0.35
Wd Sdng      0.33  0.13
Wd Shng      0.00  0.03
other        0.00  0.07
----------------------------------------
Alley        Grvl  Pave
Exterior2nd            
HdBoard      0.02  0.00
MetalSd      0.22  0.46
VinylSd      0.12  0.29
Wd Sdng      0.36  0.12
Wd Shng      0.08  0.02
other        0.20  0.10
----------------------------------------
LotShape      IR1   IR2  IR3   Reg
Exterior2nd                       
CmentBd      0.03  0.02  0.0  0.05
HdBoard      0.17  0.15  0.0  0.13
MetalSd      0.11  0.10  0.0  0.17
Plywood      0.14  0.10  0.1  0.07
VinylSd      0.39  0.46  0.6  0.31
Wd Sdng      0.10  0.10  0.1  0.16
Wd Shng      0.01  0.02  0.0  0.03
other        0.05  0.05  0.2  0.08
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
Exterior2nd                        
CmentBd      0.02  0.06  0.00  0.04
HdBoard      0.05  0.14  0.22  0.14
MetalSd      0.29  0.16  0.14  0.14
Plywood      0.06  0.06  0.25  0.10
VinylSd      0.06  0.42  0.11  0.36
Wd Sdng      0.40  0.08  0.17  0.12
Wd Shng      0.02  0.04  0.06  0.03
other        0.11  0.04  0.06  0.07
----------------------------------------
Utilities    AllPub  NoSeWa
Exterior2nd                
CmentBd        0.04     0.0
HdBoard        0.14     1.0
MetalSd        0.15     0.0
Plywood        0.10     0.0
VinylSd        0.35     0.0
Wd Sdng        0.14     0.0
Wd Shng        0.03     0.0
other          0.07     0.0
----------------------------------------
LotConfig    Corner  CulDSac   FR2   FR3  Inside
Exterior2nd                                     
CmentBd        0.03     0.01  0.04  0.00    0.05
HdBoard        0.14     0.27  0.26  0.00    0.13
MetalSd        0.13     0.04  0.11  0.25    0.16
Plywood        0.10     0.19  0.04  0.00    0.09
VinylSd        0.29     0.39  0.47  0.50    0.35
Wd Sdng        0.17     0.05  0.04  0.25    0.14
Wd Shng        0.04     0.01  0.00  0.00    0.02
other          0.09     0.03  0.04  0.00    0.07
----------------------------------------
LandSlope     Gtl   Mod   Sev
Exterior2nd                  
CmentBd      0.04  0.03  0.00
HdBoard      0.14  0.18  0.08
MetalSd      0.14  0.23  0.08
Plywood      0.09  0.08  0.54
VinylSd      0.36  0.09  0.00
Wd Sdng      0.13  0.25  0.23
Wd Shng      0.03  0.03  0.00
other        0.07  0.11  0.08
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
Exterior2nd                                                                  
CmentBd          0.02     0.02     0.08     0.02     0.00    0.03     0.02   
HdBoard          0.03     0.07     0.06     0.07     0.15    0.00     0.27   
MetalSd          0.29     0.02     0.22     0.21     0.03    0.32     0.02   
Plywood          0.05     0.02     0.08     0.10     0.01    0.03     0.22   
VinylSd          0.09     0.85     0.04     0.21     0.78    0.08     0.37   
Wd Sdng          0.36     0.00     0.25     0.24     0.03    0.32     0.00   
Wd Shng          0.09     0.01     0.06     0.04     0.00    0.05     0.02   
other            0.07     0.00     0.22     0.11     0.00    0.16     0.08   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
Exterior2nd                                                               
CmentBd        0.00    0.03     0.00     0.09     0.01    0.00     0.00   
HdBoard        0.19    0.38     0.24     0.00     0.03    0.36     0.29   
MetalSd        0.24    0.07     0.07     0.10     0.28    0.09     0.02   
Plywood        0.11    0.32     0.00     0.00     0.01    0.26     0.27   
VinylSd        0.12    0.12     0.56     0.74     0.16    0.15     0.31   
Wd Sdng        0.22    0.04     0.02     0.00     0.31    0.14     0.07   
Wd Shng        0.02    0.00     0.00     0.06     0.04    0.00     0.02   
other          0.09    0.04     0.10     0.00     0.16    0.00     0.03   

Neighborhood  Somerst  Timber  other  
Exterior2nd                           
CmentBd          0.13    0.03   0.17  
HdBoard          0.00    0.18   0.17  
MetalSd          0.27    0.08   0.07  
Plywood          0.00    0.08   0.15  
VinylSd          0.59    0.58   0.19  
Wd Sdng          0.00    0.03   0.14  
Wd Shng          0.00    0.00   0.03  
other            0.01    0.03   0.09  
----------------------------------------
Condition1   Artery  Feedr  Norm  other
Exterior2nd                            
CmentBd        0.02   0.01  0.04   0.03
HdBoard        0.04   0.14  0.14   0.21
MetalSd        0.38   0.16  0.14   0.08
Plywood        0.00   0.17  0.09   0.15
VinylSd        0.10   0.23  0.36   0.37
Wd Sdng        0.31   0.20  0.13   0.07
Wd Shng        0.06   0.02  0.02   0.03
other          0.08   0.06  0.07   0.06
----------------------------------------
Condition2   Norm  other
Exterior2nd             
CmentBd      0.04   0.13
HdBoard      0.14   0.13
MetalSd      0.15   0.20
Plywood      0.10   0.20
VinylSd      0.35   0.13
Wd Sdng      0.13   0.13
Wd Shng      0.03   0.00
other        0.07   0.07
----------------------------------------
BldgType     1Fam  2fmCon  Duplex  Twnhs  TwnhsE
Exterior2nd                                     
CmentBd      0.03    0.00    0.00   0.21    0.15
HdBoard      0.14    0.13    0.13   0.21    0.10
MetalSd      0.13    0.35    0.19   0.23    0.20
Plywood      0.09    0.03    0.31   0.00    0.09
VinylSd      0.36    0.10    0.13   0.19    0.39
Wd Sdng      0.15    0.29    0.06   0.00    0.00
Wd Shng      0.03    0.03    0.02   0.07    0.02
other        0.06    0.06    0.15   0.09    0.05
----------------------------------------
HouseStyle   1.5Fin  1Story  2Story  SFoyer  SLvl  other
Exterior2nd                                             
CmentBd        0.01    0.04    0.05    0.19  0.02   0.03
HdBoard        0.03    0.14    0.15    0.24  0.37   0.00
MetalSd        0.29    0.13    0.11    0.14  0.08   0.36
Plywood        0.05    0.13    0.06    0.19  0.15   0.03
VinylSd        0.14    0.35    0.47    0.16  0.22   0.03
Wd Sdng        0.32    0.13    0.07    0.03  0.09   0.42
Wd Shng        0.05    0.02    0.03    0.03  0.00   0.06
other          0.10    0.07    0.06    0.03  0.08   0.06
----------------------------------------
OverallQual     4     5     6     7     8     9  other
Exterior2nd                                           
CmentBd      0.09  0.02  0.01  0.03  0.10  0.16   0.12
HdBoard      0.11  0.17  0.20  0.12  0.07  0.00   0.07
MetalSd      0.28  0.22  0.12  0.09  0.06  0.14   0.07
Plywood      0.10  0.12  0.14  0.08  0.01  0.00   0.05
VinylSd      0.15  0.16  0.26  0.56  0.65  0.63   0.30
Wd Sdng      0.13  0.22  0.16  0.07  0.04  0.00   0.16
Wd Shng      0.03  0.03  0.03  0.03  0.01  0.05   0.00
other        0.11  0.06  0.07  0.03  0.07  0.02   0.23
----------------------------------------
OverallCond     4     5     6     7     8  other
Exterior2nd                                     
CmentBd      0.05  0.05  0.02  0.04  0.01   0.08
HdBoard      0.11  0.13  0.19  0.17  0.19   0.06
MetalSd      0.18  0.10  0.22  0.23  0.15   0.11
Plywood      0.11  0.08  0.16  0.10  0.07   0.13
VinylSd      0.05  0.51  0.15  0.09  0.21   0.19
Wd Sdng      0.28  0.07  0.16  0.24  0.29   0.21
Wd Shng      0.00  0.02  0.03  0.05  0.00   0.02
other        0.23  0.04  0.07  0.08  0.07   0.21
----------------------------------------
RoofStyle    Gable   Hip  other
Exterior2nd                    
CmentBd       0.04  0.05   0.00
HdBoard       0.13  0.18   0.03
MetalSd       0.15  0.14   0.06
Plywood       0.09  0.08   0.36
VinylSd       0.36  0.31   0.12
Wd Sdng       0.13  0.13   0.24
Wd Shng       0.03  0.01   0.03
other         0.06  0.10   0.15
----------------------------------------
RoofMatl     CompShg  other
Exterior2nd                
CmentBd         0.04   0.00
HdBoard         0.14   0.08
MetalSd         0.15   0.00
Plywood         0.09   0.50
VinylSd         0.35   0.00
Wd Sdng         0.13   0.23
Wd Shng         0.03   0.04
other           0.07   0.15
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
Exterior2nd                                                                  
CmentBd         0.00     0.97     0.00     0.00     0.00     0.00     0.00   
HdBoard         0.06     0.00     0.87     0.01     0.02     0.00     0.01   
MetalSd         0.00     0.00     0.00     0.96     0.00     0.00     0.00   
Plywood         0.12     0.00     0.10     0.00     0.89     0.00     0.04   
VinylSd         0.00     0.00     0.00     0.00     0.00     0.97     0.01   
Wd Sdng         0.24     0.02     0.00     0.01     0.02     0.00     0.86   
Wd Shng         0.02     0.02     0.00     0.00     0.00     0.01     0.04   
other           0.56     0.00     0.01     0.01     0.07     0.01     0.03   

Exterior1st  other  
Exterior2nd         
CmentBd       0.01  
HdBoard       0.04  
MetalSd       0.00  
Plywood       0.09  
VinylSd       0.00  
Wd Sdng       0.01  
Wd Shng       0.26  
other         0.59  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
Exterior2nd                                                                  
CmentBd          1.0      0.0      0.0      0.0      0.0      0.0      0.0   
HdBoard          0.0      1.0      0.0      0.0      0.0      0.0      0.0   
MetalSd          0.0      0.0      1.0      0.0      0.0      0.0      0.0   
Plywood          0.0      0.0      0.0      1.0      0.0      0.0      0.0   
VinylSd          0.0      0.0      0.0      0.0      1.0      0.0      0.0   
Wd Sdng          0.0      0.0      0.0      0.0      0.0      1.0      0.0   
Wd Shng          0.0      0.0      0.0      0.0      0.0      0.0      1.0   
other            0.0      0.0      0.0      0.0      0.0      0.0      0.0   

Exterior2nd  other  
Exterior2nd         
CmentBd        0.0  
HdBoard        0.0  
MetalSd        0.0  
Plywood        0.0  
VinylSd        0.0  
Wd Sdng        0.0  
Wd Shng        0.0  
other          1.0  
----------------------------------------
MasVnrType   BrkCmn  BrkFace  Stone
Exterior2nd                        
CmentBd        0.00     0.02   0.13
HdBoard        0.27     0.23   0.05
MetalSd        0.13     0.12   0.04
Plywood        0.07     0.11   0.04
VinylSd        0.13     0.40   0.66
Wd Sdng        0.27     0.08   0.01
Wd Shng        0.07     0.01   0.04
other          0.07     0.02   0.02
----------------------------------------
ExterQual      Ex    Fa    Gd    TA
Exterior2nd                        
CmentBd      0.29  0.00  0.05  0.03
HdBoard      0.02  0.00  0.09  0.18
MetalSd      0.15  0.14  0.07  0.19
Plywood      0.00  0.07  0.03  0.14
VinylSd      0.44  0.21  0.66  0.17
Wd Sdng      0.02  0.29  0.05  0.19
Wd Shng      0.04  0.07  0.02  0.03
other        0.04  0.21  0.04  0.08
----------------------------------------
ExterCond      Gd    TA  other
Exterior2nd                   
CmentBd      0.03  0.04   0.00
HdBoard      0.14  0.14   0.09
MetalSd      0.27  0.13   0.16
Plywood      0.11  0.10   0.06
VinylSd      0.24  0.36   0.16
Wd Sdng      0.16  0.13   0.22
Wd Shng      0.02  0.03   0.06
other        0.04  0.07   0.25
----------------------------------------
Foundation   BrkTil  CBlock  PConc  other
Exterior2nd                              
CmentBd        0.01    0.03   0.06   0.03
HdBoard        0.01    0.24   0.08   0.12
MetalSd        0.25    0.19   0.09   0.12
Plywood        0.02    0.18   0.03   0.12
VinylSd        0.08    0.11   0.64   0.12
Wd Sdng        0.42    0.16   0.05   0.18
Wd Shng        0.06    0.02   0.02   0.09
other          0.16    0.07   0.04   0.21
----------------------------------------
BsmtQual       Ex    Fa    Gd    TA
Exterior2nd                        
CmentBd      0.14  0.00  0.05  0.02
HdBoard      0.03  0.11  0.13  0.17
MetalSd      0.08  0.26  0.08  0.22
Plywood      0.00  0.03  0.10  0.11
VinylSd      0.67  0.11  0.54  0.12
Wd Sdng      0.02  0.34  0.05  0.22
Wd Shng      0.02  0.03  0.01  0.04
other        0.02  0.11  0.03  0.10
----------------------------------------
BsmtCond       Fa    Gd   Po    TA
Exterior2nd                       
CmentBd      0.00  0.02  0.0  0.05
HdBoard      0.07  0.17  0.0  0.14
MetalSd      0.18  0.05  0.5  0.15
Plywood      0.04  0.12  0.0  0.10
VinylSd      0.18  0.48  0.0  0.35
Wd Sdng      0.36  0.08  0.5  0.13
Wd Shng      0.02  0.05  0.0  0.02
other        0.16  0.05  0.0  0.06
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
Exterior2nd                         
CmentBd       0.06  0.06  0.04  0.03
HdBoard       0.16  0.11  0.17  0.14
MetalSd       0.05  0.08  0.18  0.17
Plywood       0.08  0.19  0.08  0.09
VinylSd       0.54  0.37  0.31  0.31
Wd Sdng       0.05  0.11  0.18  0.15
Wd Shng       0.03  0.01  0.03  0.03
other         0.03  0.07  0.02  0.08
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
Exterior2nd                                     
CmentBd       0.04  0.02  0.07  0.01  0.01  0.04
HdBoard       0.24  0.20  0.13  0.12  0.18  0.07
MetalSd       0.11  0.22  0.10  0.19  0.26  0.14
Plywood       0.20  0.19  0.06  0.12  0.07  0.04
VinylSd       0.19  0.12  0.55  0.16  0.09  0.43
Wd Sdng       0.11  0.16  0.04  0.28  0.26  0.17
Wd Shng       0.02  0.02  0.02  0.01  0.03  0.04
other         0.09  0.07  0.03  0.09  0.11  0.06
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
Exterior2nd                                
CmentBd       0.03  0.02  0.02  0.04   0.06
HdBoard       0.15  0.35  0.22  0.13   0.15
MetalSd       0.21  0.13  0.07  0.15   0.09
Plywood       0.18  0.24  0.17  0.08   0.18
VinylSd       0.15  0.07  0.13  0.38   0.24
Wd Sdng       0.24  0.13  0.22  0.13   0.18
Wd Shng       0.03  0.00  0.02  0.03   0.03
other         0.00  0.07  0.15  0.06   0.06
----------------------------------------
Heating      GasA  other
Exterior2nd             
CmentBd      0.04   0.03
HdBoard      0.14   0.03
MetalSd      0.15   0.16
Plywood      0.10   0.00
VinylSd      0.35   0.06
Wd Sdng      0.13   0.25
Wd Shng      0.03   0.03
other        0.06   0.44
----------------------------------------
HeatingQC      Ex    Fa    Gd   Po    TA
Exterior2nd                             
CmentBd      0.05  0.02  0.02  0.0  0.03
HdBoard      0.07  0.08  0.20  0.0  0.24
MetalSd      0.12  0.18  0.17  1.0  0.17
Plywood      0.04  0.08  0.09  0.0  0.20
VinylSd      0.56  0.06  0.23  0.0  0.07
Wd Sdng      0.09  0.27  0.16  0.0  0.18
Wd Shng      0.02  0.04  0.03  0.0  0.03
other        0.04  0.27  0.10  0.0  0.08
----------------------------------------
CentralAir      N     Y
Exterior2nd            
CmentBd      0.01  0.04
HdBoard      0.04  0.15
MetalSd      0.18  0.14
Plywood      0.02  0.10
VinylSd      0.09  0.36
Wd Sdng      0.34  0.12
Wd Shng      0.04  0.02
other        0.27  0.05
----------------------------------------
Electrical   FuseA  SBrkr  other
Exterior2nd                     
CmentBd       0.00   0.04   0.03
HdBoard       0.04   0.15   0.03
MetalSd       0.22   0.14   0.19
Plywood       0.01   0.10   0.03
VinylSd       0.11   0.37   0.06
Wd Sdng       0.39   0.11   0.32
Wd Shng       0.04   0.02   0.06
other         0.18   0.05   0.26
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
Exterior2nd                        
CmentBd      0.21  0.03  0.03  0.02
HdBoard      0.02  0.00  0.12  0.19
MetalSd      0.08  0.23  0.09  0.19
Plywood      0.02  0.15  0.06  0.14
VinylSd      0.51  0.15  0.56  0.16
Wd Sdng      0.06  0.28  0.07  0.19
Wd Shng      0.02  0.05  0.03  0.02
other        0.08  0.10  0.04  0.08
----------------------------------------
Functional   Min1  Min2   Typ  other
Exterior2nd                         
CmentBd      0.00  0.00  0.04   0.03
HdBoard      0.26  0.26  0.14   0.03
MetalSd      0.19  0.12  0.15   0.09
Plywood      0.19  0.12  0.09   0.14
VinylSd      0.00  0.09  0.36   0.26
Wd Sdng      0.29  0.29  0.13   0.20
Wd Shng      0.03  0.03  0.02   0.09
other        0.03  0.09  0.06   0.17
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
Exterior2nd                         
CmentBd      0.00  0.07  0.02   0.11
HdBoard      0.30  0.06  0.21   0.20
MetalSd      0.12  0.12  0.09   0.09
Plywood      0.21  0.06  0.19   0.11
VinylSd      0.18  0.43  0.33   0.34
Wd Sdng      0.09  0.14  0.10   0.09
Wd Shng      0.00  0.05  0.01   0.00
other        0.09  0.08  0.05   0.05
----------------------------------------
GarageType   Attchd  BuiltIn  Detchd  other
Exterior2nd                                
CmentBd        0.05     0.08    0.01   0.00
HdBoard        0.17     0.05    0.11   0.18
MetalSd        0.09     0.02    0.29   0.18
Plywood        0.12     0.01    0.06   0.18
VinylSd        0.42     0.67    0.15   0.12
Wd Sdng        0.09     0.05    0.24   0.21
Wd Shng        0.01     0.07    0.04   0.00
other          0.04     0.06    0.11   0.15
----------------------------------------
GarageFinish   Fin   RFn   Unf
Exterior2nd                   
CmentBd       0.08  0.03  0.02
HdBoard       0.12  0.16  0.15
MetalSd       0.08  0.09  0.22
Plywood       0.08  0.09  0.11
VinylSd       0.54  0.49  0.15
Wd Sdng       0.04  0.08  0.22
Wd Shng       0.02  0.01  0.03
other         0.04  0.04  0.10
----------------------------------------
GarageQual     Fa    TA  other
Exterior2nd                   
CmentBd      0.00  0.04   0.00
HdBoard      0.06  0.15   0.25
MetalSd      0.19  0.14   0.15
Plywood      0.04  0.10   0.05
VinylSd      0.10  0.37   0.10
Wd Sdng      0.38  0.12   0.35
Wd Shng      0.06  0.02   0.00
other        0.17  0.06   0.10
----------------------------------------
GarageCond     Fa    TA  other
Exterior2nd                   
CmentBd      0.00  0.04   0.00
HdBoard      0.09  0.15   0.28
MetalSd      0.14  0.15   0.11
Plywood      0.03  0.10   0.06
VinylSd      0.20  0.36   0.11
Wd Sdng      0.26  0.13   0.28
Wd Shng      0.03  0.02   0.06
other        0.26  0.06   0.11
----------------------------------------
PavedDrive      N     P     Y
Exterior2nd                  
CmentBd      0.02  0.00  0.04
HdBoard      0.02  0.10  0.15
MetalSd      0.20  0.17  0.14
Plywood      0.06  0.10  0.10
VinylSd      0.16  0.13  0.36
Wd Sdng      0.38  0.27  0.12
Wd Shng      0.04  0.07  0.02
other        0.12  0.17  0.06
----------------------------------------
PoolQC        Ex   Fa    Gd
Exterior2nd                
HdBoard      0.0  0.5  0.00
Plywood      0.0  0.5  0.67
other        1.0  0.0  0.33
----------------------------------------
Fence        GdPrv  GdWo  MnPrv  MnWw
Exterior2nd                          
CmentBd       0.05  0.02   0.01  0.00
HdBoard       0.20  0.26   0.24  0.09
MetalSd       0.17  0.13   0.19  0.18
Plywood       0.12  0.07   0.17  0.09
VinylSd       0.12  0.19   0.11  0.18
Wd Sdng       0.24  0.22   0.17  0.27
Wd Shng       0.02  0.06   0.04  0.09
other         0.08  0.06   0.08  0.09
----------------------------------------
MiscFeature  Shed  other
Exterior2nd             
CmentBd      0.02    0.0
HdBoard      0.22    0.2
MetalSd      0.24    0.2
Plywood      0.10    0.4
VinylSd      0.16    0.0
Wd Sdng      0.24    0.0
Wd Shng      0.00    0.2
----------------------------------------
SaleType      COD   New    WD  other
Exterior2nd                         
CmentBd      0.00  0.13  0.03   0.04
HdBoard      0.21  0.00  0.15   0.21
MetalSd      0.23  0.05  0.15   0.25
Plywood      0.16  0.00  0.11   0.04
VinylSd      0.09  0.79  0.31   0.25
Wd Sdng      0.21  0.00  0.15   0.11
Wd Shng      0.02  0.02  0.03   0.00
other        0.07  0.02  0.07   0.11
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
Exterior2nd                                   
CmentBd           0.02    0.04     0.13   0.00
HdBoard           0.16    0.16     0.00   0.08
MetalSd           0.21    0.15     0.05   0.11
Plywood           0.12    0.10     0.00   0.36
VinylSd           0.24    0.31     0.78   0.17
Wd Sdng           0.11    0.15     0.01   0.17
Wd Shng           0.05    0.03     0.02   0.00
other             0.10    0.07     0.02   0.11
----------------------------------------
MSSubClass    20    30    50    60   70    80    90   120   160   190  other
MasVnrType                                                                  
BrkCmn      0.04  0.33  0.14  0.02  0.0  0.00  0.00  0.00  0.00  0.00   0.00
BrkFace     0.68  0.33  0.86  0.81  0.0  0.97  0.91  0.72  0.74  0.75   0.88
Stone       0.28  0.33  0.00  0.17  1.0  0.03  0.09  0.28  0.26  0.25   0.12
----------------------------------------
MSZoning      FV    RL    RM  other
MasVnrType                         
BrkCmn      0.00  0.03  0.02    0.0
BrkFace     0.54  0.76  0.80    1.0
Stone       0.46  0.21  0.18    0.0
----------------------------------------
Street      Grvl  Pave
MasVnrType            
BrkCmn       0.0  0.03
BrkFace      1.0  0.76
Stone        0.0  0.22
----------------------------------------
Alley       Grvl  Pave
MasVnrType            
BrkFace      1.0   0.7
Stone        0.0   0.3
----------------------------------------
LotShape     IR1   IR2  IR3   Reg
MasVnrType                       
BrkCmn      0.03  0.08  0.0  0.02
BrkFace     0.71  0.75  0.0  0.79
Stone       0.26  0.17  1.0  0.19
----------------------------------------
LandContour   Bnk   HLS  Low   Lvl
MasVnrType                        
BrkCmn       0.22  0.00  0.2  0.02
BrkFace      0.44  0.59  0.5  0.77
Stone        0.33  0.41  0.3  0.21
----------------------------------------
Utilities   AllPub  NoSeWa
MasVnrType                
BrkCmn        0.03     0.0
BrkFace       0.76     1.0
Stone         0.22     0.0
----------------------------------------
LotConfig   Corner  CulDSac   FR2   FR3  Inside
MasVnrType                                     
BrkCmn        0.03     0.05  0.00  0.00    0.02
BrkFace       0.74     0.80  0.78  0.67    0.76
Stone         0.23     0.16  0.22  0.33    0.22
----------------------------------------
LandSlope    Gtl   Mod   Sev
MasVnrType                  
BrkCmn      0.02  0.05  0.33
BrkFace     0.76  0.65  0.33
Stone       0.21  0.30  0.33
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
MasVnrType                                                                   
BrkCmn           0.33     0.00     0.00      0.0      0.0     0.0     0.00   
BrkFace          0.67     0.81     0.79      0.6      0.9     1.0     0.87   
Stone            0.00     0.19     0.21      0.4      0.1     0.0     0.13   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
MasVnrType                                                                
BrkCmn         0.07    0.00      0.0     0.00      0.2    0.18     0.00   
BrkFace        0.84    0.94      1.0     0.45      0.6    0.77     0.91   
Stone          0.09    0.06      0.0     0.55      0.2    0.05     0.09   

Neighborhood  Somerst  Timber  other  
MasVnrType                            
BrkCmn           0.00    0.00   0.04  
BrkFace          0.37    0.77   0.83  
Stone            0.63    0.23   0.13  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
MasVnrType                            
BrkCmn        0.12   0.08  0.02   0.00
BrkFace       0.75   0.69  0.76   0.79
Stone         0.12   0.23  0.22   0.21
----------------------------------------
Condition2  Norm  other
MasVnrType             
BrkCmn      0.03   0.00
BrkFace     0.76   0.67
Stone       0.22   0.33
----------------------------------------
BldgType    1Fam  2fmCon  Duplex  Twnhs  TwnhsE
MasVnrType                                     
BrkCmn      0.03    0.00    0.00   0.00    0.00
BrkFace     0.75    0.75    0.91   0.67    0.77
Stone       0.21    0.25    0.09   0.33    0.23
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl
MasVnrType                                      
BrkCmn        0.14    0.03    0.01    0.00  0.00
BrkFace       0.86    0.70    0.80    0.85  0.98
Stone         0.00    0.27    0.19    0.15  0.02
----------------------------------------
OverallQual    4     5     6     7     8     9  other
MasVnrType                                           
BrkCmn       0.2  0.08  0.04  0.00  0.00  0.00   0.00
BrkFace      0.7  0.85  0.87  0.78  0.62  0.46   0.53
Stone        0.1  0.07  0.10  0.22  0.38  0.54   0.47
----------------------------------------
OverallCond     4     5     6     7    8  other
MasVnrType                                     
BrkCmn       0.15  0.01  0.03  0.08  0.0   0.08
BrkFace      0.77  0.72  0.89  0.83  1.0   0.75
Stone        0.08  0.27  0.08  0.10  0.0   0.17
----------------------------------------
RoofStyle   Gable   Hip  other
MasVnrType                    
BrkCmn       0.02  0.03   0.17
BrkFace      0.76  0.74   0.83
Stone        0.21  0.23   0.00
----------------------------------------
RoofMatl    CompShg  other
MasVnrType                
BrkCmn         0.02   0.11
BrkFace        0.76   0.67
Stone          0.22   0.22
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
MasVnrType                                                                   
BrkCmn           0.0     0.00     0.02     0.03     0.02     0.01     0.12   
BrkFace          0.0     0.41     0.92     0.89     0.91     0.66     0.86   
Stone            1.0     0.59     0.06     0.08     0.06     0.34     0.02   

Exterior1st  other  
MasVnrType          
BrkCmn        0.15  
BrkFace       0.62  
Stone         0.23  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
MasVnrType                                                                   
BrkCmn          0.00     0.04     0.03     0.02     0.01     0.10      0.1   
BrkFace         0.39     0.90     0.89     0.89     0.67     0.87      0.4   
Stone           0.61     0.06     0.08     0.09     0.32     0.03      0.5   

Exterior2nd  other  
MasVnrType          
BrkCmn        0.07  
BrkFace       0.73  
Stone         0.20  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
MasVnrType                        
BrkCmn         1.0      0.0    0.0
BrkFace        0.0      1.0    0.0
Stone          0.0      0.0    1.0
----------------------------------------
ExterQual     Ex    Gd    TA
MasVnrType                  
BrkCmn      0.00  0.01  0.05
BrkFace     0.49  0.69  0.88
Stone       0.51  0.31  0.07
----------------------------------------
ExterCond     Gd    TA  other
MasVnrType                   
BrkCmn      0.05  0.02   0.25
BrkFace     0.91  0.74   0.75
Stone       0.05  0.23   0.00
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
MasVnrType                              
BrkCmn        0.33    0.05   0.00    0.0
BrkFace       0.67    0.87   0.68    1.0
Stone         0.00    0.08   0.32    0.0
----------------------------------------
BsmtQual      Ex    Fa    Gd    TA
MasVnrType                        
BrkCmn      0.00  0.33  0.01  0.06
BrkFace     0.49  0.67  0.77  0.87
Stone       0.51  0.00  0.22  0.07
----------------------------------------
BsmtCond      Fa    Gd    TA
MasVnrType                  
BrkCmn      0.00  0.00  0.03
BrkFace     0.86  0.73  0.75
Stone       0.14  0.27  0.22
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
MasVnrType                          
BrkCmn        0.01  0.01  0.05  0.03
BrkFace       0.69  0.68  0.64  0.81
Stone         0.31  0.31  0.31  0.16
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
MasVnrType                                      
BrkCmn        0.01  0.02  0.00  0.11  0.18  0.02
BrkFace       0.86  0.92  0.71  0.84  0.72  0.71
Stone         0.13  0.06  0.29  0.05  0.10  0.28
----------------------------------------
BsmtFinType2  BLQ   LwQ   Rec   Unf  other
MasVnrType                                
BrkCmn        0.1  0.06  0.17  0.02   0.00
BrkFace       0.8  0.82  0.78  0.75   0.89
Stone         0.1  0.12  0.06  0.23   0.11
----------------------------------------
Heating     GasA  other
MasVnrType             
BrkCmn      0.03    0.0
BrkFace     0.76    1.0
Stone       0.22    0.0
----------------------------------------
HeatingQC     Ex   Fa    Gd    TA
MasVnrType                       
BrkCmn      0.01  0.1  0.05  0.06
BrkFace     0.68  0.8  0.89  0.88
Stone       0.31  0.1  0.05  0.06
----------------------------------------
CentralAir    N     Y
MasVnrType           
BrkCmn      0.0  0.03
BrkFace     1.0  0.75
Stone       0.0  0.22
----------------------------------------
Electrical  FuseA  SBrkr  other
MasVnrType                     
BrkCmn       0.00   0.03    0.0
BrkFace      0.83   0.75    1.0
Stone        0.17   0.22    0.0
----------------------------------------
KitchenQual    Ex   Fa    Gd    TA
MasVnrType                        
BrkCmn       0.00  0.0  0.01  0.06
BrkFace      0.48  1.0  0.73  0.88
Stone        0.52  0.0  0.26  0.06
----------------------------------------
Functional  Min1  Min2   Typ  other
MasVnrType                         
BrkCmn      0.22   0.0  0.02    0.2
BrkFace     0.67   0.5  0.77    0.4
Stone       0.11   0.5  0.21    0.4
----------------------------------------
FireplaceQu   Fa    Gd    TA  other
MasVnrType                         
BrkCmn       0.0  0.01  0.04   0.05
BrkFace      1.0  0.58  0.90   0.73
Stone        0.0  0.42  0.05   0.23
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
MasVnrType                                
BrkCmn        0.02     0.00    0.05   0.13
BrkFace       0.76     0.65    0.81   0.73
Stone         0.22     0.35    0.14   0.13
----------------------------------------
GarageFinish   Fin   RFn   Unf
MasVnrType                    
BrkCmn        0.01  0.01  0.07
BrkFace       0.70  0.76  0.83
Stone         0.29  0.23  0.10
----------------------------------------
GarageQual   Fa    TA  other
MasVnrType                  
BrkCmn      0.0  0.03    0.0
BrkFace     1.0  0.75    1.0
Stone       0.0  0.22    0.0
----------------------------------------
GarageCond   Fa    TA  other
MasVnrType                  
BrkCmn      0.0  0.03    0.0
BrkFace     0.5  0.75    0.8
Stone       0.5  0.22    0.2
----------------------------------------
PavedDrive     N     P     Y
MasVnrType                  
BrkCmn      0.33  0.00  0.02
BrkFace     0.67  0.67  0.76
Stone       0.00  0.33  0.22
----------------------------------------
PoolQC       Fa   Gd
MasVnrType          
BrkFace     1.0  0.0
Stone       0.0  1.0
----------------------------------------
Fence       GdPrv  GdWo  MnPrv  MnWw
MasVnrType                          
BrkCmn       0.14  0.05   0.07   0.0
BrkFace      0.82  0.95   0.83   1.0
Stone        0.05  0.00   0.11   0.0
----------------------------------------
MiscFeature  Shed  other
MasVnrType              
BrkCmn       0.15    0.0
BrkFace      0.77    1.0
Stone        0.08    0.0
----------------------------------------
SaleType     COD   New    WD  other
MasVnrType                         
BrkCmn      0.11  0.00  0.03   0.00
BrkFace     0.83  0.41  0.81   0.67
Stone       0.06  0.59  0.16   0.33
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
MasVnrType                                    
BrkCmn            0.12    0.02      0.0   0.08
BrkFace           0.79    0.82      0.4   0.77
Stone             0.09    0.16      0.6   0.15
----------------------------------------
MSSubClass    20    30    50    60    70    80    90   120   160  190  other
ExterQual                                                                   
Ex          0.04  0.00  0.00  0.06  0.02  0.00  0.00  0.08  0.00  0.0   0.03
Fa          0.01  0.06  0.01  0.00  0.00  0.00  0.02  0.00  0.00  0.1   0.00
Gd          0.31  0.06  0.12  0.61  0.10  0.19  0.00  0.74  0.43  0.0   0.13
TA          0.64  0.88  0.86  0.33  0.88  0.81  0.98  0.18  0.57  0.9   0.84
----------------------------------------
MSZoning     FV    RL    RM  other
ExterQual                         
Ex         0.05  0.04  0.01   0.00
Fa         0.00  0.00  0.02   0.19
Gd         0.86  0.35  0.13   0.04
TA         0.09  0.61  0.84   0.77
----------------------------------------
Street     Grvl  Pave
ExterQual            
Ex          0.0  0.04
Fa          0.5  0.01
Gd          0.0  0.34
TA          0.5  0.62
----------------------------------------
Alley      Grvl  Pave
ExterQual            
Fa         0.00  0.05
Gd         0.04  0.54
TA         0.96  0.41
----------------------------------------
LotShape    IR1   IR2  IR3   Reg
ExterQual                       
Ex         0.04  0.12  0.1  0.03
Fa         0.01  0.02  0.0  0.01
Gd         0.44  0.46  0.5  0.27
TA         0.51  0.39  0.4  0.69
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
ExterQual                          
Ex           0.03  0.10  0.00  0.03
Fa           0.08  0.02  0.08  0.00
Gd           0.05  0.38  0.33  0.35
TA           0.84  0.50  0.58  0.62
----------------------------------------
Utilities  AllPub  NoSeWa
ExterQual                
Ex           0.04     0.0
Fa           0.01     0.0
Gd           0.33     0.0
TA           0.62     1.0
----------------------------------------
LotConfig  Corner  CulDSac   FR2   FR3  Inside
ExterQual                                     
Ex           0.03     0.04  0.04  0.00    0.04
Fa           0.01     0.00  0.00  0.00    0.01
Gd           0.30     0.45  0.40  0.75    0.33
TA           0.65     0.51  0.55  0.25    0.63
----------------------------------------
LandSlope   Gtl   Mod   Sev
ExterQual                  
Ex         0.04  0.03  0.00
Fa         0.01  0.06  0.08
Gd         0.34  0.22  0.15
TA         0.62  0.69  0.77
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
ExterQual                                                                    
Ex               0.00     0.00     0.04     0.03     0.03    0.00      0.0   
Fa               0.05     0.00     0.00     0.01     0.00    0.14      0.0   
Gd               0.07     0.73     0.25     0.08     0.52    0.03      0.1   
TA               0.88     0.27     0.71     0.88     0.46    0.84      0.9   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
ExterQual                                                                 
Ex             0.01    0.01     0.05     0.36     0.01    0.00     0.00   
Fa             0.00    0.00     0.00     0.00     0.03    0.00     0.02   
Gd             0.06    0.15     0.95     0.62     0.07    0.03     0.56   
TA             0.93    0.84     0.00     0.01     0.89    0.97     0.42   

Neighborhood  Somerst  Timber  other  
ExterQual                             
Ex               0.06    0.05   0.03  
Fa               0.00    0.00   0.01  
Gd               0.86    0.61   0.37  
TA               0.08    0.34   0.60  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
ExterQual                             
Ex            0.02   0.01  0.04   0.04
Fa            0.02   0.05  0.01   0.01
Gd            0.06   0.10  0.36   0.32
TA            0.90   0.84  0.60   0.62
----------------------------------------
Condition2  Norm  other
ExterQual              
Ex          0.03   0.20
Fa          0.01   0.07
Gd          0.34   0.00
TA          0.62   0.73
----------------------------------------
BldgType   1Fam  2fmCon  Duplex  Twnhs  TwnhsE
ExterQual                                     
Ex         0.04    0.00    0.00   0.00    0.06
Fa         0.01    0.13    0.02   0.00    0.00
Gd         0.33    0.00    0.00   0.42    0.63
TA         0.63    0.87    0.98   0.58    0.31
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
ExterQual                                              
Ex            0.00    0.04    0.04    0.03  0.00   0.03
Fa            0.01    0.01    0.00    0.00  0.00   0.06
Gd            0.11    0.33    0.49    0.05  0.17   0.09
TA            0.88    0.62    0.47    0.92  0.83   0.82
----------------------------------------
OverallQual     4     5     6     7     8     9  other
ExterQual                                             
Ex           0.00  0.00  0.01  0.01  0.05  0.53   0.35
Fa           0.04  0.01  0.00  0.00  0.00  0.00   0.12
Gd           0.01  0.04  0.20  0.68  0.92  0.44   0.12
TA           0.95  0.95  0.79  0.30  0.04  0.02   0.42
----------------------------------------
OverallCond     4     5     6     7     8  other
ExterQual                                       
Ex           0.00  0.05  0.00  0.00  0.03   0.08
Fa           0.07  0.00  0.00  0.01  0.00   0.08
Gd           0.04  0.50  0.09  0.15  0.15   0.21
TA           0.89  0.44  0.90  0.84  0.82   0.64
----------------------------------------
RoofStyle  Gable   Hip  other
ExterQual                    
Ex          0.01  0.13   0.00
Fa          0.01  0.02   0.00
Gd          0.34  0.30   0.24
TA          0.64  0.54   0.76
----------------------------------------
RoofMatl   CompShg  other
ExterQual                
Ex            0.03   0.08
Fa            0.01   0.00
Gd            0.33   0.35
TA            0.62   0.58
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
ExterQual                                                                    
Ex              0.00     0.25     0.00     0.04     0.00     0.05     0.00   
Fa              0.00     0.00     0.00     0.01     0.01     0.01     0.02   
Gd              0.24     0.36     0.19     0.15     0.14     0.63     0.14   
TA              0.76     0.39     0.81     0.80     0.85     0.31     0.83   

Exterior1st  other  
ExterQual           
Ex            0.04  
Fa            0.03  
Gd            0.12  
TA            0.82  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
ExterQual                                                                    
Ex              0.25     0.00     0.04     0.00     0.05     0.01     0.05   
Fa              0.00     0.00     0.01     0.01     0.01     0.02     0.03   
Gd              0.37     0.20     0.16     0.12     0.64     0.12     0.24   
TA              0.38     0.79     0.79     0.87     0.31     0.85     0.68   

Exterior2nd  other  
ExterQual           
Ex            0.02  
Fa            0.03  
Gd            0.19  
TA            0.76  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
ExterQual                         
Ex            0.00     0.05   0.19
Gd            0.13     0.43   0.66
TA            0.87     0.52   0.15
----------------------------------------
ExterQual   Ex   Fa   Gd   TA
ExterQual                    
Ex         1.0  0.0  0.0  0.0
Fa         0.0  1.0  0.0  0.0
Gd         0.0  0.0  1.0  0.0
TA         0.0  0.0  0.0  1.0
----------------------------------------
ExterCond    Gd    TA  other
ExterQual                   
Ex         0.02  0.04   0.03
Fa         0.00  0.01   0.19
Gd         0.24  0.35   0.00
TA         0.74  0.60   0.78
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
ExterQual                               
Ex            0.01    0.01   0.07   0.03
Fa            0.01    0.01   0.00   0.06
Gd            0.07    0.09   0.64   0.12
TA            0.91    0.89   0.28   0.79
----------------------------------------
BsmtQual     Ex    Fa    Gd    TA
ExterQual                        
Ex         0.36  0.00  0.01  0.01
Fa         0.00  0.06  0.00  0.01
Gd         0.55  0.03  0.61  0.06
TA         0.08  0.91  0.38  0.92
----------------------------------------
BsmtCond     Fa    Gd   Po    TA
ExterQual                       
Ex         0.00  0.09  0.0  0.04
Fa         0.09  0.00  0.5  0.01
Gd         0.07  0.46  0.0  0.35
TA         0.84  0.45  0.5  0.61
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
ExterQual                           
Ex            0.05  0.13  0.01  0.02
Fa            0.00  0.01  0.00  0.01
Gd            0.54  0.39  0.36  0.29
TA            0.40  0.46  0.63  0.68
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
ExterQual                                       
Ex            0.02  0.00  0.09  0.00  0.00  0.03
Fa            0.00  0.01  0.00  0.04  0.00  0.02
Gd            0.15  0.09  0.61  0.12  0.06  0.38
TA            0.82  0.90  0.30  0.84  0.94  0.57
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
ExterQual                                  
Ex            0.03  0.00  0.00  0.04   0.06
Fa            0.00  0.00  0.02  0.01   0.03
Gd            0.18  0.11  0.11  0.37   0.30
TA            0.79  0.89  0.87  0.59   0.61
----------------------------------------
Heating    GasA  other
ExterQual             
Ex         0.04   0.00
Fa         0.01   0.03
Gd         0.34   0.12
TA         0.62   0.84
----------------------------------------
HeatingQC    Ex    Fa    Gd   Po    TA
ExterQual                             
Ex         0.07  0.00  0.01  0.0  0.00
Fa         0.00  0.06  0.01  0.0  0.01
Gd         0.57  0.00  0.18  0.0  0.06
TA         0.37  0.94  0.79  1.0  0.93
----------------------------------------
CentralAir     N     Y
ExterQual             
Ex          0.00  0.04
Fa          0.09  0.00
Gd          0.04  0.35
TA          0.86  0.60
----------------------------------------
Electrical  FuseA  SBrkr  other
ExterQual                      
Ex           0.00   0.04   0.00
Fa           0.04   0.01   0.06
Gd           0.01   0.37   0.00
TA           0.95   0.59   0.94
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
ExterQual                          
Ex           0.42  0.00  0.01  0.00
Fa           0.00  0.21  0.00  0.01
Gd           0.47  0.00  0.70  0.04
TA           0.11  0.79  0.29  0.94
----------------------------------------
Functional  Min1  Min2   Typ  other
ExterQual                          
Ex          0.03  0.00  0.04   0.03
Fa          0.00  0.03  0.01   0.09
Gd          0.06  0.09  0.35   0.29
TA          0.90  0.88  0.61   0.60
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
ExterQual                           
Ex           0.00  0.11  0.01   0.16
Fa           0.00  0.00  0.00   0.02
Gd           0.21  0.47  0.42   0.34
TA           0.79  0.42  0.57   0.48
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
ExterQual                                 
Ex            0.04     0.14    0.00   0.00
Fa            0.00     0.00    0.01   0.09
Gd            0.45     0.60    0.11   0.06
TA            0.51     0.26    0.88   0.85
----------------------------------------
GarageFinish   Fin   RFn   Unf
ExterQual                     
Ex            0.11  0.02  0.00
Fa            0.00  0.00  0.01
Gd            0.56  0.54  0.10
TA            0.32  0.44  0.88
----------------------------------------
GarageQual   Fa    TA  other
ExterQual                   
Ex          0.0  0.04   0.05
Fa          0.0  0.01   0.00
Gd          0.1  0.36   0.35
TA          0.9  0.59   0.60
----------------------------------------
GarageCond    Fa    TA  other
ExterQual                    
Ex          0.00  0.04   0.00
Fa          0.00  0.01   0.00
Gd          0.06  0.36   0.17
TA          0.94  0.59   0.83
----------------------------------------
PavedDrive     N     P     Y
ExterQual                   
Ex          0.00  0.00  0.04
Fa          0.09  0.00  0.00
Gd          0.06  0.03  0.36
TA          0.86  0.97  0.60
----------------------------------------
PoolQC      Ex   Fa    Gd
ExterQual                
Ex         0.0  0.0  0.33
Gd         1.0  0.0  0.33
TA         0.0  1.0  0.33
----------------------------------------
Fence      GdPrv  GdWo  MnPrv  MnWw
ExterQual                          
Ex          0.02  0.00   0.00   0.0
Fa          0.00  0.00   0.01   0.0
Gd          0.20  0.07   0.07   0.0
TA          0.78  0.93   0.92   1.0
----------------------------------------
MiscFeature  Shed  other
ExterQual               
Ex           0.04    0.0
Fa           0.04    0.2
Gd           0.14    0.2
TA           0.78    0.6
----------------------------------------
SaleType    COD   New    WD  other
ExterQual                         
Ex         0.00  0.22  0.02   0.04
Fa         0.00  0.00  0.01   0.11
Gd         0.16  0.70  0.31   0.29
TA         0.84  0.08  0.67   0.57
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
ExterQual                                     
Ex                0.00    0.02     0.22   0.00
Fa                0.02    0.01     0.00   0.03
Gd                0.21    0.31     0.69   0.14
TA                0.77    0.66     0.10   0.83
----------------------------------------
MSSubClass    20    30    50    60    70    80    90   120   160   190  other
ExterCond                                                                    
Gd          0.10  0.16  0.18  0.05  0.22  0.16  0.04  0.02  0.03  0.10   0.18
TA          0.89  0.75  0.76  0.95  0.73  0.84  0.94  0.98  0.97  0.67   0.81
other       0.01  0.09  0.06  0.00  0.05  0.00  0.02  0.00  0.00  0.23   0.02
----------------------------------------
MSZoning    FV    RL    RM  other
ExterCond                        
Gd         0.0  0.09  0.16   0.08
TA         1.0  0.89  0.79   0.81
other      0.0  0.02  0.05   0.12
----------------------------------------
Street     Grvl  Pave
ExterCond            
Gd         0.17  0.10
TA         0.83  0.88
other      0.00  0.02
----------------------------------------
Alley      Grvl  Pave
ExterCond            
Gd         0.16  0.07
TA         0.76  0.90
other      0.08  0.02
----------------------------------------
LotShape    IR1  IR2  IR3   Reg
ExterCond                      
Gd         0.11  0.1  0.0  0.10
TA         0.88  0.9  1.0  0.87
other      0.01  0.0  0.0  0.03
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
ExterCond                          
Gd           0.11  0.08  0.08  0.10
TA           0.86  0.90  0.86  0.88
other        0.03  0.02  0.06  0.02
----------------------------------------
Utilities  AllPub  NoSeWa
ExterCond                
Gd           0.10     0.0
TA           0.88     1.0
other        0.02     0.0
----------------------------------------
LotConfig  Corner  CulDSac   FR2  FR3  Inside
ExterCond                                    
Gd           0.13     0.13  0.06  0.0    0.09
TA           0.84     0.87  0.91  1.0    0.88
other        0.02     0.00  0.02  0.0    0.02
----------------------------------------
LandSlope   Gtl   Mod   Sev
ExterCond                  
Gd         0.10  0.09  0.00
TA         0.88  0.88  0.92
other      0.02  0.03  0.08
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
ExterCond                                                                    
Gd               0.14     0.06     0.25     0.10     0.01    0.14     0.16   
TA               0.76     0.94     0.73     0.84     0.99    0.68     0.82   
other            0.10     0.00     0.02     0.06     0.00    0.19     0.02   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
ExterCond                                                                 
Gd             0.12    0.15     0.07      0.0     0.23    0.16     0.03   
TA             0.88    0.85     0.93      1.0     0.73    0.82     0.93   
other          0.01    0.00     0.00      0.0     0.04    0.01     0.03   

Neighborhood  Somerst  Timber  other  
ExterCond                             
Gd                0.0    0.05   0.07  
TA                1.0    0.95   0.92  
other             0.0    0.00   0.01  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
ExterCond                             
Gd            0.23   0.14  0.09   0.11
TA            0.71   0.80  0.89   0.89
other         0.06   0.06  0.02   0.00
----------------------------------------
Condition2  Norm  other
ExterCond              
Gd          0.10   0.13
TA          0.88   0.73
other       0.02   0.13
----------------------------------------
BldgType   1Fam  2fmCon  Duplex  Twnhs  TwnhsE
ExterCond                                     
Gd         0.11    0.10    0.04   0.07    0.03
TA         0.87    0.68    0.94   0.93    0.97
other      0.02    0.23    0.02   0.00    0.00
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
ExterCond                                              
Gd            0.17    0.09    0.07    0.22  0.14   0.09
TA            0.76    0.89    0.91    0.78  0.85   0.88
other         0.07    0.02    0.01    0.00  0.02   0.03
----------------------------------------
OverallQual     4     5     6     7     8    9  other
ExterCond                                            
Gd           0.09  0.13  0.13  0.07  0.06  0.0   0.12
TA           0.86  0.84  0.86  0.92  0.94  1.0   0.72
other        0.04  0.03  0.01  0.01  0.00  0.0   0.16
----------------------------------------
OverallCond     4     5     6     7     8  other
ExterCond                                       
Gd           0.07  0.04  0.10  0.23  0.36   0.28
TA           0.81  0.96  0.88  0.77  0.61   0.49
other        0.12  0.01  0.02  0.00  0.03   0.23
----------------------------------------
RoofStyle  Gable   Hip  other
ExterCond                    
Gd          0.10  0.08   0.21
TA          0.88  0.90   0.70
other       0.02  0.02   0.09
----------------------------------------
RoofMatl   CompShg  other
ExterCond                
Gd            0.10   0.23
TA            0.88   0.77
other         0.02   0.00
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
ExterCond                                                                    
Gd              0.08     0.07     0.08     0.18     0.12     0.07     0.12   
TA              0.88     0.93     0.91     0.80     0.87     0.92     0.83   
other           0.04     0.00     0.01     0.02     0.01     0.01     0.04   

Exterior1st  other  
ExterCond           
Gd            0.10  
TA            0.81  
other         0.09  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
ExterCond                                                                    
Gd              0.07     0.10     0.18     0.11     0.07     0.12     0.08   
TA              0.93     0.89     0.79     0.87     0.92     0.85     0.87   
other           0.00     0.01     0.02     0.01     0.01     0.04     0.05   

Exterior2nd  other  
ExterCond           
Gd            0.06  
TA            0.86  
other         0.08  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
ExterCond                         
Gd            0.13     0.09   0.02
TA            0.80     0.91   0.98
other         0.07     0.01   0.00
----------------------------------------
ExterQual    Ex    Fa    Gd    TA
ExterCond                        
Gd         0.06  0.00  0.07  0.12
TA         0.92  0.57  0.93  0.85
other      0.02  0.43  0.00  0.03
----------------------------------------
ExterCond   Gd   TA  other
ExterCond                 
Gd         1.0  0.0    0.0
TA         0.0  1.0    0.0
other      0.0  0.0    1.0
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
ExterCond                               
Gd            0.18    0.13   0.06   0.06
TA            0.74    0.85   0.94   0.79
other         0.08    0.02   0.00   0.15
----------------------------------------
BsmtQual     Ex    Fa    Gd    TA
ExterCond                        
Gd         0.02  0.17  0.07  0.14
TA         0.98  0.74  0.93  0.82
other      0.00  0.09  0.00  0.04
----------------------------------------
BsmtCond     Fa    Gd   Po    TA
ExterCond                       
Gd         0.20  0.34  0.0  0.09
TA         0.64  0.66  0.0  0.90
other      0.16  0.00  1.0  0.01
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
ExterCond                           
Gd            0.07  0.10  0.13  0.11
TA            0.92  0.89  0.86  0.87
other         0.00  0.01  0.01  0.03
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
ExterCond                                       
Gd            0.16  0.13  0.07  0.15  0.12  0.07
TA            0.83  0.84  0.92  0.84  0.84  0.89
other         0.00  0.03  0.00  0.01  0.04  0.04
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
ExterCond                                  
Gd            0.18  0.11  0.13  0.10   0.15
TA            0.82  0.89  0.87  0.88   0.85
other         0.00  0.00  0.00  0.02   0.00
----------------------------------------
Heating    GasA  other
ExterCond             
Gd         0.10   0.12
TA         0.88   0.81
other      0.02   0.06
----------------------------------------
HeatingQC    Ex    Fa    Gd   Po    TA
ExterCond                             
Gd         0.09  0.06  0.15  0.0  0.09
TA         0.90  0.84  0.83  1.0  0.88
other      0.01  0.10  0.03  0.0  0.03
----------------------------------------
CentralAir     N     Y
ExterCond             
Gd          0.08  0.10
TA          0.79  0.88
other       0.13  0.01
----------------------------------------
Electrical  FuseA  SBrkr  other
ExterCond                      
Gd           0.03   0.11   0.00
TA           0.90   0.88   0.81
other        0.06   0.01   0.19
----------------------------------------
KitchenQual    Ex    Fa   Gd    TA
ExterCond                         
Gd           0.05  0.05  0.1  0.11
TA           0.95  0.69  0.9  0.86
other        0.00  0.26  0.0  0.03
----------------------------------------
Functional  Min1  Min2   Typ  other
ExterCond                          
Gd          0.03  0.12  0.10   0.06
TA          0.94  0.88  0.88   0.71
other       0.03  0.00  0.02   0.23
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
ExterCond                           
Gd           0.09  0.08  0.11   0.14
TA           0.91  0.91  0.89   0.84
other        0.00  0.02  0.01   0.02
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
ExterCond                                 
Gd            0.09     0.06    0.14   0.12
TA            0.91     0.94    0.83   0.85
other         0.01     0.00    0.03   0.03
----------------------------------------
GarageFinish   Fin   RFn   Unf
ExterCond                     
Gd            0.07  0.07  0.14
TA            0.93  0.92  0.83
other         0.00  0.00  0.03
----------------------------------------
GarageQual    Fa    TA  other
ExterCond                    
Gd          0.08  0.10   0.15
TA          0.92  0.89   0.70
other       0.00  0.01   0.15
----------------------------------------
GarageCond    Fa    TA  other
ExterCond                    
Gd          0.03  0.10   0.17
TA          0.89  0.89   0.72
other       0.09  0.01   0.11
----------------------------------------
PavedDrive     N     P     Y
ExterCond                   
Gd          0.10  0.17  0.10
TA          0.76  0.77  0.89
other       0.14  0.07  0.01
----------------------------------------
PoolQC      Ex   Fa    Gd
ExterCond                
Gd         0.5  0.0  0.33
TA         0.5  1.0  0.67
----------------------------------------
Fence      GdPrv  GdWo  MnPrv  MnWw
ExterCond                          
Gd          0.24  0.07   0.16  0.18
TA          0.75  0.91   0.80  0.82
other       0.02  0.02   0.04  0.00
----------------------------------------
MiscFeature  Shed  other
ExterCond               
Gd           0.10    0.2
TA           0.88    0.6
other        0.02    0.2
----------------------------------------
SaleType    COD  New    WD  other
ExterCond                        
Gd         0.16  0.0  0.11   0.04
TA         0.81  1.0  0.87   0.82
other      0.02  0.0  0.02   0.14
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
ExterCond                                     
Gd                0.11    0.11      0.0   0.14
TA                0.86    0.87      1.0   0.81
other             0.03    0.02      0.0   0.06
----------------------------------------
MSSubClass    20    30    50    60    70    80    90  120   160   190  other
Foundation                                                                  
BrkTil      0.00  0.57  0.36  0.00  0.48  0.00  0.00  0.0  0.00  0.30   0.27
CBlock      0.57  0.32  0.44  0.20  0.25  0.72  0.75  0.1  0.49  0.50   0.48
PConc       0.41  0.12  0.17  0.79  0.22  0.28  0.06  0.9  0.51  0.13   0.23
other       0.02  0.00  0.03  0.01  0.05  0.00  0.19  0.0  0.00  0.07   0.02
----------------------------------------
MSZoning     FV    RL    RM  other
Foundation                        
BrkTil      0.0  0.05  0.35   0.27
CBlock      0.0  0.47  0.37   0.50
PConc       1.0  0.45  0.25   0.15
other       0.0  0.02  0.03   0.08
----------------------------------------
Street      Grvl  Pave
Foundation            
BrkTil       0.0  0.10
CBlock       1.0  0.43
PConc        0.0  0.44
other        0.0  0.02
----------------------------------------
Alley       Grvl  Pave
Foundation            
BrkTil      0.52  0.22
CBlock      0.32  0.07
PConc       0.14  0.66
other       0.02  0.05
----------------------------------------
LotShape     IR1   IR2  IR3   Reg
Foundation                       
BrkTil      0.05  0.07  0.1  0.13
CBlock      0.42  0.15  0.2  0.46
PConc       0.52  0.73  0.7  0.39
other       0.01  0.05  0.0  0.03
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
Foundation                         
BrkTil       0.29  0.06  0.03  0.09
CBlock       0.44  0.26  0.67  0.43
PConc        0.22  0.66  0.28  0.45
other        0.05  0.02  0.03  0.02
----------------------------------------
Utilities   AllPub  NoSeWa
Foundation                
BrkTil        0.10     0.0
CBlock        0.43     1.0
PConc         0.44     0.0
other         0.02     0.0
----------------------------------------
LotConfig   Corner  CulDSac   FR2   FR3  Inside
Foundation                                     
BrkTil        0.13     0.00  0.04  0.25    0.10
CBlock        0.44     0.49  0.30  0.00    0.43
PConc         0.40     0.49  0.64  0.75    0.44
other         0.03     0.02  0.02  0.00    0.02
----------------------------------------
LandSlope    Gtl   Mod   Sev
Foundation                  
BrkTil      0.10  0.06  0.15
CBlock      0.43  0.57  0.62
PConc       0.45  0.32  0.23
other       0.02  0.05  0.00
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
Foundation                                                                   
BrkTil           0.55     0.00     0.31     0.17     0.00    0.27     0.00   
CBlock           0.26     0.14     0.41     0.51     0.03    0.51     0.55   
PConc            0.16     0.86     0.25     0.26     0.95    0.16     0.41   
other            0.03     0.00     0.02     0.06     0.03    0.05     0.04   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
Foundation                                                                
BrkTil         0.00    0.00     0.00     0.00     0.48    0.01     0.02   
CBlock         0.90    0.88     0.02     0.01     0.36    0.86     0.32   
PConc          0.06    0.12     0.98     0.99     0.13    0.09     0.59   
other          0.04    0.00     0.00     0.00     0.03    0.03     0.07   

Neighborhood  Somerst  Timber  other  
Foundation                            
BrkTil            0.0    0.00   0.09  
CBlock            0.0    0.37   0.47  
PConc             1.0    0.61   0.43  
other             0.0    0.03   0.00  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
Foundation                            
BrkTil        0.29   0.11  0.09   0.11
CBlock        0.58   0.65  0.41   0.45
PConc         0.12   0.20  0.47   0.42
other         0.00   0.04  0.02   0.01
----------------------------------------
Condition2  Norm  other
Foundation             
BrkTil      0.10   0.47
CBlock      0.44   0.33
PConc       0.45   0.20
other       0.02   0.00
----------------------------------------
BldgType    1Fam  2fmCon  Duplex  Twnhs  TwnhsE
Foundation                                     
BrkTil      0.11    0.29    0.00   0.00    0.00
CBlock      0.44    0.52    0.75   0.53    0.21
PConc       0.43    0.13    0.06   0.47    0.79
other       0.02    0.06    0.19   0.00    0.00
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
Foundation                                             
BrkTil        0.36    0.06    0.07    0.00  0.00   0.58
CBlock        0.45    0.50    0.27    0.78  0.72   0.27
PConc         0.15    0.42    0.64    0.19  0.28   0.15
other         0.04    0.02    0.02    0.03  0.00   0.00
----------------------------------------
OverallQual     4     5     6     7     8     9  other
Foundation                                            
BrkTil       0.16  0.13  0.13  0.06  0.01  0.00   0.21
CBlock       0.61  0.69  0.56  0.18  0.06  0.02   0.30
PConc        0.15  0.16  0.31  0.75  0.92  0.98   0.37
other        0.08  0.03  0.01  0.01  0.01  0.00   0.12
----------------------------------------
OverallCond     4     5     6     7     8  other
Foundation                                      
BrkTil       0.16  0.03  0.15  0.19  0.28   0.32
CBlock       0.67  0.28  0.68  0.64  0.54   0.47
PConc        0.11  0.67  0.17  0.15  0.17   0.11
other        0.07  0.02  0.00  0.03  0.01   0.09
----------------------------------------
RoofStyle   Gable   Hip  other
Foundation                    
BrkTil       0.11  0.03   0.18
CBlock       0.41  0.50   0.58
PConc        0.45  0.45   0.18
other        0.02  0.01   0.06
----------------------------------------
RoofMatl    CompShg  other
Foundation                
BrkTil         0.10   0.04
CBlock         0.43   0.69
PConc          0.45   0.23
other          0.02   0.04
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
Foundation                                                                   
BrkTil          0.14     0.02     0.00     0.17     0.00     0.02     0.31   
CBlock          0.58     0.36     0.75     0.56     0.81     0.15     0.49   
PConc           0.20     0.61     0.23     0.25     0.15     0.82     0.19   
other           0.08     0.02     0.02     0.02     0.04     0.01     0.02   

Exterior1st  other  
Foundation          
BrkTil        0.31  
CBlock        0.38  
PConc         0.22  
other         0.09  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
Foundation                                                                   
BrkTil          0.02     0.00     0.17     0.02     0.02     0.31     0.24   
CBlock          0.35     0.73     0.56     0.82     0.14     0.50     0.37   
PConc           0.62     0.25     0.26     0.13     0.83     0.16     0.32   
other           0.02     0.02     0.02     0.03     0.01     0.03     0.08   

Exterior2nd  other  
Foundation          
BrkTil        0.23  
CBlock        0.43  
PConc         0.27  
other         0.07  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
Foundation                        
BrkTil        0.07     0.00   0.00
CBlock        0.87     0.48   0.16
PConc         0.07     0.51   0.84
other         0.00     0.01   0.00
----------------------------------------
ExterQual     Ex    Fa    Gd    TA
Foundation                        
BrkTil      0.02  0.14  0.02  0.15
CBlock      0.08  0.64  0.12  0.62
PConc       0.88  0.07  0.85  0.20
other       0.02  0.14  0.01  0.03
----------------------------------------
ExterCond     Gd    TA  other
Foundation                   
BrkTil      0.18  0.08   0.38
CBlock      0.56  0.42   0.38
PConc       0.25  0.47   0.09
other       0.01  0.02   0.16
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
Foundation                              
BrkTil         1.0     0.0    0.0    0.0
CBlock         0.0     1.0    0.0    0.0
PConc          0.0     0.0    1.0    0.0
other          0.0     0.0    0.0    1.0
----------------------------------------
BsmtQual      Ex    Fa    Gd    TA
Foundation                        
BrkTil      0.01  0.49  0.03  0.17
CBlock      0.02  0.34  0.24  0.72
PConc       0.98  0.14  0.73  0.11
other       0.00  0.03  0.00  0.01
----------------------------------------
BsmtCond      Fa    Gd   Po    TA
Foundation                       
BrkTil      0.42  0.08  1.0  0.09
CBlock      0.47  0.28  0.0  0.45
PConc       0.09  0.63  0.0  0.46
other       0.02  0.02  0.0  0.01
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
Foundation                          
BrkTil        0.00  0.01  0.13  0.13
CBlock        0.36  0.40  0.38  0.47
PConc         0.63  0.59  0.48  0.39
other         0.01  0.00  0.01  0.01
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
Foundation                                      
BrkTil        0.05  0.10  0.00  0.15  0.14  0.20
CBlock        0.73  0.80  0.19  0.68  0.80  0.25
PConc         0.21  0.09  0.80  0.16  0.05  0.53
other         0.00  0.00  0.01  0.01  0.00  0.01
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
Foundation                                 
BrkTil        0.03  0.02  0.04  0.11   0.06
CBlock        0.88  0.87  0.81  0.39   0.58
PConc         0.09  0.11  0.15  0.49   0.36
other         0.00  0.00  0.00  0.01   0.00
----------------------------------------
Heating     GasA  other
Foundation             
BrkTil      0.09   0.56
CBlock      0.44   0.25
PConc       0.45   0.00
other       0.02   0.19
----------------------------------------
HeatingQC     Ex    Fa    Gd   Po    TA
Foundation                             
BrkTil      0.07  0.35  0.16  0.0  0.10
CBlock      0.22  0.45  0.52  1.0  0.75
PConc       0.70  0.08  0.29  0.0  0.12
other       0.01  0.12  0.03  0.0  0.03
----------------------------------------
CentralAir     N     Y
Foundation            
BrkTil      0.43  0.08
CBlock      0.36  0.44
PConc       0.08  0.47
other       0.13  0.02
----------------------------------------
Electrical  FuseA  SBrkr  other
Foundation                     
BrkTil       0.27   0.08   0.32
CBlock       0.62   0.42   0.39
PConc        0.07   0.48   0.13
other        0.04   0.02   0.16
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
Foundation                         
BrkTil       0.05  0.31  0.05  0.14
CBlock       0.11  0.38  0.21  0.66
PConc        0.84  0.21  0.73  0.17
other        0.00  0.10  0.01  0.03
----------------------------------------
Functional  Min1  Min2   Typ  other
Foundation                         
BrkTil      0.13  0.18  0.09   0.20
CBlock      0.77  0.62  0.42   0.49
PConc       0.03  0.12  0.47   0.23
other       0.06  0.09  0.02   0.09
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
Foundation                          
BrkTil       0.03  0.11  0.04   0.07
CBlock       0.76  0.30  0.46   0.36
PConc        0.21  0.58  0.49   0.52
other        0.00  0.01  0.01   0.05
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
Foundation                                
BrkTil        0.01     0.02    0.29   0.09
CBlock        0.42     0.15    0.48   0.68
PConc         0.55     0.82    0.20   0.15
other         0.01     0.01    0.03   0.09
----------------------------------------
GarageFinish   Fin   RFn   Unf
Foundation                    
BrkTil        0.01  0.01  0.20
CBlock        0.23  0.37  0.58
PConc         0.76  0.60  0.19
other         0.00  0.01  0.04
----------------------------------------
GarageQual    Fa    TA  other
Foundation                   
BrkTil      0.62  0.07   0.30
CBlock      0.29  0.43   0.40
PConc       0.08  0.48   0.25
other       0.00  0.02   0.05
----------------------------------------
GarageCond    Fa    TA  other
Foundation                   
BrkTil      0.49  0.08   0.28
CBlock      0.40  0.43   0.50
PConc       0.09  0.47   0.17
other       0.03  0.02   0.06
----------------------------------------
PavedDrive     N     P     Y
Foundation                  
BrkTil      0.41  0.40  0.07
CBlock      0.34  0.37  0.44
PConc       0.16  0.20  0.47
other       0.09  0.03  0.02
----------------------------------------
PoolQC       Ex   Fa    Gd
Foundation                
CBlock      0.0  1.0  0.67
PConc       1.0  0.0  0.33
----------------------------------------
Fence       GdPrv  GdWo  MnPrv  MnWw
Foundation                          
BrkTil       0.12  0.07   0.13  0.18
CBlock       0.54  0.76   0.69  0.82
PConc        0.29  0.15   0.17  0.00
other        0.05  0.02   0.01  0.00
----------------------------------------
MiscFeature  Shed  other
Foundation              
BrkTil       0.12    0.0
CBlock       0.63    0.8
PConc        0.16    0.0
other        0.08    0.2
----------------------------------------
SaleType     COD   New    WD  other
Foundation                         
BrkTil      0.09  0.01  0.11   0.18
CBlock      0.86  0.01  0.46   0.39
PConc       0.05  0.98  0.41   0.39
other       0.00  0.00  0.03   0.04
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
Foundation                                    
BrkTil            0.14    0.11     0.01   0.14
CBlock            0.57    0.46     0.02   0.47
PConc             0.28    0.41     0.97   0.31
other             0.01    0.02     0.00   0.08
----------------------------------------
MSSubClass    20    30    50    60    70    80    90  120   160   190  other
BsmtQual                                                                    
Ex          0.11  0.00  0.01  0.14  0.02  0.02  0.00  0.2  0.00  0.00   0.00
Fa          0.01  0.17  0.06  0.00  0.10  0.00  0.00  0.0  0.00  0.11   0.02
Gd          0.38  0.04  0.11  0.71  0.20  0.45  0.37  0.8  0.63  0.14   0.41
TA          0.50  0.78  0.82  0.15  0.68  0.53  0.63  0.0  0.37  0.75   0.57
----------------------------------------
MSZoning    FV    RL    RM  other
BsmtQual                         
Ex        0.12  0.10  0.03   0.00
Fa        0.00  0.02  0.07   0.04
Gd        0.88  0.46  0.21   0.12
TA        0.00  0.43  0.69   0.84
----------------------------------------
Street    Grvl  Pave
BsmtQual            
Ex        0.00  0.09
Fa        0.00  0.02
Gd        0.33  0.43
TA        0.67  0.46
----------------------------------------
Alley     Grvl  Pave
BsmtQual            
Ex        0.00  0.02
Fa        0.12  0.05
Gd        0.08  0.56
TA        0.80  0.37
----------------------------------------
LotShape   IR1   IR2  IR3   Reg
BsmtQual                       
Ex        0.12  0.10  0.2  0.06
Fa        0.01  0.00  0.1  0.03
Gd        0.52  0.75  0.7  0.37
TA        0.35  0.15  0.0  0.53
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
BsmtQual                           
Ex           0.05  0.22  0.06  0.08
Fa           0.08  0.00  0.03  0.02
Gd           0.16  0.52  0.53  0.44
TA           0.70  0.26  0.38  0.45
----------------------------------------
Utilities  AllPub  NoSeWa
BsmtQual                 
Ex           0.09     0.0
Fa           0.02     0.0
Gd           0.43     0.0
TA           0.46     1.0
----------------------------------------
LotConfig  Corner  CulDSac   FR2   FR3  Inside
BsmtQual                                      
Ex           0.09     0.12  0.15  0.25    0.08
Fa           0.04     0.00  0.00  0.25    0.02
Gd           0.36     0.59  0.59  0.50    0.43
TA           0.52     0.29  0.26  0.00    0.47
----------------------------------------
LandSlope   Gtl   Mod   Sev
BsmtQual                   
Ex         0.09  0.08  0.00
Fa         0.02  0.03  0.08
Gd         0.43  0.42  0.46
TA         0.46  0.47  0.46
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
BsmtQual                                                                     
Ex               0.00     0.05     0.06     0.06     0.04    0.00     0.17   
Fa               0.05     0.00     0.06     0.07     0.00    0.03     0.00   
Gd               0.07     0.87     0.33     0.24     0.91    0.03     0.32   
TA               0.87     0.07     0.55     0.64     0.05    0.94     0.51   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
BsmtQual                                                                  
Ex             0.00    0.01     0.15     0.62     0.00    0.00     0.02   
Fa             0.01    0.00     0.00     0.00     0.17    0.00     0.02   
Gd             0.10    0.51     0.85     0.38     0.06    0.14     0.87   
TA             0.89    0.48     0.00     0.00     0.77    0.86     0.09   

Neighborhood  Somerst  Timber  other  
BsmtQual                              
Ex               0.16    0.29   0.09  
Fa               0.00    0.00   0.00  
Gd               0.84    0.58   0.52  
TA               0.00    0.13   0.40  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
BsmtQual                              
Ex            0.00   0.01  0.09   0.10
Fa            0.15   0.03  0.02   0.03
Gd            0.02   0.23  0.46   0.49
TA            0.83   0.73  0.43   0.39
----------------------------------------
Condition2  Norm  other
BsmtQual               
Ex          0.08   0.13
Fa          0.02   0.20
Gd          0.44   0.13
TA          0.46   0.53
----------------------------------------
BldgType  1Fam  2fmCon  Duplex  Twnhs  TwnhsE
BsmtQual                                     
Ex        0.09    0.00    0.00   0.02    0.14
Fa        0.03    0.14    0.00   0.00    0.00
Gd        0.40    0.14    0.37   0.63    0.79
TA        0.48    0.72    0.63   0.35    0.07
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
BsmtQual                                               
Ex            0.01    0.11    0.10    0.00  0.02   0.03
Fa            0.05    0.02    0.02    0.00  0.00   0.03
Gd            0.13    0.39    0.61    0.78  0.45   0.06
TA            0.81    0.48    0.27    0.22  0.54   0.88
----------------------------------------
OverallQual     4     5     6     7     8     9  other
BsmtQual                                              
Ex           0.00  0.01  0.02  0.06  0.24  0.88   0.44
Fa           0.08  0.04  0.02  0.01  0.00  0.00   0.08
Gd           0.16  0.17  0.44  0.78  0.72  0.12   0.00
TA           0.77  0.79  0.52  0.16  0.04  0.00   0.47
----------------------------------------
OverallCond     4     5     6     7     8  other
BsmtQual                                        
Ex           0.00  0.15  0.00  0.01  0.00   0.02
Fa           0.02  0.01  0.02  0.05  0.10   0.10
Gd           0.12  0.60  0.25  0.25  0.18   0.14
TA           0.87  0.25  0.72  0.69  0.72   0.73
----------------------------------------
RoofStyle  Gable   Hip  other
BsmtQual                     
Ex          0.05  0.23   0.00
Fa          0.03  0.01   0.06
Gd          0.48  0.27   0.38
TA          0.44  0.49   0.56
----------------------------------------
RoofMatl  CompShg  other
BsmtQual                
Ex           0.08   0.12
Fa           0.03   0.00
Gd           0.43   0.56
TA           0.46   0.32
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
BsmtQual                                                                     
Ex              0.00     0.26     0.02     0.05     0.00     0.16     0.02   
Fa              0.00     0.00     0.01     0.05     0.00     0.01     0.06   
Gd              0.31     0.51     0.38     0.22     0.57     0.67     0.17   
TA              0.69     0.23     0.59     0.68     0.43     0.16     0.75   

Exterior1st  other  
BsmtQual            
Ex            0.07  
Fa            0.07  
Gd            0.11  
TA            0.74  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
BsmtQual                                                                     
Ex              0.28     0.02     0.05     0.00     0.16     0.02     0.08   
Fa              0.00     0.02     0.04     0.01     0.01     0.06     0.03   
Gd              0.50     0.41     0.23     0.47     0.67     0.16     0.25   
TA              0.22     0.55     0.68     0.52     0.16     0.76     0.64   

Exterior2nd  other  
BsmtQual            
Ex            0.03  
Fa            0.04  
Gd            0.21  
TA            0.71  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
BsmtQual                          
Ex            0.00     0.11   0.39
Fa            0.07     0.00   0.00
Gd            0.13     0.52   0.51
TA            0.80     0.37   0.10
----------------------------------------
ExterQual    Ex    Fa    Gd    TA
BsmtQual                         
Ex         0.85  0.00  0.14  0.01
Fa         0.00  0.17  0.00  0.04
Gd         0.08  0.08  0.77  0.27
TA         0.08  0.75  0.09  0.68
----------------------------------------
ExterCond    Gd    TA  other
BsmtQual                    
Ex         0.01  0.10   0.00
Fa         0.04  0.02   0.11
Gd         0.30  0.46   0.07
TA         0.65  0.43   0.82
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
BsmtQual                                
Ex            0.01    0.00   0.18   0.00
Fa            0.12    0.02   0.01   0.11
Gd            0.12    0.23   0.70   0.33
TA            0.75    0.74   0.11   0.56
----------------------------------------
BsmtQual   Ex   Fa   Gd   TA
BsmtQual                    
Ex        1.0  0.0  0.0  0.0
Fa        0.0  1.0  0.0  0.0
Gd        0.0  0.0  1.0  0.0
TA        0.0  0.0  0.0  1.0
----------------------------------------
BsmtCond    Fa    Gd   Po    TA
BsmtQual                       
Ex        0.00  0.17  0.0  0.08
Fa        0.18  0.00  1.0  0.02
Gd        0.04  0.55  0.0  0.44
TA        0.78  0.28  0.0  0.45
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
BsmtQual                            
Ex            0.16  0.25  0.08  0.05
Fa            0.00  0.01  0.04  0.03
Gd            0.61  0.51  0.47  0.38
TA            0.23  0.22  0.40  0.55
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
BsmtQual                                        
Ex            0.02  0.01  0.19  0.03  0.00  0.08
Fa            0.01  0.01  0.00  0.05  0.01  0.06
Gd            0.34  0.18  0.70  0.23  0.13  0.44
TA            0.63  0.80  0.11  0.69  0.86  0.42
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
BsmtQual                                   
Ex            0.00  0.00  0.00  0.09   0.12
Fa            0.00  0.02  0.00  0.03   0.00
Gd            0.27  0.37  0.19  0.45   0.42
TA            0.73  0.61  0.81  0.43   0.45
----------------------------------------
Heating   GasA  other
BsmtQual             
Ex        0.09   0.00
Fa        0.03   0.00
Gd        0.44   0.23
TA        0.45   0.77
----------------------------------------
HeatingQC    Ex    Fa    Gd   Po    TA
BsmtQual                              
Ex         0.16  0.05  0.01  0.0  0.00
Fa         0.01  0.02  0.07  0.0  0.02
Gd         0.57  0.14  0.35  0.0  0.27
TA         0.26  0.79  0.57  1.0  0.71
----------------------------------------
CentralAir     N     Y
BsmtQual              
Ex          0.00  0.09
Fa          0.10  0.02
Gd          0.11  0.45
TA          0.79  0.44
----------------------------------------
Electrical  FuseA  SBrkr  other
BsmtQual                       
Ex           0.01   0.09   0.00
Fa           0.09   0.02   0.17
Gd           0.07   0.46   0.12
TA           0.83   0.43   0.71
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
BsmtQual                           
Ex           0.61  0.00  0.09  0.01
Fa           0.02  0.11  0.00  0.04
Gd           0.25  0.11  0.70  0.26
TA           0.12  0.77  0.21  0.69
----------------------------------------
Functional  Min1  Min2   Typ  other
BsmtQual                           
Ex          0.04  0.00  0.09   0.03
Fa          0.07  0.10  0.02   0.09
Gd          0.21  0.16  0.45   0.41
TA          0.68  0.74  0.44   0.47
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
BsmtQual                            
Ex           0.00  0.22  0.03   0.38
Fa           0.00  0.01  0.01   0.00
Gd           0.33  0.41  0.67   0.21
TA           0.67  0.37  0.29   0.40
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
BsmtQual                                  
Ex            0.11     0.23    0.01   0.00
Fa            0.01     0.00    0.07   0.06
Gd            0.54     0.66    0.19   0.34
TA            0.34     0.11    0.74   0.59
----------------------------------------
GarageFinish   Fin   RFn   Unf
BsmtQual                      
Ex            0.24  0.08  0.01
Fa            0.00  0.00  0.05
Gd            0.60  0.62  0.23
TA            0.16  0.30  0.72
----------------------------------------
GarageQual    Fa    TA  other
BsmtQual                     
Ex          0.00  0.09   0.05
Fa          0.19  0.02   0.15
Gd          0.15  0.46   0.25
TA          0.67  0.43   0.55
----------------------------------------
GarageCond    Fa    TA  other
BsmtQual                     
Ex          0.00  0.09   0.06
Fa          0.18  0.02   0.22
Gd          0.09  0.46   0.22
TA          0.73  0.43   0.50
----------------------------------------
PavedDrive     N     P     Y
BsmtQual                    
Ex          0.00  0.00  0.09
Fa          0.10  0.07  0.02
Gd          0.11  0.07  0.46
TA          0.79  0.86  0.43
----------------------------------------
PoolQC     Ex   Fa    Gd
BsmtQual                
Ex        0.5  0.0  0.33
Gd        0.0  0.5  0.33
TA        0.5  0.5  0.33
----------------------------------------
Fence     GdPrv  GdWo  MnPrv  MnWw
BsmtQual                          
Ex         0.02  0.00   0.01   0.0
Fa         0.02  0.02   0.04   0.0
Gd         0.33  0.09   0.30   0.0
TA         0.64  0.89   0.66   1.0
----------------------------------------
MiscFeature  Shed  other
BsmtQual                
Fa           0.06    0.0
Gd           0.32    0.5
TA           0.62    0.5
----------------------------------------
SaleType   COD   New    WD  other
BsmtQual                         
Ex        0.00  0.43  0.05   0.07
Fa        0.05  0.00  0.03   0.00
Gd        0.24  0.56  0.43   0.37
TA        0.71  0.01  0.49   0.56
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
BsmtQual                                      
Ex                0.03    0.06     0.42   0.00
Fa                0.05    0.02     0.00   0.03
Gd                0.28    0.44     0.55   0.41
TA                0.64    0.48     0.02   0.56
----------------------------------------
MSSubClass    20    30    50    60    70    80    90   120   160   190  other
BsmtCond                                                                     
Fa          0.02  0.09  0.08  0.00  0.15  0.00  0.00  0.00  0.02  0.14   0.07
Gd          0.04  0.01  0.02  0.06  0.08  0.07  0.08  0.08  0.02  0.00   0.00
Po          0.00  0.03  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00   0.00
TA          0.94  0.87  0.90  0.93  0.77  0.93  0.92  0.92  0.97  0.86   0.93
----------------------------------------
MSZoning    FV    RL    RM  other
BsmtCond                         
Fa        0.00  0.02  0.07    0.2
Gd        0.06  0.05  0.02    0.0
Po        0.00  0.00  0.00    0.0
TA        0.94  0.93  0.90    0.8
----------------------------------------
Street    Grvl  Pave
BsmtCond            
Fa         0.0  0.03
Gd         0.0  0.05
Po         0.0  0.00
TA         1.0  0.92
----------------------------------------
Alley     Grvl  Pave
BsmtCond            
Fa        0.14  0.07
Gd        0.04  0.05
TA        0.82  0.88
----------------------------------------
LotShape   IR1  IR2  IR3   Reg
BsmtCond                      
Fa        0.02  0.0  0.0  0.04
Gd        0.06  0.1  0.2  0.04
Po        0.00  0.0  0.0  0.00
TA        0.92  0.9  0.8  0.92
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
BsmtCond                           
Fa           0.08  0.02  0.03  0.03
Gd           0.03  0.02  0.06  0.05
Po           0.00  0.00  0.03  0.00
TA           0.89  0.96  0.88  0.92
----------------------------------------
Utilities  AllPub  NoSeWa
BsmtCond                 
Fa           0.03     0.0
Gd           0.05     0.0
Po           0.00     0.0
TA           0.92     1.0
----------------------------------------
LotConfig  Corner  CulDSac   FR2   FR3  Inside
BsmtCond                                      
Fa           0.04     0.01  0.02  0.25    0.03
Gd           0.06     0.09  0.02  0.00    0.04
Po           0.00     0.00  0.00  0.00    0.00
TA           0.90     0.90  0.96  0.75    0.93
----------------------------------------
LandSlope   Gtl   Mod   Sev
BsmtCond                   
Fa         0.03  0.00  0.00
Gd         0.04  0.08  0.08
Po         0.00  0.00  0.08
TA         0.92  0.92  0.85
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
BsmtCond                                                                     
Fa               0.07     0.00     0.06     0.09     0.00    0.14     0.00   
Gd               0.04     0.05     0.06     0.09     0.08    0.00     0.06   
Po               0.00     0.00     0.00     0.01     0.00    0.03     0.00   
TA               0.89     0.95     0.88     0.81     0.92    0.83     0.94   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
BsmtCond                                                                  
Fa             0.02    0.01     0.00     0.00     0.08    0.00     0.04   
Gd             0.01    0.05     0.05     0.06     0.01    0.03     0.04   
Po             0.00    0.00     0.00     0.00     0.00    0.00     0.00   
TA             0.96    0.93     0.95     0.94     0.91    0.97     0.93   

Neighborhood  Somerst  Timber  other  
BsmtCond                              
Fa               0.00    0.03   0.05  
Gd               0.07    0.05   0.05  
Po               0.00    0.00   0.00  
TA               0.93    0.92   0.90  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
BsmtCond                              
Fa            0.09   0.09  0.03   0.01
Gd            0.00   0.01  0.05   0.06
Po            0.00   0.00  0.00   0.00
TA            0.91   0.89  0.92   0.93
----------------------------------------
Condition2  Norm  other
BsmtCond               
Fa          0.03   0.13
Gd          0.05   0.00
Po          0.00   0.00
TA          0.92   0.87
----------------------------------------
BldgType  1Fam  2fmCon  Duplex  Twnhs  TwnhsE
BsmtCond                                     
Fa        0.03    0.14    0.00   0.02    0.00
Gd        0.05    0.00    0.08   0.02    0.06
Po        0.00    0.00    0.00   0.00    0.00
TA        0.92    0.86    0.92   0.95    0.94
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
BsmtCond                                               
Fa            0.08    0.02    0.03    0.00  0.00   0.18
Gd            0.02    0.04    0.06    0.06  0.06   0.00
Po            0.00    0.00    0.00    0.00  0.00   0.00
TA            0.90    0.93    0.91    0.94  0.94   0.82
----------------------------------------
OverallQual     4     5     6     7     8     9  other
BsmtCond                                              
Fa           0.07  0.04  0.05  0.00  0.01  0.00   0.14
Gd           0.01  0.03  0.04  0.06  0.09  0.07   0.03
Po           0.00  0.00  0.00  0.00  0.00  0.00   0.03
TA           0.92  0.93  0.91  0.94  0.90  0.93   0.81
----------------------------------------
OverallCond     4     5     6     7     8  other
BsmtCond                                        
Fa           0.13  0.01  0.03  0.05  0.06   0.18
Gd           0.00  0.05  0.02  0.06  0.08   0.08
Po           0.00  0.00  0.00  0.00  0.00   0.04
TA           0.87  0.94  0.95  0.90  0.86   0.69
----------------------------------------
RoofStyle  Gable   Hip  other
BsmtCond                     
Fa          0.03  0.04   0.03
Gd          0.04  0.05   0.12
Po          0.00  0.00   0.00
TA          0.92  0.92   0.84
----------------------------------------
RoofMatl  CompShg  other
BsmtCond                
Fa           0.03   0.00
Gd           0.04   0.16
Po           0.00   0.00
TA           0.92   0.84
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
BsmtCond                                                                     
Fa              0.00     0.00     0.01     0.04     0.01     0.02     0.08   
Gd              0.07     0.02     0.06     0.01     0.04     0.06     0.03   
Po              0.00     0.00     0.00     0.00     0.00     0.00     0.00   
TA              0.93     0.98     0.93     0.94     0.95     0.92     0.88   

Exterior1st  other  
BsmtCond            
Fa            0.09  
Gd            0.04  
Po            0.00  
TA            0.87  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
BsmtCond                                                                     
Fa              0.00     0.01     0.04     0.01     0.02     0.08     0.03   
Gd              0.02     0.05     0.01     0.06     0.06     0.03     0.08   
Po              0.00     0.00     0.00     0.00     0.00     0.01     0.00   
TA              0.98     0.93     0.94     0.93     0.92     0.88     0.89   

Exterior2nd  other  
BsmtCond            
Fa            0.08  
Gd            0.03  
Po            0.00  
TA            0.89  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
BsmtCond                          
Fa             0.0     0.01   0.01
Gd             0.0     0.04   0.05
TA             1.0     0.94   0.94
----------------------------------------
ExterQual    Ex    Fa    Gd    TA
BsmtCond                         
Fa         0.00  0.33  0.01  0.04
Gd         0.12  0.00  0.06  0.03
Po         0.00  0.08  0.00  0.00
TA         0.88  0.58  0.93  0.92
----------------------------------------
ExterCond    Gd    TA  other
BsmtCond                    
Fa         0.06  0.02   0.25
Gd         0.15  0.03   0.00
Po         0.00  0.00   0.07
TA         0.79  0.94   0.68
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
BsmtCond                                
Fa            0.13    0.03   0.01   0.11
Gd            0.03    0.03   0.06   0.11
Po            0.01    0.00   0.00   0.00
TA            0.82    0.94   0.93   0.78
----------------------------------------
BsmtQual    Ex    Fa    Gd    TA
BsmtCond                        
Fa        0.00  0.23  0.00  0.05
Gd        0.09  0.00  0.06  0.03
Po        0.00  0.06  0.00  0.00
TA        0.91  0.71  0.94  0.92
----------------------------------------
BsmtCond   Fa   Gd   Po   TA
BsmtCond                    
Fa        1.0  0.0  0.0  0.0
Gd        0.0  1.0  0.0  0.0
Po        0.0  0.0  1.0  0.0
TA        0.0  0.0  0.0  1.0
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
BsmtCond                            
Fa            0.00  0.01  0.04  0.04
Gd            0.06  0.07  0.04  0.04
Po            0.00  0.01  0.00  0.00
TA            0.94  0.91  0.91  0.92
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
BsmtCond                                        
Fa            0.00  0.02  0.00  0.11  0.06  0.06
Gd            0.05  0.02  0.06  0.07  0.02  0.04
Po            0.00  0.01  0.00  0.00  0.00  0.00
TA            0.94  0.95  0.94  0.82  0.92  0.90
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
BsmtCond                                   
Fa            0.00  0.02  0.02  0.03   0.00
Gd            0.09  0.07  0.06  0.04   0.18
Po            0.00  0.00  0.00  0.00   0.00
TA            0.91  0.91  0.93  0.92   0.82
----------------------------------------
Heating   GasA  other
BsmtCond             
Fa        0.03   0.19
Gd        0.05   0.00
Po        0.00   0.00
TA        0.92   0.81
----------------------------------------
HeatingQC    Ex    Fa    Gd   Po    TA
BsmtCond                              
Fa         0.01  0.14  0.04  0.0  0.05
Gd         0.06  0.05  0.03  0.0  0.03
Po         0.00  0.00  0.01  0.0  0.00
TA         0.93  0.81  0.92  1.0  0.91
----------------------------------------
CentralAir     N     Y
BsmtCond              
Fa          0.21  0.02
Gd          0.00  0.05
Po          0.01  0.00
TA          0.78  0.93
----------------------------------------
Electrical  FuseA  SBrkr  other
BsmtCond                       
Fa           0.15   0.02   0.12
Gd           0.01   0.05   0.00
Po           0.01   0.00   0.04
TA           0.83   0.93   0.83
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
BsmtCond                           
Fa           0.01  0.20  0.01  0.05
Gd           0.08  0.03  0.05  0.03
Po           0.00  0.03  0.00  0.00
TA           0.91  0.74  0.94  0.92
----------------------------------------
Functional  Min1  Min2   Typ  other
BsmtCond                           
Fa           0.0  0.13  0.03   0.16
Gd           0.0  0.03  0.05   0.03
Po           0.0  0.00  0.00   0.06
TA           1.0  0.84  0.93   0.75
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
BsmtCond                            
Fa           0.00  0.03  0.02   0.02
Gd           0.03  0.07  0.04   0.02
TA           0.97  0.90  0.94   0.95
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
BsmtCond                                  
Fa            0.01     0.01    0.07   0.09
Gd            0.05     0.08    0.03   0.00
Po            0.00     0.00    0.00   0.00
TA            0.94     0.91    0.90   0.91
----------------------------------------
GarageFinish   Fin   RFn   Unf
BsmtCond                      
Fa            0.01  0.00  0.06
Gd            0.06  0.05  0.03
Po            0.00  0.00  0.00
TA            0.93  0.95  0.91
----------------------------------------
GarageQual    Fa    TA  other
BsmtCond                     
Fa          0.10  0.03   0.00
Gd          0.02  0.05   0.05
Po          0.00  0.00   0.05
TA          0.88  0.93   0.90
----------------------------------------
GarageCond    Fa    TA  other
BsmtCond                     
Fa          0.24  0.02   0.17
Gd          0.03  0.05   0.06
Po          0.00  0.00   0.06
TA          0.73  0.93   0.72
----------------------------------------
PavedDrive     N     P     Y
BsmtCond                    
Fa          0.18  0.07  0.02
Gd          0.01  0.03  0.05
Po          0.01  0.00  0.00
TA          0.80  0.90  0.93
----------------------------------------
PoolQC     Ex   Fa   Gd
BsmtCond               
TA        1.0  1.0  1.0
----------------------------------------
Fence     GdPrv  GdWo  MnPrv  MnWw
BsmtCond                          
Fa         0.03  0.00   0.04  0.00
Gd         0.03  0.04   0.03  0.09
TA         0.93  0.96   0.93  0.91
----------------------------------------
MiscFeature  Shed  other
BsmtCond                
Fa           0.02    0.0
Gd           0.04    0.0
TA           0.94    1.0
----------------------------------------
SaleType   COD   New    WD  other
BsmtCond                         
Fa        0.05  0.00  0.03   0.19
Gd        0.02  0.11  0.04   0.00
Po        0.00  0.00  0.00   0.00
TA        0.93  0.89  0.93   0.81
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
BsmtCond                                      
Fa                0.05    0.03      0.0   0.00
Gd                0.04    0.04      0.1   0.09
Po                0.01    0.00      0.0   0.00
TA                0.90    0.93      0.9   0.91
----------------------------------------
MSSubClass      20    30    50    60    70    80    90   120   160   190  \
BsmtExposure                                                               
Av            0.16  0.01  0.02  0.16  0.02  0.52  0.16  0.28  0.03  0.11   
Gd            0.11  0.01  0.01  0.09  0.02  0.22  0.24  0.14  0.00  0.11   
Mn            0.08  0.07  0.10  0.08  0.13  0.00  0.00  0.09  0.03  0.25   
No            0.65  0.90  0.87  0.66  0.83  0.26  0.61  0.49  0.94  0.54   

MSSubClass    other  
BsmtExposure         
Av             0.36  
Gd             0.15  
Mn             0.05  
No             0.44  
----------------------------------------
MSZoning        FV    RL    RM  other
BsmtExposure                         
Av            0.14  0.17  0.08   0.16
Gd            0.00  0.11  0.06   0.00
Mn            0.09  0.08  0.06   0.12
No            0.77  0.64  0.80   0.72
----------------------------------------
Street        Grvl  Pave
BsmtExposure            
Av            0.33  0.15
Gd            0.50  0.09
Mn            0.00  0.08
No            0.17  0.67
----------------------------------------
Alley         Grvl  Pave
BsmtExposure            
Av            0.00  0.05
Gd            0.02  0.00
Mn            0.06  0.07
No            0.92  0.88
----------------------------------------
LotShape       IR1   IR2  IR3   Reg
BsmtExposure                       
Av            0.19  0.15  0.2  0.14
Gd            0.14  0.22  0.3  0.06
Mn            0.10  0.08  0.0  0.07
No            0.58  0.55  0.5  0.73
----------------------------------------
LandContour    Bnk   HLS   Low   Lvl
BsmtExposure                        
Av            0.10  0.16  0.24  0.16
Gd            0.05  0.36  0.62  0.07
Mn            0.08  0.12  0.00  0.08
No            0.77  0.36  0.15  0.69
----------------------------------------
Utilities     AllPub  NoSeWa
BsmtExposure                
Av              0.16     0.0
Gd              0.09     0.0
Mn              0.08     0.0
No              0.67     1.0
----------------------------------------
LotConfig     Corner  CulDSac   FR2   FR3  Inside
BsmtExposure                                     
Av              0.14     0.22  0.20  0.50    0.15
Gd              0.07     0.18  0.11  0.00    0.09
Mn              0.11     0.12  0.04  0.25    0.07
No              0.69     0.48  0.65  0.25    0.69
----------------------------------------
LandSlope      Gtl   Mod   Sev
BsmtExposure                  
Av            0.15  0.17  0.15
Gd            0.07  0.39  0.77
Mn            0.08  0.09  0.00
No            0.69  0.34  0.08
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
BsmtExposure                                                                 
Av               0.02     0.39     0.04     0.10     0.19    0.14     0.30   
Gd               0.04     0.08     0.06     0.11     0.06    0.03     0.13   
Mn               0.09     0.09     0.14     0.12     0.03    0.06     0.06   
No               0.85     0.44     0.76     0.66     0.72    0.78     0.51   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
BsmtExposure                                                              
Av             0.07    0.08     0.17     0.30     0.00    0.11     0.07   
Gd             0.10    0.01     0.17     0.18     0.01    0.03     0.09   
Mn             0.07    0.07     0.05     0.09     0.08    0.10     0.09   
No             0.76    0.84     0.61     0.43     0.91    0.76     0.75   

Neighborhood  Somerst  Timber  other  
BsmtExposure                          
Av               0.17    0.26   0.19  
Gd               0.01    0.37   0.19  
Mn               0.12    0.05   0.06  
No               0.70    0.32   0.56  
----------------------------------------
Condition1    Artery  Feedr  Norm  other
BsmtExposure                            
Av              0.00   0.05  0.17   0.10
Gd              0.02   0.08  0.10   0.09
Mn              0.19   0.08  0.07   0.11
No              0.79   0.79  0.66   0.70
----------------------------------------
Condition2    Norm  other
BsmtExposure             
Av            0.16   0.07
Gd            0.09   0.07
Mn            0.08   0.13
No            0.67   0.73
----------------------------------------
BldgType      1Fam  2fmCon  Duplex  Twnhs  TwnhsE
BsmtExposure                                     
Av            0.15    0.10    0.16   0.12    0.24
Gd            0.09    0.10    0.24   0.02    0.11
Mn            0.08    0.24    0.00   0.02    0.07
No            0.68    0.55    0.61   0.84    0.58
----------------------------------------
HouseStyle    1.5Fin  1Story  2Story  SFoyer  SLvl  other
BsmtExposure                                             
Av              0.03    0.15    0.12    0.69  0.48   0.03
Gd              0.02    0.11    0.07    0.28  0.26   0.00
Mn              0.10    0.08    0.08    0.00  0.00   0.09
No              0.85    0.65    0.73    0.03  0.26   0.88
----------------------------------------
OverallQual      4     5     6     7     8     9  other
BsmtExposure                                           
Av            0.11  0.13  0.11  0.18  0.26  0.30   0.14
Gd            0.04  0.05  0.08  0.09  0.17  0.26   0.33
Mn            0.06  0.08  0.08  0.07  0.12  0.05   0.06
No            0.80  0.74  0.73  0.65  0.45  0.40   0.47
----------------------------------------
OverallCond      4     5     6     7     8  other
BsmtExposure                                     
Av            0.12  0.19  0.13  0.09  0.10   0.08
Gd            0.02  0.12  0.06  0.06  0.10   0.04
Mn            0.06  0.08  0.05  0.11  0.14   0.06
No            0.81  0.61  0.76  0.74  0.67   0.82
----------------------------------------
RoofStyle     Gable   Hip  other
BsmtExposure                    
Av             0.16  0.15   0.09
Gd             0.08  0.14   0.34
Mn             0.08  0.08   0.03
No             0.69  0.63   0.53
----------------------------------------
RoofMatl      CompShg  other
BsmtExposure                
Av               0.16   0.08
Gd               0.08   0.64
Mn               0.08   0.04
No               0.68   0.24
----------------------------------------
Exterior1st   BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
BsmtExposure                                                                  
Av               0.04     0.23     0.17     0.07     0.13     0.23     0.07   
Gd               0.11     0.13     0.07     0.06     0.23     0.10     0.08   
Mn               0.07     0.08     0.08     0.10     0.06     0.07     0.11   
No               0.78     0.56     0.68     0.78     0.58     0.60     0.74   

Exterior1st   other  
BsmtExposure         
Av             0.13  
Gd             0.06  
Mn             0.04  
No             0.77  
----------------------------------------
Exterior2nd   CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
BsmtExposure                                                                  
Av               0.23     0.17     0.06     0.13     0.24     0.06     0.17   
Gd               0.13     0.07     0.05     0.19     0.10     0.08     0.06   
Mn               0.08     0.09     0.10     0.07     0.07     0.10     0.08   
No               0.55     0.66     0.79     0.62     0.59     0.76     0.69   

Exterior2nd   other  
BsmtExposure         
Av             0.08  
Gd             0.10  
Mn             0.02  
No             0.80  
----------------------------------------
MasVnrType    BrkCmn  BrkFace  Stone
BsmtExposure                        
Av              0.07     0.18   0.28
Gd              0.07     0.13   0.20
Mn              0.13     0.06   0.10
No              0.73     0.63   0.42
----------------------------------------
ExterQual       Ex    Fa    Gd    TA
BsmtExposure                        
Av            0.23  0.08  0.25  0.10
Gd            0.35  0.17  0.11  0.07
Mn            0.02  0.00  0.08  0.08
No            0.40  0.75  0.56  0.75
----------------------------------------
ExterCond       Gd    TA  other
BsmtExposure                   
Av            0.11  0.16   0.04
Gd            0.09  0.10   0.07
Mn            0.10  0.08   0.04
No            0.70  0.66   0.86
----------------------------------------
Foundation    BrkTil  CBlock  PConc  other
BsmtExposure                              
Av              0.01    0.13   0.22   0.22
Gd              0.01    0.09   0.12   0.00
Mn              0.10    0.07   0.09   0.11
No              0.88    0.72   0.58   0.67
----------------------------------------
BsmtQual        Ex    Fa    Gd    TA
BsmtExposure                        
Av            0.29  0.00  0.22  0.08
Gd            0.28  0.03  0.11  0.05
Mn            0.07  0.14  0.09  0.07
No            0.36  0.83  0.58  0.80
----------------------------------------
BsmtCond        Fa    Gd   Po    TA
BsmtExposure                       
Av            0.00  0.22  0.0  0.16
Gd            0.02  0.15  0.5  0.09
Mn            0.11  0.08  0.0  0.08
No            0.87  0.55  0.5  0.67
----------------------------------------
BsmtExposure   Av   Gd   Mn   No
BsmtExposure                    
Av            1.0  0.0  0.0  0.0
Gd            0.0  1.0  0.0  0.0
Mn            0.0  0.0  1.0  0.0
No            0.0  0.0  0.0  1.0
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
BsmtExposure                                    
Av            0.17  0.11  0.26  0.08  0.04  0.11
Gd            0.08  0.05  0.20  0.11  0.05  0.03
Mn            0.06  0.10  0.09  0.08  0.11  0.06
No            0.68  0.74  0.45  0.73  0.80  0.80
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
BsmtExposure                               
Av            0.15  0.15  0.07  0.16   0.27
Gd            0.03  0.09  0.11  0.09   0.30
Mn            0.06  0.09  0.15  0.08   0.12
No            0.76  0.67  0.67  0.68   0.30
----------------------------------------
Heating       GasA  other
BsmtExposure             
Av            0.16   0.04
Gd            0.10   0.04
Mn            0.08   0.12
No            0.67   0.81
----------------------------------------
HeatingQC       Ex    Fa    Gd   Po    TA
BsmtExposure                             
Av            0.20  0.05  0.11  1.0  0.12
Gd            0.11  0.02  0.09  0.0  0.08
Mn            0.08  0.07  0.09  0.0  0.07
No            0.61  0.86  0.72  0.0  0.73
----------------------------------------
CentralAir       N     Y
BsmtExposure            
Av            0.07  0.16
Gd            0.02  0.10
Mn            0.07  0.08
No            0.83  0.66
----------------------------------------
Electrical    FuseA  SBrkr  other
BsmtExposure                     
Av             0.06   0.16   0.08
Gd             0.01   0.10   0.00
Mn             0.05   0.08   0.04
No             0.89   0.65   0.88
----------------------------------------
KitchenQual     Ex    Fa    Gd    TA
BsmtExposure                        
Av            0.30  0.06  0.20  0.11
Gd            0.22  0.03  0.11  0.06
Mn            0.06  0.09  0.09  0.07
No            0.42  0.83  0.60  0.76
----------------------------------------
Functional    Min1  Min2   Typ  other
BsmtExposure                         
Av            0.04  0.19  0.16   0.00
Gd            0.11  0.10  0.09   0.09
Mn            0.07  0.00  0.08   0.03
No            0.79  0.71  0.66   0.88
----------------------------------------
FireplaceQu     Fa    Gd    TA  other
BsmtExposure                         
Av            0.15  0.18  0.13   0.19
Gd            0.12  0.14  0.12   0.19
Mn            0.03  0.11  0.07   0.10
No            0.70  0.57  0.68   0.52
----------------------------------------
GarageType    Attchd  BuiltIn  Detchd  other
BsmtExposure                                
Av              0.19     0.22    0.07   0.22
Gd              0.12     0.11    0.01   0.22
Mn              0.08     0.06    0.09   0.09
No              0.61     0.61    0.83   0.47
----------------------------------------
GarageFinish   Fin   RFn   Unf
BsmtExposure                  
Av            0.21  0.20  0.09
Gd            0.17  0.11  0.04
Mn            0.08  0.08  0.09
No            0.54  0.61  0.78
----------------------------------------
GarageQual      Fa    TA  other
BsmtExposure                   
Av            0.02  0.16   0.10
Gd            0.00  0.10   0.10
Mn            0.17  0.08   0.05
No            0.81  0.66   0.75
----------------------------------------
GarageCond      Fa    TA  other
BsmtExposure                   
Av            0.00  0.16   0.11
Gd            0.03  0.10   0.06
Mn            0.27  0.08   0.06
No            0.70  0.66   0.78
----------------------------------------
PavedDrive       N     P     Y
BsmtExposure                  
Av            0.06  0.03  0.16
Gd            0.02  0.07  0.10
Mn            0.12  0.14  0.08
No            0.79  0.76  0.66
----------------------------------------
PoolQC         Ex   Fa    Gd
BsmtExposure                
Av            0.5  0.0  0.67
Gd            0.0  0.0  0.33
No            0.5  1.0  0.00
----------------------------------------
Fence         GdPrv  GdWo  MnPrv  MnWw
BsmtExposure                          
Av             0.09  0.13   0.13  0.18
Gd             0.05  0.06   0.06  0.09
Mn             0.12  0.07   0.07  0.09
No             0.74  0.74   0.74  0.64
----------------------------------------
MiscFeature   Shed  other
BsmtExposure             
Av            0.11   0.00
Gd            0.06   0.00
Mn            0.11   0.25
No            0.72   0.75
----------------------------------------
SaleType       COD   New    WD  other
BsmtExposure                         
Av            0.05  0.33  0.14   0.07
Gd            0.00  0.14  0.09   0.22
Mn            0.07  0.10  0.08   0.15
No            0.88  0.43  0.69   0.56
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
BsmtExposure                                  
Av                0.13    0.14     0.32   0.19
Gd                0.04    0.09     0.14   0.19
Mn                0.09    0.08     0.10   0.03
No                0.74    0.69     0.44   0.59
----------------------------------------
MSSubClass      20    30    50    60    70    80    90   120   160   190  \
BsmtFinType1                                                               
ALQ           0.21  0.13  0.07  0.09  0.08  0.33  0.11  0.09  0.24  0.18   
BLQ           0.16  0.13  0.11  0.05  0.12  0.05  0.03  0.01  0.11  0.21   
GLQ           0.29  0.00  0.05  0.44  0.03  0.33  0.34  0.71  0.22  0.11   
LwQ           0.04  0.07  0.12  0.03  0.08  0.03  0.11  0.03  0.03  0.04   
Rec           0.12  0.19  0.17  0.04  0.10  0.05  0.13  0.00  0.03  0.14   
Unf           0.19  0.48  0.48  0.36  0.58  0.21  0.29  0.15  0.37  0.32   

MSSubClass    other  
BsmtFinType1         
ALQ            0.16  
BLQ            0.07  
GLQ            0.31  
LwQ            0.08  
Rec            0.07  
Unf            0.31  
----------------------------------------
MSZoning        FV    RL    RM  other
BsmtFinType1                         
ALQ           0.03  0.17  0.11   0.00
BLQ           0.03  0.11  0.08   0.20
GLQ           0.51  0.31  0.14   0.08
LwQ           0.00  0.05  0.09   0.04
Rec           0.02  0.10  0.07   0.28
Unf           0.42  0.26  0.50   0.40
----------------------------------------
Street        Grvl  Pave
BsmtFinType1            
ALQ           0.17  0.15
BLQ           0.00  0.10
GLQ           0.17  0.29
LwQ           0.17  0.05
Rec           0.17  0.09
Unf           0.33  0.30
----------------------------------------
Alley         Grvl  Pave
BsmtFinType1            
ALQ           0.06  0.05
BLQ           0.08  0.05
GLQ           0.02  0.22
LwQ           0.08  0.10
Rec           0.14  0.10
Unf           0.61  0.49
----------------------------------------
LotShape       IR1   IR2  IR3   Reg
BsmtFinType1                       
ALQ           0.16  0.15  0.1  0.15
BLQ           0.11  0.08  0.0  0.10
GLQ           0.35  0.40  0.4  0.26
LwQ           0.04  0.08  0.1  0.06
Rec           0.08  0.05  0.0  0.11
Unf           0.26  0.25  0.4  0.33
----------------------------------------
LandContour    Bnk   HLS   Low   Lvl
BsmtFinType1                        
ALQ           0.10  0.08  0.15  0.16
BLQ           0.08  0.04  0.15  0.11
GLQ           0.08  0.40  0.41  0.30
LwQ           0.11  0.06  0.09  0.05
Rec           0.25  0.12  0.12  0.08
Unf           0.38  0.30  0.09  0.30
----------------------------------------
Utilities     AllPub  NoSeWa
BsmtFinType1                
ALQ             0.15     0.0
BLQ             0.10     0.0
GLQ             0.29     1.0
LwQ             0.05     0.0
Rec             0.09     0.0
Unf             0.30     0.0
----------------------------------------
LotConfig     Corner  CulDSac   FR2   FR3  Inside
BsmtFinType1                                     
ALQ             0.18     0.16  0.28  0.00    0.14
BLQ             0.12     0.14  0.07  0.00    0.10
GLQ             0.21     0.37  0.39  0.75    0.30
LwQ             0.05     0.05  0.02  0.00    0.05
Rec             0.08     0.05  0.00  0.00    0.11
Unf             0.37     0.22  0.24  0.25    0.30
----------------------------------------
LandSlope      Gtl   Mod   Sev
BsmtFinType1                  
ALQ           0.15  0.22  0.23
BLQ           0.10  0.09  0.15
GLQ           0.29  0.31  0.23
LwQ           0.05  0.06  0.15
Rec           0.09  0.16  0.15
Unf           0.31  0.16  0.08
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
BsmtFinType1                                                                 
ALQ              0.09     0.08     0.14     0.18     0.05    0.08     0.40   
BLQ              0.09     0.02     0.16     0.17     0.00    0.14     0.09   
GLQ              0.04     0.56     0.14     0.16     0.32    0.03     0.32   
LwQ              0.09     0.03     0.06     0.08     0.01    0.08     0.00   
Rec              0.11     0.02     0.22     0.15     0.01    0.08     0.04   
Unf              0.58     0.29     0.29     0.27     0.60    0.58     0.15   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
BsmtFinType1                                                              
ALQ            0.24    0.40     0.00     0.03     0.09    0.25     0.13   
BLQ            0.25    0.12     0.00     0.01     0.05    0.19     0.09   
GLQ            0.10    0.18     0.83     0.65     0.04    0.15     0.55   
LwQ            0.07    0.03     0.02     0.00     0.11    0.06     0.04   
Rec            0.23    0.07     0.00     0.00     0.12    0.19     0.02   
Unf            0.12    0.21     0.15     0.31     0.60    0.15     0.18   

Neighborhood  Somerst  Timber  other  
BsmtFinType1                          
ALQ              0.02    0.16   0.19  
BLQ              0.02    0.05   0.11  
GLQ              0.49    0.47   0.31  
LwQ              0.00    0.05   0.09  
Rec              0.01    0.03   0.07  
Unf              0.45    0.24   0.23  
----------------------------------------
Condition1    Artery  Feedr  Norm  other
BsmtFinType1                            
ALQ             0.04   0.19  0.16   0.19
BLQ             0.15   0.15  0.10   0.11
GLQ             0.06   0.16  0.31   0.29
LwQ             0.11   0.05  0.05   0.04
Rec             0.17   0.16  0.09   0.06
Unf             0.47   0.29  0.30   0.31
----------------------------------------
Condition2    Norm  other
BsmtFinType1             
ALQ           0.16   0.00
BLQ           0.10   0.07
GLQ           0.29   0.27
LwQ           0.05   0.07
Rec           0.09   0.00
Unf           0.30   0.60
----------------------------------------
BldgType      1Fam  2fmCon  Duplex  Twnhs  TwnhsE
BsmtFinType1                                     
ALQ           0.16    0.17    0.11   0.23    0.12
BLQ           0.11    0.21    0.03   0.14    0.03
GLQ           0.27    0.10    0.34   0.30    0.59
LwQ           0.05    0.03    0.11   0.02    0.04
Rec           0.10    0.14    0.13   0.02    0.01
Unf           0.31    0.34    0.29   0.28    0.21
----------------------------------------
HouseStyle    1.5Fin  1Story  2Story  SFoyer  SLvl  other
BsmtFinType1                                             
ALQ             0.09    0.18    0.11    0.22  0.32   0.06
BLQ             0.12    0.13    0.07    0.08  0.05   0.03
GLQ             0.06    0.30    0.34    0.64  0.37   0.06
LwQ             0.11    0.05    0.04    0.06  0.03   0.09
Rec             0.17    0.11    0.05    0.00  0.05   0.12
Unf             0.45    0.22    0.40    0.00  0.18   0.64
----------------------------------------
OverallQual      4     5     6     7     8     9  other
BsmtFinType1                                           
ALQ           0.22  0.22  0.20  0.09  0.02  0.00   0.06
BLQ           0.16  0.18  0.11  0.04  0.02  0.00   0.11
GLQ           0.08  0.10  0.24  0.42  0.60  0.72   0.42
LwQ           0.06  0.10  0.05  0.03  0.02  0.00   0.00
Rec           0.11  0.17  0.12  0.02  0.01  0.00   0.08
Unf           0.38  0.23  0.27  0.39  0.33  0.28   0.33
----------------------------------------
OverallCond      4     5     6     7     8  other
BsmtFinType1                                     
ALQ           0.12  0.10  0.22  0.26  0.24   0.16
BLQ           0.21  0.07  0.18  0.14  0.07   0.12
GLQ           0.08  0.42  0.12  0.10  0.24   0.16
LwQ           0.08  0.04  0.07  0.10  0.03   0.04
Rec           0.12  0.06  0.16  0.14  0.07   0.12
Unf           0.40  0.31  0.25  0.26  0.36   0.39
----------------------------------------
RoofStyle     Gable   Hip  other
BsmtFinType1                    
ALQ            0.15  0.16   0.16
BLQ            0.10  0.12   0.09
GLQ            0.29  0.33   0.19
LwQ            0.05  0.05   0.09
Rec            0.09  0.13   0.06
Unf            0.32  0.22   0.41
----------------------------------------
RoofMatl      CompShg  other
BsmtFinType1                
ALQ              0.15   0.20
BLQ              0.11   0.04
GLQ              0.29   0.40
LwQ              0.05   0.12
Rec              0.09   0.04
Unf              0.30   0.20
----------------------------------------
Exterior1st   BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
BsmtFinType1                                                                  
ALQ              0.24     0.15     0.29     0.13     0.35     0.08     0.12   
BLQ              0.20     0.05     0.16     0.15     0.14     0.04     0.12   
GLQ              0.09     0.51     0.26     0.19     0.23     0.46     0.10   
LwQ              0.13     0.02     0.04     0.06     0.08     0.02     0.09   
Rec              0.16     0.03     0.10     0.17     0.07     0.03     0.15   
Unf              0.18     0.25     0.15     0.31     0.14     0.37     0.41   

Exterior1st   other  
BsmtFinType1         
ALQ            0.09  
BLQ            0.14  
GLQ            0.13  
LwQ            0.09  
Rec            0.21  
Unf            0.34  
----------------------------------------
Exterior2nd   CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
BsmtFinType1                                                                  
ALQ              0.13     0.26     0.12     0.33     0.08     0.13     0.11   
BLQ              0.05     0.15     0.16     0.21     0.04     0.12     0.08   
GLQ              0.52     0.28     0.20     0.19     0.46     0.08     0.22   
LwQ              0.02     0.04     0.07     0.07     0.02     0.11     0.03   
Rec              0.02     0.12     0.16     0.07     0.02     0.18     0.11   
Unf              0.27     0.16     0.30     0.14     0.37     0.38     0.44   

Exterior2nd   other  
BsmtFinType1         
ALQ            0.22  
BLQ            0.11  
GLQ            0.12  
LwQ            0.08  
Rec            0.17  
Unf            0.30  
----------------------------------------
MasVnrType    BrkCmn  BrkFace  Stone
BsmtFinType1                        
ALQ             0.07     0.15   0.08
BLQ             0.07     0.11   0.02
GLQ             0.00     0.41   0.56
LwQ             0.13     0.04   0.01
Rec             0.60     0.08   0.04
Unf             0.13     0.21   0.29
----------------------------------------
ExterQual       Ex    Fa    Gd    TA
BsmtFinType1                        
ALQ           0.08  0.08  0.07  0.21
BLQ           0.00  0.08  0.03  0.15
GLQ           0.69  0.00  0.53  0.14
LwQ           0.00  0.25  0.02  0.07
Rec           0.00  0.00  0.02  0.14
Unf           0.23  0.58  0.34  0.28
----------------------------------------
ExterCond       Gd    TA  other
BsmtFinType1                   
ALQ           0.25  0.15   0.04
BLQ           0.13  0.10   0.14
GLQ           0.21  0.31   0.04
LwQ           0.08  0.05   0.04
Rec           0.11  0.09   0.18
Unf           0.22  0.31   0.57
----------------------------------------
Foundation    BrkTil  CBlock  PConc  other
BsmtFinType1                              
ALQ             0.08    0.26   0.07   0.00
BLQ             0.10    0.19   0.02   0.00
GLQ             0.01    0.13   0.52   0.33
LwQ             0.08    0.08   0.02   0.11
Rec             0.13    0.17   0.01   0.00
Unf             0.59    0.17   0.36   0.56
----------------------------------------
BsmtQual        Ex    Fa    Gd    TA
BsmtFinType1                        
ALQ           0.03  0.06  0.12  0.21
BLQ           0.01  0.06  0.04  0.18
GLQ           0.66  0.00  0.48  0.07
LwQ           0.02  0.11  0.03  0.08
Rec           0.00  0.03  0.03  0.18
Unf           0.28  0.74  0.30  0.28
----------------------------------------
BsmtCond        Fa    Gd   Po    TA
BsmtFinType1                       
ALQ           0.02  0.18  0.0  0.16
BLQ           0.07  0.05  0.5  0.11
GLQ           0.00  0.40  0.0  0.30
LwQ           0.18  0.08  0.0  0.05
Rec           0.18  0.05  0.0  0.09
Unf           0.56  0.25  0.5  0.30
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
BsmtFinType1                        
ALQ           0.17  0.13  0.12  0.16
BLQ           0.07  0.06  0.13  0.11
GLQ           0.50  0.62  0.32  0.20
LwQ           0.03  0.06  0.05  0.06
Rec           0.02  0.04  0.13  0.11
Unf           0.21  0.08  0.24  0.36
----------------------------------------
BsmtFinType1  ALQ  BLQ  GLQ  LwQ  Rec  Unf
BsmtFinType1                              
ALQ           1.0  0.0  0.0  0.0  0.0  0.0
BLQ           0.0  1.0  0.0  0.0  0.0  0.0
GLQ           0.0  0.0  1.0  0.0  0.0  0.0
LwQ           0.0  0.0  0.0  1.0  0.0  0.0
Rec           0.0  0.0  0.0  0.0  1.0  0.0
Unf           0.0  0.0  0.0  0.0  0.0  1.0
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
BsmtFinType1                               
ALQ           0.45  0.33  0.41  0.13   0.06
BLQ           0.03  0.28  0.28  0.09   0.21
GLQ           0.06  0.22  0.17  0.31   0.12
LwQ           0.12  0.00  0.15  0.04   0.48
Rec           0.33  0.17  0.00  0.09   0.12
Unf           0.00  0.00  0.00  0.34   0.00
----------------------------------------
Heating       GasA  other
BsmtFinType1             
ALQ           0.15   0.15
BLQ           0.10   0.15
GLQ           0.30   0.00
LwQ           0.05   0.08
Rec           0.09   0.15
Unf           0.30   0.46
----------------------------------------
HeatingQC       Ex    Fa    Gd   Po    TA
BsmtFinType1                             
ALQ           0.11  0.23  0.17  0.0  0.22
BLQ           0.05  0.09  0.10  1.0  0.19
GLQ           0.44  0.00  0.20  0.0  0.12
LwQ           0.04  0.07  0.06  0.0  0.08
Rec           0.05  0.16  0.12  0.0  0.15
Unf           0.32  0.44  0.36  0.0  0.23
----------------------------------------
CentralAir       N     Y
BsmtFinType1            
ALQ           0.09  0.16
BLQ           0.12  0.10
GLQ           0.01  0.31
LwQ           0.06  0.05
Rec           0.16  0.09
Unf           0.56  0.29
----------------------------------------
Electrical    FuseA  SBrkr  other
BsmtFinType1                     
ALQ            0.05   0.16   0.08
BLQ            0.17   0.10   0.12
GLQ            0.05   0.32   0.00
LwQ            0.14   0.05   0.08
Rec            0.18   0.09   0.17
Unf            0.42   0.29   0.54
----------------------------------------
KitchenQual     Ex    Fa    Gd    TA
BsmtFinType1                        
ALQ           0.07  0.09  0.11  0.21
BLQ           0.00  0.14  0.05  0.16
GLQ           0.64  0.00  0.46  0.12
LwQ           0.02  0.09  0.03  0.07
Rec           0.02  0.14  0.03  0.15
Unf           0.25  0.54  0.32  0.28
----------------------------------------
Functional    Min1  Min2   Typ  other
BsmtFinType1                         
ALQ           0.21  0.19  0.15   0.22
BLQ           0.21  0.16  0.10   0.09
GLQ           0.07  0.03  0.31   0.00
LwQ           0.21  0.10  0.05   0.16
Rec           0.18  0.16  0.09   0.12
Unf           0.11  0.35  0.30   0.41
----------------------------------------
FireplaceQu     Fa    Gd    TA  other
BsmtFinType1                         
ALQ           0.27  0.10  0.21   0.19
BLQ           0.36  0.09  0.08   0.05
GLQ           0.24  0.33  0.35   0.50
LwQ           0.06  0.04  0.04   0.05
Rec           0.03  0.09  0.07   0.05
Unf           0.03  0.35  0.25   0.17
----------------------------------------
GarageType    Attchd  BuiltIn  Detchd  other
BsmtFinType1                                
ALQ             0.16     0.07    0.17   0.16
BLQ             0.11     0.02    0.11   0.19
GLQ             0.39     0.34    0.09   0.25
LwQ             0.04     0.00    0.09   0.06
Rec             0.08     0.01    0.14   0.16
Unf             0.23     0.55    0.40   0.19
----------------------------------------
GarageFinish   Fin   RFn   Unf
BsmtFinType1                  
ALQ           0.12  0.14  0.19
BLQ           0.05  0.08  0.16
GLQ           0.49  0.39  0.12
LwQ           0.03  0.03  0.08
Rec           0.04  0.08  0.14
Unf           0.27  0.28  0.32
----------------------------------------
GarageQual      Fa    TA  other
BsmtFinType1                   
ALQ           0.10  0.16   0.15
BLQ           0.06  0.11   0.05
GLQ           0.02  0.31   0.20
LwQ           0.08  0.05   0.05
Rec           0.06  0.09   0.10
Unf           0.67  0.28   0.45
----------------------------------------
GarageCond      Fa    TA  other
BsmtFinType1                   
ALQ           0.09  0.16   0.17
BLQ           0.06  0.11   0.06
GLQ           0.03  0.31   0.06
LwQ           0.06  0.05   0.00
Rec           0.15  0.09   0.17
Unf           0.61  0.28   0.56
----------------------------------------
PavedDrive       N     P     Y
BsmtFinType1                  
ALQ           0.02  0.07  0.16
BLQ           0.06  0.17  0.11
GLQ           0.05  0.00  0.32
LwQ           0.02  0.03  0.05
Rec           0.15  0.14  0.09
Unf           0.69  0.59  0.27
----------------------------------------
PoolQC         Ex   Fa    Gd
BsmtFinType1                
ALQ           0.0  0.5  0.33
BLQ           0.0  0.5  0.00
GLQ           1.0  0.0  0.33
Unf           0.0  0.0  0.33
----------------------------------------
Fence         GdPrv  GdWo  MnPrv  MnWw
BsmtFinType1                          
ALQ            0.16  0.24   0.21  0.09
BLQ            0.09  0.17   0.19  0.27
GLQ            0.26  0.11   0.13  0.09
LwQ            0.05  0.06   0.08  0.18
Rec            0.14  0.26   0.12  0.36
Unf            0.31  0.17   0.27  0.00
----------------------------------------
MiscFeature   Shed  other
BsmtFinType1             
ALQ           0.34   0.00
BLQ           0.11   0.50
GLQ           0.15   0.25
LwQ           0.04   0.00
Rec           0.09   0.25
Unf           0.28   0.00
----------------------------------------
SaleType       COD   New    WD  other
BsmtFinType1                         
ALQ           0.24  0.02  0.17   0.11
BLQ           0.07  0.01  0.11   0.11
GLQ           0.10  0.48  0.28   0.30
LwQ           0.12  0.00  0.05   0.07
Rec           0.17  0.00  0.10   0.07
Unf           0.31  0.49  0.28   0.33
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
BsmtFinType1                                  
ALQ               0.19    0.17     0.02   0.09
BLQ               0.10    0.12     0.01   0.03
GLQ               0.20    0.28     0.48   0.25
LwQ               0.06    0.06     0.00   0.06
Rec               0.12    0.10     0.00   0.16
Unf               0.33    0.28     0.49   0.41
----------------------------------------
MSSubClass      20    30    50    60    70    80    90   120   160   190  \
BsmtFinType2                                                               
BLQ           0.03  0.00  0.04  0.01  0.02  0.05  0.00  0.02  0.02  0.04   
LwQ           0.05  0.00  0.02  0.01  0.02  0.03  0.03  0.02  0.03  0.00   
Rec           0.06  0.03  0.02  0.03  0.00  0.07  0.05  0.00  0.05  0.04   
Unf           0.83  0.96  0.90  0.93  0.97  0.78  0.89  0.93  0.89  0.93   
other         0.02  0.01  0.01  0.03  0.00  0.07  0.03  0.02  0.02  0.00   

MSSubClass    other  
BsmtFinType2         
BLQ            0.00  
LwQ            0.05  
Rec            0.03  
Unf            0.89  
other          0.03  
----------------------------------------
MSZoning       FV    RL    RM  other
BsmtFinType2                        
BLQ           0.0  0.03  0.01   0.00
LwQ           0.0  0.04  0.01   0.04
Rec           0.0  0.04  0.02   0.00
Unf           1.0  0.87  0.93   0.96
other         0.0  0.02  0.03   0.00
----------------------------------------
Street        Grvl  Pave
BsmtFinType2            
BLQ           0.17  0.02
LwQ           0.00  0.03
Rec           0.00  0.04
Unf           0.67  0.88
other         0.17  0.02
----------------------------------------
Alley         Grvl  Pave
BsmtFinType2            
BLQ           0.04   0.0
LwQ           0.02   0.0
Unf           0.94   1.0
----------------------------------------
LotShape       IR1   IR2  IR3   Reg
BsmtFinType2                       
BLQ           0.02  0.02  0.0  0.03
LwQ           0.04  0.00  0.0  0.03
Rec           0.04  0.05  0.1  0.04
Unf           0.88  0.80  0.9  0.89
other         0.03  0.12  0.0  0.02
----------------------------------------
LandContour    Bnk   HLS   Low   Lvl
BsmtFinType2                        
BLQ           0.02  0.02  0.00  0.02
LwQ           0.02  0.02  0.03  0.03
Rec           0.03  0.02  0.03  0.04
Unf           0.92  0.94  0.85  0.88
other         0.02  0.00  0.09  0.02
----------------------------------------
Utilities     AllPub  NoSeWa
BsmtFinType2                
BLQ             0.02     0.0
LwQ             0.03     0.0
Rec             0.04     1.0
Unf             0.88     0.0
other           0.02     0.0
----------------------------------------
LotConfig     Corner  CulDSac   FR2  FR3  Inside
BsmtFinType2                                    
BLQ             0.02     0.02  0.00  0.0    0.03
LwQ             0.03     0.03  0.04  0.0    0.03
Rec             0.03     0.05  0.02  0.0    0.04
Unf             0.89     0.84  0.91  1.0    0.88
other           0.02     0.05  0.02  0.0    0.02
----------------------------------------
LandSlope      Gtl   Mod   Sev
BsmtFinType2                  
BLQ           0.02  0.00  0.08
LwQ           0.03  0.09  0.00
Rec           0.04  0.03  0.15
Unf           0.89  0.84  0.62
other         0.02  0.03  0.15
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
BsmtFinType2                                                                 
BLQ              0.00     0.01     0.00     0.03      0.0    0.00     0.00   
LwQ              0.00     0.01     0.06     0.01      0.0    0.00     0.09   
Rec              0.00     0.01     0.02     0.03      0.0    0.03     0.00   
Unf              0.96     0.95     0.90     0.90      1.0    0.94     0.89   
other            0.04     0.02     0.02     0.02      0.0    0.03     0.02   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
BsmtFinType2                                                              
BLQ            0.06    0.03     0.00     0.00     0.01    0.07     0.04   
LwQ            0.08    0.11     0.00     0.00     0.01    0.04     0.04   
Rec            0.11    0.10     0.02     0.00     0.03    0.06     0.00   
Unf            0.73    0.74     0.95     0.99     0.94    0.81     0.85   
other          0.01    0.03     0.02     0.01     0.02    0.03     0.07   

Neighborhood  Somerst  Timber  other  
BsmtFinType2                          
BLQ               0.0    0.03   0.03  
LwQ               0.0    0.08   0.01  
Rec               0.0    0.08   0.03  
Unf               1.0    0.82   0.87  
other             0.0    0.00   0.05  
----------------------------------------
Condition1    Artery  Feedr  Norm  other
BsmtFinType2                            
BLQ             0.02   0.01  0.02   0.04
LwQ             0.04   0.05  0.03   0.01
Rec             0.06   0.08  0.03   0.03
Unf             0.85   0.84  0.89   0.86
other           0.02   0.01  0.02   0.06
----------------------------------------
Condition2    Norm  other
BsmtFinType2             
BLQ           0.02   0.00
LwQ           0.03   0.00
Rec           0.04   0.13
Unf           0.88   0.87
other         0.02   0.00
----------------------------------------
BldgType      1Fam  2fmCon  Duplex  Twnhs  TwnhsE
BsmtFinType2                                     
BLQ           0.02    0.03    0.00   0.00    0.03
LwQ           0.03    0.00    0.03   0.00    0.04
Rec           0.04    0.03    0.05   0.00    0.03
Unf           0.88    0.93    0.89   0.95    0.89
other         0.02    0.00    0.03   0.05    0.03
----------------------------------------
HouseStyle    1.5Fin  1Story  2Story  SFoyer  SLvl  other
BsmtFinType2                                             
BLQ             0.05    0.03    0.01    0.00  0.05    0.0
LwQ             0.02    0.04    0.02    0.08  0.03    0.0
Rec             0.03    0.04    0.02    0.06  0.09    0.0
Unf             0.89    0.86    0.93    0.81  0.77    1.0
other           0.01    0.02    0.02    0.06  0.06    0.0
----------------------------------------
OverallQual      4     5     6     7     8    9  other
BsmtFinType2                                          
BLQ           0.01  0.06  0.01  0.01  0.01  0.0   0.00
LwQ           0.02  0.04  0.05  0.02  0.01  0.0   0.00
Rec           0.03  0.07  0.05  0.01  0.01  0.0   0.00
Unf           0.92  0.80  0.86  0.94  0.95  1.0   0.97
other         0.02  0.03  0.02  0.02  0.02  0.0   0.03
----------------------------------------
OverallCond      4     5     6     7     8  other
BsmtFinType2                                     
BLQ           0.04  0.02  0.03  0.02  0.06   0.04
LwQ           0.06  0.02  0.07  0.02  0.04   0.00
Rec           0.08  0.02  0.06  0.08  0.03   0.02
Unf           0.83  0.92  0.82  0.82  0.86   0.92
other         0.00  0.02  0.02  0.06  0.01   0.02
----------------------------------------
RoofStyle     Gable   Hip  other
BsmtFinType2                    
BLQ            0.03  0.01   0.03
LwQ            0.04  0.02   0.03
Rec            0.03  0.06   0.12
Unf            0.89  0.88   0.72
other          0.02  0.03   0.09
----------------------------------------
RoofMatl      CompShg  other
BsmtFinType2                
BLQ              0.02   0.00
LwQ              0.03   0.04
Rec              0.04   0.12
Unf              0.89   0.76
other            0.02   0.08
----------------------------------------
Exterior1st   BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
BsmtFinType2                                                                  
BLQ              0.02     0.02     0.03     0.03     0.04     0.01     0.03   
LwQ              0.04     0.02     0.07     0.02     0.10     0.01     0.02   
Rec              0.11     0.02     0.06     0.02     0.08     0.02     0.06   
Unf              0.78     0.92     0.82     0.91     0.74     0.95     0.86   
other            0.04     0.03     0.02     0.01     0.05     0.02     0.03   

Exterior1st   other  
BsmtFinType2         
BLQ            0.03  
LwQ            0.06  
Rec            0.03  
Unf            0.86  
other          0.03  
----------------------------------------
Exterior2nd   CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
BsmtFinType2                                                                  
BLQ              0.02     0.02     0.03     0.04     0.01     0.04     0.03   
LwQ              0.02     0.08     0.03     0.08     0.01     0.03     0.00   
Rec              0.02     0.06     0.02     0.07     0.01     0.06     0.03   
Unf              0.92     0.81     0.90     0.76     0.95     0.83     0.92   
other            0.03     0.02     0.01     0.04     0.02     0.03     0.03   

Exterior2nd   other  
BsmtFinType2         
BLQ            0.00  
LwQ            0.03  
Rec            0.09  
Unf            0.86  
other          0.02  
----------------------------------------
MasVnrType    BrkCmn  BrkFace  Stone
BsmtFinType2                        
BLQ             0.07     0.02   0.01
LwQ             0.07     0.03   0.02
Rec             0.20     0.03   0.01
Unf             0.67     0.90   0.96
other           0.00     0.02   0.01
----------------------------------------
ExterQual       Ex    Fa    Gd    TA
BsmtFinType2                        
BLQ           0.02  0.00  0.01  0.03
LwQ           0.00  0.00  0.01  0.05
Rec           0.00  0.08  0.01  0.05
Unf           0.94  0.83  0.94  0.85
other         0.04  0.08  0.02  0.02
----------------------------------------
ExterCond       Gd    TA  other
BsmtFinType2                   
BLQ           0.04  0.02    0.0
LwQ           0.03  0.03    0.0
Rec           0.05  0.04    0.0
Unf           0.84  0.89    1.0
other         0.03  0.02    0.0
----------------------------------------
Foundation    BrkTil  CBlock  PConc  other
BsmtFinType2                              
BLQ             0.01    0.05   0.00    0.0
LwQ             0.01    0.06   0.01    0.0
Rec             0.01    0.07   0.01    0.0
Unf             0.96    0.79   0.96    1.0
other           0.01    0.03   0.02    0.0
----------------------------------------
BsmtQual        Ex    Fa    Gd    TA
BsmtFinType2                        
BLQ           0.00  0.00  0.01  0.04
LwQ           0.00  0.03  0.03  0.04
Rec           0.00  0.00  0.02  0.07
Unf           0.97  0.97  0.92  0.83
other         0.03  0.00  0.02  0.02
----------------------------------------
BsmtCond        Fa    Gd   Po    TA
BsmtFinType2                       
BLQ           0.00  0.05  0.0  0.02
LwQ           0.02  0.05  0.0  0.03
Rec           0.02  0.05  0.0  0.04
Unf           0.96  0.77  1.0  0.89
other         0.00  0.09  0.0  0.02
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
BsmtFinType2                        
BLQ           0.02  0.01  0.02  0.03
LwQ           0.03  0.03  0.04  0.03
Rec           0.02  0.04  0.07  0.04
Unf           0.89  0.84  0.84  0.89
other         0.04  0.07  0.04  0.01
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec  Unf
BsmtFinType2                                   
BLQ           0.07  0.01  0.00  0.05  0.08  0.0
LwQ           0.07  0.09  0.02  0.00  0.06  0.0
Rec           0.10  0.10  0.02  0.11  0.00  0.0
Unf           0.75  0.76  0.94  0.62  0.83  1.0
other         0.01  0.05  0.01  0.22  0.03  0.0
----------------------------------------
BsmtFinType2  BLQ  LwQ  Rec  Unf  other
BsmtFinType2                           
BLQ           1.0  0.0  0.0  0.0    0.0
LwQ           0.0  1.0  0.0  0.0    0.0
Rec           0.0  0.0  1.0  0.0    0.0
Unf           0.0  0.0  0.0  1.0    0.0
other         0.0  0.0  0.0  0.0    1.0
----------------------------------------
Heating       GasA  other
BsmtFinType2             
BLQ           0.02   0.00
LwQ           0.03   0.04
Rec           0.04   0.08
Unf           0.88   0.88
other         0.02   0.00
----------------------------------------
HeatingQC       Ex    Fa    Gd   Po    TA
BsmtFinType2                             
BLQ           0.02  0.00  0.02  0.0  0.03
LwQ           0.01  0.05  0.05  0.0  0.07
Rec           0.02  0.00  0.05  0.0  0.06
Unf           0.92  0.93  0.88  1.0  0.81
other         0.03  0.02  0.01  0.0  0.02
----------------------------------------
CentralAir       N     Y
BsmtFinType2            
BLQ           0.00  0.02
LwQ           0.01  0.03
Rec           0.02  0.04
Unf           0.95  0.88
other         0.01  0.02
----------------------------------------
Electrical    FuseA  SBrkr  other
BsmtFinType2                     
BLQ            0.05   0.02   0.00
LwQ            0.01   0.03   0.00
Rec            0.03   0.04   0.04
Unf            0.90   0.88   0.96
other          0.01   0.02   0.00
----------------------------------------
KitchenQual     Ex    Fa    Gd    TA
BsmtFinType2                        
BLQ           0.02  0.00  0.01  0.03
LwQ           0.01  0.00  0.02  0.04
Rec           0.00  0.03  0.03  0.05
Unf           0.94  0.94  0.91  0.85
other         0.03  0.03  0.02  0.02
----------------------------------------
Functional    Min1  Min2   Typ  other
BsmtFinType2                         
BLQ           0.11  0.03  0.02   0.06
LwQ           0.07  0.10  0.03   0.00
Rec           0.14  0.03  0.03   0.09
Unf           0.61  0.81  0.89   0.78
other         0.07  0.03  0.02   0.06
----------------------------------------
FireplaceQu     Fa    Gd    TA  other
BsmtFinType2                         
BLQ           0.00  0.02  0.02   0.05
LwQ           0.09  0.02  0.04   0.05
Rec           0.06  0.03  0.05   0.07
Unf           0.79  0.92  0.85   0.83
other         0.06  0.01  0.04   0.00
----------------------------------------
GarageType    Attchd  BuiltIn  Detchd  other
BsmtFinType2                                
BLQ             0.02     0.00    0.03   0.03
LwQ             0.04     0.00    0.04   0.03
Rec             0.04     0.02    0.04   0.12
Unf             0.88     0.97    0.88   0.78
other           0.03     0.01    0.01   0.03
----------------------------------------
GarageFinish   Fin   RFn   Unf
BsmtFinType2                  
BLQ           0.01  0.03  0.03
LwQ           0.02  0.03  0.04
Rec           0.02  0.04  0.05
Unf           0.92  0.87  0.86
other         0.03  0.02  0.02
----------------------------------------
GarageQual      Fa    TA  other
BsmtFinType2                   
BLQ           0.00  0.02   0.00
LwQ           0.00  0.04   0.00
Rec           0.00  0.04   0.15
Unf           0.98  0.88   0.80
other         0.02  0.02   0.05
----------------------------------------
GarageCond      Fa    TA  other
BsmtFinType2                   
BLQ           0.00  0.02   0.00
LwQ           0.06  0.03   0.06
Rec           0.03  0.04   0.06
Unf           0.88  0.88   0.83
other         0.03  0.02   0.06
----------------------------------------
PavedDrive       N    P     Y
BsmtFinType2                 
BLQ           0.00  0.0  0.03
LwQ           0.00  0.0  0.04
Rec           0.02  0.0  0.04
Unf           0.96  1.0  0.88
other         0.01  0.0  0.02
----------------------------------------
PoolQC         Ex   Fa   Gd
BsmtFinType2               
LwQ           0.5  1.0  0.0
Unf           0.5  0.0  1.0
----------------------------------------
Fence         GdPrv  GdWo  MnPrv  MnWw
BsmtFinType2                          
BLQ            0.03  0.09   0.04  0.09
LwQ            0.05  0.04   0.08  0.09
Rec            0.03  0.06   0.05  0.09
Unf            0.81  0.78   0.79  0.64
other          0.07  0.04   0.05  0.09
----------------------------------------
MiscFeature   Shed  other
BsmtFinType2             
BLQ           0.06   0.00
LwQ           0.04   0.25
Rec           0.02   0.25
Unf           0.85   0.50
other         0.02   0.00
----------------------------------------
SaleType       COD  New    WD  other
BsmtFinType2                        
BLQ           0.02  0.0  0.03   0.00
LwQ           0.02  0.0  0.04   0.04
Rec           0.10  0.0  0.04   0.04
Unf           0.83  1.0  0.87   0.85
other         0.02  0.0  0.02   0.07
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
BsmtFinType2                                  
BLQ               0.02    0.03     0.01   0.00
LwQ               0.05    0.03     0.00   0.06
Rec               0.06    0.04     0.00   0.00
Unf               0.84    0.87     0.99   0.94
other             0.03    0.03     0.00   0.00
----------------------------------------
MSSubClass    20    30    50   60    70   80    90  120  160   190  other
Heating                                                                  
GasA        0.99  0.94  0.93  1.0  0.92  1.0  0.94  1.0  1.0  0.87   0.95
other       0.01  0.06  0.07  0.0  0.08  0.0  0.06  0.0  0.0  0.13   0.05
----------------------------------------
MSZoning   FV    RL    RM  other
Heating                         
GasA      1.0  0.98  0.94   0.96
other     0.0  0.02  0.06   0.04
----------------------------------------
Street   Grvl  Pave
Heating            
GasA      1.0  0.98
other     0.0  0.02
----------------------------------------
Alley    Grvl  Pave
Heating            
GasA     0.88  0.95
other    0.12  0.05
----------------------------------------
LotShape   IR1  IR2  IR3   Reg
Heating                       
GasA      0.99  1.0  0.9  0.97
other     0.01  0.0  0.1  0.03
----------------------------------------
LandContour   Bnk  HLS   Low   Lvl
Heating                           
GasA         0.98  1.0  0.97  0.98
other        0.02  0.0  0.03  0.02
----------------------------------------
Utilities  AllPub  NoSeWa
Heating                  
GasA         0.98     1.0
other        0.02     0.0
----------------------------------------
LotConfig  Corner  CulDSac  FR2  FR3  Inside
Heating                                     
GasA         0.96      1.0  1.0  1.0    0.98
other        0.04      0.0  0.0  0.0    0.02
----------------------------------------
LandSlope   Gtl   Mod   Sev
Heating                    
GasA       0.98  0.98  0.92
other      0.02  0.02  0.08
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
Heating                                                                      
GasA             0.91      1.0     0.96     0.94      1.0    0.97      1.0   
other            0.09      0.0     0.04     0.06      0.0    0.03      0.0   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
Heating                                                                   
GasA           0.98     1.0      1.0      1.0     0.89     1.0      1.0   
other          0.02     0.0      0.0      0.0     0.11     0.0      0.0   

Neighborhood  Somerst  Timber  other  
Heating                               
GasA              1.0    0.97   0.99  
other             0.0    0.03   0.01  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
Heating                               
GasA          0.94   0.95  0.98   0.99
other         0.06   0.05  0.02   0.01
----------------------------------------
Condition2  Norm  other
Heating                
GasA        0.98    1.0
other       0.02    0.0
----------------------------------------
BldgType  1Fam  2fmCon  Duplex  Twnhs  TwnhsE
Heating                                      
GasA      0.98    0.87    0.94    1.0     1.0
other     0.02    0.13    0.06    0.0     0.0
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
Heating                                                
GasA          0.93    0.98    0.99     1.0   1.0   0.85
other         0.07    0.02    0.01     0.0   0.0   0.15
----------------------------------------
OverallQual     4     5     6     7     8    9  other
Heating                                              
GasA         0.95  0.98  0.98  0.98  0.99  1.0   0.86
other        0.05  0.02  0.02  0.02  0.01  0.0   0.14
----------------------------------------
OverallCond     4     5     6     7    8  other
Heating                                        
GasA         0.88  0.99  0.98  0.97  1.0   0.92
other        0.12  0.01  0.02  0.03  0.0   0.08
----------------------------------------
RoofStyle  Gable   Hip  other
Heating                      
GasA        0.98  0.98   0.94
other       0.02  0.02   0.06
----------------------------------------
RoofMatl  CompShg  other
Heating                 
GasA         0.98   0.96
other        0.02   0.04
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
Heating                                                                      
GasA             0.9     0.98      1.0     0.97      1.0      1.0     0.96   
other            0.1     0.02      0.0     0.03      0.0      0.0     0.04   

Exterior1st  other  
Heating             
GasA          0.88  
other         0.12  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
Heating                                                                      
GasA            0.98      1.0     0.98      1.0      1.0     0.96     0.97   
other           0.02      0.0     0.02      0.0      0.0     0.04     0.03   

Exterior2nd  other  
Heating             
GasA          0.86  
other         0.14  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
Heating                           
GasA           1.0     0.99    1.0
other          0.0     0.01    0.0
----------------------------------------
ExterQual   Ex    Fa    Gd    TA
Heating                         
GasA       1.0  0.93  0.99  0.97
other      0.0  0.07  0.01  0.03
----------------------------------------
ExterCond    Gd    TA  other
Heating                     
GasA       0.97  0.98   0.94
other      0.03  0.02   0.06
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
Heating                                 
GasA          0.88    0.99    1.0   0.82
other         0.12    0.01    0.0   0.18
----------------------------------------
BsmtQual   Ex   Fa    Gd    TA
Heating                       
GasA      1.0  1.0  0.99  0.97
other     0.0  0.0  0.01  0.03
----------------------------------------
BsmtCond    Fa   Gd   Po    TA
Heating                       
GasA      0.89  1.0  1.0  0.98
other     0.11  0.0  0.0  0.02
----------------------------------------
BsmtExposure   Av    Gd    Mn    No
Heating                            
GasA          1.0  0.99  0.97  0.98
other         0.0  0.01  0.03  0.02
----------------------------------------
BsmtFinType1   ALQ   BLQ  GLQ   LwQ   Rec   Unf
Heating                                        
GasA          0.98  0.97  1.0  0.97  0.97  0.97
other         0.02  0.03  0.0  0.03  0.03  0.03
----------------------------------------
BsmtFinType2  BLQ   LwQ   Rec   Unf  other
Heating                                   
GasA          1.0  0.98  0.96  0.98    1.0
other         0.0  0.02  0.04  0.02    0.0
----------------------------------------
Heating  GasA  other
Heating             
GasA      1.0    0.0
other     0.0    1.0
----------------------------------------
HeatingQC   Ex    Fa    Gd   Po    TA
Heating                              
GasA       1.0  0.69  0.99  1.0  0.97
other      0.0  0.31  0.01  0.0  0.03
----------------------------------------
CentralAir     N    Y
Heating              
GasA        0.73  1.0
other       0.27  0.0
----------------------------------------
Electrical  FuseA  SBrkr  other
Heating                        
GasA         0.93   0.99   0.81
other        0.07   0.01   0.19
----------------------------------------
KitchenQual    Ex    Fa   Gd    TA
Heating                           
GasA         0.99  0.79  1.0  0.97
other        0.01  0.21  0.0  0.03
----------------------------------------
Functional  Min1  Min2   Typ  other
Heating                            
GasA        0.97  0.97  0.98   0.89
other       0.03  0.03  0.02   0.11
----------------------------------------
FireplaceQu   Fa    Gd    TA  other
Heating                            
GasA         1.0  0.98  0.99   0.98
other        0.0  0.02  0.01   0.02
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
Heating                                   
GasA           1.0      1.0    0.94   0.97
other          0.0      0.0    0.06   0.03
----------------------------------------
GarageFinish  Fin  RFn   Unf
Heating                     
GasA          1.0  1.0  0.96
other         0.0  0.0  0.04
----------------------------------------
GarageQual   Fa    TA  other
Heating                     
GasA        0.9  0.98   0.95
other       0.1  0.02   0.05
----------------------------------------
GarageCond    Fa    TA  other
Heating                      
GasA        0.89  0.98   0.89
other       0.11  0.02   0.11
----------------------------------------
PavedDrive     N    P     Y
Heating                    
GasA        0.89  0.9  0.99
other       0.11  0.1  0.01
----------------------------------------
PoolQC    Ex   Fa   Gd
Heating               
GasA     1.0  1.0  1.0
----------------------------------------
Fence    GdPrv  GdWo  MnPrv  MnWw
Heating                          
GasA       1.0  0.94   0.98   1.0
other      0.0  0.06   0.02   0.0
----------------------------------------
MiscFeature  Shed  other
Heating                 
GasA         0.98    1.0
other        0.02    0.0
----------------------------------------
SaleType  COD  New    WD  other
Heating                        
GasA      1.0  1.0  0.98   0.89
other     0.0  0.0  0.02   0.11
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
Heating                                       
GasA              0.99    0.97      1.0   0.97
other             0.01    0.03      0.0   0.03
----------------------------------------
MSSubClass    20    30    50    60    70    80    90   120   160   190  other
HeatingQC                                                                    
Ex          0.52  0.30  0.33  0.73  0.38  0.34  0.08  0.82  0.44  0.27   0.34
Fa          0.03  0.10  0.04  0.00  0.15  0.02  0.08  0.00  0.03  0.07   0.05
Gd          0.14  0.23  0.28  0.14  0.13  0.26  0.12  0.06  0.13  0.23   0.27
Po          0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00   0.02
TA          0.31  0.36  0.35  0.12  0.33  0.38  0.73  0.13  0.40  0.43   0.32
----------------------------------------
MSZoning     FV    RL    RM  other
HeatingQC                         
Ex         0.91  0.52  0.33   0.23
Fa         0.00  0.03  0.07   0.00
Gd         0.09  0.16  0.23   0.19
Po         0.00  0.00  0.00   0.00
TA         0.00  0.29  0.37   0.58
----------------------------------------
Street     Grvl  Pave
HeatingQC            
Ex         0.17  0.51
Fa         0.00  0.03
Gd         0.17  0.17
Po         0.00  0.00
TA         0.67  0.29
----------------------------------------
Alley      Grvl  Pave
HeatingQC            
Ex         0.30  0.63
Fa         0.12  0.02
Gd         0.30  0.24
TA         0.28  0.10
----------------------------------------
LotShape    IR1   IR2  IR3   Reg
HeatingQC                       
Ex         0.57  0.68  0.7  0.46
Fa         0.03  0.00  0.0  0.04
Gd         0.14  0.17  0.2  0.18
Po         0.00  0.00  0.0  0.00
TA         0.26  0.15  0.1  0.32
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
HeatingQC                          
Ex           0.32  0.56  0.36  0.52
Fa           0.06  0.04  0.08  0.03
Gd           0.13  0.22  0.22  0.16
Po           0.00  0.00  0.00  0.00
TA           0.49  0.18  0.33  0.29
----------------------------------------
Utilities  AllPub  NoSeWa
HeatingQC                
Ex           0.51     0.0
Fa           0.03     0.0
Gd           0.16     1.0
Po           0.00     0.0
TA           0.29     0.0
----------------------------------------
LotConfig  Corner  CulDSac   FR2  FR3  Inside
HeatingQC                                    
Ex           0.46     0.62  0.62  1.0    0.50
Fa           0.05     0.01  0.00  0.0    0.03
Gd           0.18     0.12  0.13  0.0    0.17
Po           0.00     0.00  0.00  0.0    0.00
TA           0.32     0.26  0.26  0.0    0.29
----------------------------------------
LandSlope   Gtl   Mod   Sev
HeatingQC                  
Ex         0.51  0.40  0.38
Fa         0.03  0.11  0.00
Gd         0.16  0.20  0.15
Po         0.00  0.00  0.00
TA         0.29  0.29  0.46
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
HeatingQC                                                                    
Ex               0.29     0.87     0.43     0.42     0.67    0.22     0.49   
Fa               0.07     0.00     0.10     0.08     0.00    0.08     0.02   
Gd               0.26     0.03     0.16     0.17     0.32    0.19     0.06   
Po               0.00     0.00     0.00     0.00     0.00    0.03     0.00   
TA               0.38     0.10     0.31     0.33     0.01    0.49     0.43   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
HeatingQC                                                                 
Ex             0.25    0.18     0.93     0.97     0.30    0.28     0.56   
Fa             0.04    0.07     0.00     0.00     0.08    0.01     0.00   
Gd             0.22    0.22     0.07     0.03     0.33    0.16     0.19   
Po             0.00    0.00     0.00     0.00     0.00    0.00     0.00   
TA             0.49    0.53     0.00     0.00     0.29    0.54     0.25   

Neighborhood  Somerst  Timber  other  
HeatingQC                             
Ex               0.93    0.66   0.47  
Fa               0.00    0.00   0.03  
Gd               0.07    0.16   0.13  
Po               0.00    0.00   0.00  
TA               0.00    0.18   0.38  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
HeatingQC                             
Ex            0.23   0.35  0.53   0.55
Fa            0.06   0.05  0.03   0.01
Gd            0.25   0.25  0.16   0.10
Po            0.00   0.00  0.00   0.01
TA            0.46   0.36  0.28   0.32
----------------------------------------
Condition2  Norm  other
HeatingQC              
Ex          0.51   0.33
Fa          0.03   0.13
Gd          0.16   0.20
Po          0.00   0.00
TA          0.29   0.33
----------------------------------------
BldgType   1Fam  2fmCon  Duplex  Twnhs  TwnhsE
HeatingQC                                     
Ex         0.51    0.26    0.08   0.47    0.71
Fa         0.03    0.06    0.08   0.05    0.00
Gd         0.17    0.23    0.12   0.12    0.10
Po         0.00    0.00    0.00   0.00    0.00
TA         0.28    0.45    0.73   0.37    0.19
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
HeatingQC                                              
Ex            0.32    0.51    0.61    0.30  0.32   0.42
Fa            0.05    0.03    0.03    0.00  0.02   0.15
Gd            0.26    0.14    0.16    0.22  0.26   0.18
Po            0.00    0.00    0.00    0.00  0.00   0.03
TA            0.37    0.31    0.21    0.49  0.40   0.21
----------------------------------------
OverallQual     4     5     6     7     8     9  other
HeatingQC                                             
Ex           0.28  0.28  0.39  0.76  0.87  0.98   0.51
Fa           0.09  0.04  0.03  0.01  0.02  0.00   0.16
Gd           0.20  0.21  0.20  0.13  0.07  0.02   0.12
Po           0.00  0.00  0.00  0.00  0.00  0.00   0.00
TA           0.44  0.47  0.38  0.11  0.04  0.00   0.21
----------------------------------------
OverallCond     4     5     6     7     8  other
HeatingQC                                       
Ex           0.16  0.63  0.34  0.38  0.42   0.36
Fa           0.14  0.02  0.03  0.04  0.00   0.09
Gd           0.21  0.12  0.19  0.21  0.39   0.21
Po           0.00  0.00  0.00  0.00  0.00   0.00
TA           0.49  0.22  0.44  0.37  0.19   0.34
----------------------------------------
RoofStyle  Gable   Hip  other
HeatingQC                    
Ex          0.50  0.56   0.39
Fa          0.03  0.03   0.03
Gd          0.18  0.12   0.18
Po          0.00  0.00   0.00
TA          0.29  0.29   0.39
----------------------------------------
RoofMatl   CompShg  other
HeatingQC                
Ex            0.51   0.38
Fa            0.03   0.04
Gd            0.17   0.12
Po            0.00   0.00
TA            0.29   0.46
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
HeatingQC                                                                    
Ex              0.30     0.66     0.24     0.41     0.20     0.82     0.37   
Fa              0.12     0.02     0.02     0.04     0.04     0.01     0.06   
Gd              0.24     0.10     0.22     0.20     0.16     0.11     0.20   
Po              0.00     0.00     0.00     0.00     0.00     0.00     0.00   
TA              0.34     0.23     0.52     0.35     0.60     0.06     0.37   

Exterior1st  other  
HeatingQC           
Ex            0.28  
Fa            0.12  
Gd            0.21  
Po            0.00  
TA            0.40  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
HeatingQC                                                                    
Ex              0.67     0.26     0.43     0.22     0.82     0.35     0.42   
Fa              0.02     0.02     0.04     0.03     0.01     0.07     0.05   
Gd              0.08     0.23     0.19     0.15     0.11     0.20     0.18   
Po              0.00     0.00     0.00     0.00     0.00     0.00     0.00   
TA              0.23     0.50     0.34     0.60     0.06     0.39     0.34   

Exterior2nd  other  
HeatingQC           
Ex            0.29  
Fa            0.13  
Gd            0.24  
Po            0.00  
TA            0.34  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
HeatingQC                         
Ex            0.13     0.56   0.89
Fa            0.07     0.02   0.01
Gd            0.27     0.15   0.03
TA            0.53     0.27   0.07
----------------------------------------
ExterQual    Ex    Fa    Gd    TA
HeatingQC                        
Ex         0.94  0.14  0.86  0.30
Fa         0.00  0.21  0.00  0.05
Gd         0.06  0.21  0.09  0.21
Po         0.00  0.00  0.00  0.00
TA         0.00  0.43  0.05  0.44
----------------------------------------
ExterCond    Gd    TA  other
HeatingQC                   
Ex         0.47  0.52   0.22
Fa         0.02  0.03   0.16
Gd         0.24  0.16   0.22
Po         0.00  0.00   0.00
TA         0.27  0.29   0.41
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
HeatingQC                               
Ex            0.34    0.26   0.81   0.21
Fa            0.12    0.03   0.01   0.18
Gd            0.26    0.20   0.11   0.21
Po            0.00    0.00   0.00   0.00
TA            0.29    0.51   0.08   0.39
----------------------------------------
BsmtQual     Ex    Fa    Gd    TA
HeatingQC                        
Ex         0.96  0.26  0.68  0.29
Fa         0.02  0.03  0.01  0.05
Gd         0.02  0.46  0.13  0.21
Po         0.00  0.00  0.00  0.00
TA         0.00  0.26  0.18  0.45
----------------------------------------
BsmtCond     Fa    Gd   Po    TA
HeatingQC                       
Ex         0.18  0.65  0.0  0.52
Fa         0.13  0.03  0.0  0.03
Gd         0.20  0.11  1.0  0.17
Po         0.00  0.00  0.0  0.00
TA         0.49  0.22  0.0  0.29
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
HeatingQC                           
Ex            0.66  0.59  0.54  0.47
Fa            0.01  0.01  0.03  0.04
Gd            0.11  0.15  0.18  0.18
Po            0.00  0.00  0.00  0.00
TA            0.22  0.25  0.25  0.31
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
HeatingQC                                       
Ex            0.36  0.27  0.77  0.35  0.26  0.54
Fa            0.05  0.03  0.00  0.04  0.05  0.04
Gd            0.18  0.16  0.11  0.18  0.21  0.20
Po            0.00  0.01  0.00  0.00  0.00  0.00
TA            0.41  0.53  0.12  0.43  0.47  0.22
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
HeatingQC                                  
Ex            0.42  0.13  0.31  0.54   0.61
Fa            0.00  0.04  0.00  0.03   0.03
Gd            0.15  0.24  0.20  0.16   0.06
Po            0.00  0.00  0.00  0.00   0.00
TA            0.42  0.59  0.48  0.27   0.30
----------------------------------------
Heating    GasA  other
HeatingQC             
Ex         0.52   0.06
Fa         0.02   0.47
Gd         0.17   0.06
Po         0.00   0.00
TA         0.29   0.41
----------------------------------------
HeatingQC   Ex   Fa   Gd   Po   TA
HeatingQC                         
Ex         1.0  0.0  0.0  0.0  0.0
Fa         0.0  1.0  0.0  0.0  0.0
Gd         0.0  0.0  1.0  0.0  0.0
Po         0.0  0.0  0.0  1.0  0.0
TA         0.0  0.0  0.0  0.0  1.0
----------------------------------------
CentralAir     N     Y
HeatingQC             
Ex          0.08  0.54
Fa          0.25  0.02
Gd          0.14  0.17
Po          0.01  0.00
TA          0.52  0.28
----------------------------------------
Electrical  FuseA  SBrkr  other
HeatingQC                      
Ex           0.24   0.53   0.16
Fa           0.09   0.03   0.19
Gd           0.20   0.16   0.19
Po           0.00   0.00   0.03
TA           0.47   0.28   0.42
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
HeatingQC                          
Ex           0.89  0.18  0.76  0.27
Fa           0.00  0.21  0.01  0.05
Gd           0.05  0.15  0.14  0.20
Po           0.00  0.00  0.00  0.00
TA           0.06  0.46  0.09  0.48
----------------------------------------
Functional  Min1  Min2   Typ  other
HeatingQC                          
Ex          0.23  0.38  0.52   0.43
Fa          0.06  0.03  0.03   0.06
Gd          0.26  0.21  0.16   0.17
Po          0.00  0.00  0.00   0.00
TA          0.45  0.38  0.29   0.34
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
HeatingQC                           
Ex           0.42  0.67  0.51   0.59
Fa           0.03  0.03  0.02   0.02
Gd           0.09  0.12  0.18   0.16
TA           0.45  0.18  0.29   0.23
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
HeatingQC                                 
Ex            0.59     0.84    0.33   0.26
Fa            0.02     0.00    0.06   0.06
Gd            0.15     0.09    0.20   0.32
Po            0.00     0.00    0.00   0.00
TA            0.25     0.07    0.41   0.35
----------------------------------------
GarageFinish   Fin   RFn   Unf
HeatingQC                     
Ex            0.75  0.64  0.30
Fa            0.01  0.01  0.05
Gd            0.14  0.13  0.19
Po            0.00  0.00  0.00
TA            0.10  0.21  0.45
----------------------------------------
GarageQual    Fa    TA  other
HeatingQC                    
Ex          0.33  0.53   0.40
Fa          0.12  0.03   0.05
Gd          0.23  0.16   0.25
Po          0.00  0.00   0.00
TA          0.31  0.29   0.30
----------------------------------------
GarageCond    Fa    TA  other
HeatingQC                    
Ex          0.29  0.53   0.28
Fa          0.14  0.02   0.11
Gd          0.20  0.16   0.17
Po          0.00  0.00   0.00
TA          0.37  0.28   0.44
----------------------------------------
PavedDrive     N     P     Y
HeatingQC                   
Ex          0.28  0.07  0.53
Fa          0.10  0.27  0.02
Gd          0.24  0.30  0.16
Po          0.00  0.00  0.00
TA          0.38  0.37  0.29
----------------------------------------
PoolQC      Ex   Fa    Gd
HeatingQC                
Ex         0.5  0.0  0.33
Fa         0.0  0.5  0.00
Gd         0.5  0.0  0.00
TA         0.0  0.5  0.67
----------------------------------------
Fence      GdPrv  GdWo  MnPrv  MnWw
HeatingQC                          
Ex          0.41  0.24   0.29  0.27
Fa          0.02  0.02   0.05  0.09
Gd          0.22  0.20   0.17  0.09
TA          0.36  0.54   0.50  0.55
----------------------------------------
MiscFeature  Shed  other
HeatingQC               
Ex           0.41    0.2
Fa           0.06    0.2
Gd           0.20    0.2
TA           0.33    0.4
----------------------------------------
SaleType    COD   New    WD  other
HeatingQC                         
Ex         0.19  0.93  0.48   0.43
Fa         0.09  0.00  0.03   0.04
Gd         0.19  0.07  0.18   0.11
Po         0.00  0.00  0.00   0.00
TA         0.53  0.00  0.31   0.43
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
HeatingQC                                     
Ex                0.39    0.48     0.94   0.22
Fa                0.04    0.04     0.00   0.06
Gd                0.14    0.18     0.06   0.03
Po                0.00    0.00     0.00   0.00
TA                0.44    0.30     0.00   0.69
----------------------------------------
MSSubClass    20    30    50   60    70   80    90  120  160   190  other
CentralAir                                                               
N           0.02  0.29  0.11  0.0  0.25  0.0  0.23  0.0  0.0  0.47   0.15
Y           0.98  0.71  0.89  1.0  0.75  1.0  0.77  1.0  1.0  0.53   0.85
----------------------------------------
MSZoning     FV    RL    RM  other
CentralAir                        
N           0.0  0.04  0.17   0.46
Y           1.0  0.96  0.83   0.54
----------------------------------------
Street      Grvl  Pave
CentralAir            
N           0.33  0.06
Y           0.67  0.94
----------------------------------------
Alley       Grvl  Pave
CentralAir            
N           0.32  0.15
Y           0.68  0.85
----------------------------------------
LotShape     IR1   IR2  IR3   Reg
CentralAir                       
N           0.03  0.02  0.1  0.09
Y           0.97  0.98  0.9  0.91
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
CentralAir                         
N            0.22  0.04  0.06  0.06
Y            0.78  0.96  0.94  0.94
----------------------------------------
Utilities   AllPub  NoSeWa
CentralAir                
N             0.07     0.0
Y             0.93     1.0
----------------------------------------
LotConfig   Corner  CulDSac  FR2  FR3  Inside
CentralAir                                   
N             0.08     0.01  0.0  0.0    0.07
Y             0.92     0.99  1.0  1.0    0.93
----------------------------------------
LandSlope    Gtl   Mod   Sev
CentralAir                  
N           0.06  0.08  0.08
Y           0.94  0.92  0.92
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
CentralAir                                                                   
N                0.21      0.0      0.1     0.18     0.01    0.41      0.0   
Y                0.79      1.0      0.9     0.82     0.99    0.59      1.0   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
CentralAir                                                                
N              0.04     0.0      0.0      0.0     0.23    0.03     0.02   
Y              0.96     1.0      1.0      1.0     0.77    0.97     0.98   

Neighborhood  Somerst  Timber  other  
CentralAir                            
N                 0.0     0.0   0.05  
Y                 1.0     1.0   0.95  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
CentralAir                            
N             0.15    0.1  0.06   0.08
Y             0.85    0.9  0.94   0.92
----------------------------------------
Condition2  Norm  other
CentralAir             
N           0.06    0.2
Y           0.94    0.8
----------------------------------------
BldgType    1Fam  2fmCon  Duplex  Twnhs  TwnhsE
CentralAir                                     
N           0.06    0.48    0.23    0.0     0.0
Y           0.94    0.52    0.77    1.0     1.0
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
CentralAir                                             
N             0.12    0.06    0.05     0.0   0.0   0.36
Y             0.88    0.94    0.95     1.0   1.0   0.64
----------------------------------------
OverallQual    4     5     6     7     8    9  other
CentralAir                                          
N            0.2  0.08  0.05  0.02  0.01  0.0   0.37
Y            0.8  0.92  0.95  0.98  0.99  1.0   0.63
----------------------------------------
OverallCond     4     5     6     7     8  other
CentralAir                                      
N            0.33  0.03  0.08  0.05  0.07   0.25
Y            0.67  0.97  0.92  0.95  0.93   0.75
----------------------------------------
RoofStyle   Gable   Hip  other
CentralAir                    
N            0.07  0.05   0.15
Y            0.93  0.95   0.85
----------------------------------------
RoofMatl    CompShg  other
CentralAir                
N              0.07   0.04
Y              0.93   0.96
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
CentralAir                                                                   
N               0.08     0.02     0.01     0.09     0.01     0.02     0.17   
Y               0.92     0.98     0.99     0.91     0.99     0.98     0.83   

Exterior1st  other  
CentralAir          
N             0.28  
Y             0.72  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
CentralAir                                                                   
N               0.02     0.02     0.08     0.01     0.02     0.16     0.11   
Y               0.98     0.98     0.92     0.99     0.98     0.84     0.89   

Exterior2nd  other  
CentralAir          
N             0.27  
Y             0.73  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
CentralAir                        
N              0.0     0.01    0.0
Y              1.0     0.99    1.0
----------------------------------------
ExterQual    Ex    Fa    Gd    TA
CentralAir                       
N           0.0  0.64  0.01  0.09
Y           1.0  0.36  0.99  0.91
----------------------------------------
ExterCond     Gd    TA  other
CentralAir                   
N           0.05  0.06   0.38
Y           0.95  0.94   0.62
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
CentralAir                              
N             0.28    0.05   0.01   0.36
Y             0.72    0.95   0.99   0.64
----------------------------------------
BsmtQual     Ex    Fa    Gd   TA
CentralAir                      
N           0.0  0.23  0.01  0.1
Y           1.0  0.77  0.99  0.9
----------------------------------------
BsmtCond      Fa   Gd   Po    TA
CentralAir                      
N           0.38  0.0  0.5  0.05
Y           0.62  1.0  0.5  0.95
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
CentralAir                          
N             0.03  0.01  0.05  0.07
Y             0.97  0.99  0.95  0.93
----------------------------------------
BsmtFinType1   ALQ   BLQ  GLQ   LwQ  Rec  Unf
CentralAir                                   
N             0.03  0.07  0.0  0.07  0.1  0.1
Y             0.97  0.93  1.0  0.93  0.9  0.9
----------------------------------------
BsmtFinType2  BLQ   LwQ   Rec   Unf  other
CentralAir                                
N             0.0  0.02  0.04  0.06   0.03
Y             1.0  0.98  0.96  0.94   0.97
----------------------------------------
Heating     GasA  other
CentralAir             
N           0.05   0.81
Y           0.95   0.19
----------------------------------------
HeatingQC     Ex    Fa    Gd   Po    TA
CentralAir                             
N           0.01  0.49  0.05  1.0  0.11
Y           0.99  0.51  0.95  0.0  0.89
----------------------------------------
CentralAir    N    Y
CentralAir          
N           1.0  0.0
Y           0.0  1.0
----------------------------------------
Electrical  FuseA  SBrkr  other
CentralAir                     
N            0.23   0.04   0.68
Y            0.77   0.96   0.32
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
CentralAir                         
N            0.01  0.51  0.01  0.09
Y            0.99  0.49  0.99  0.91
----------------------------------------
Functional  Min1  Min2   Typ  other
CentralAir                         
N           0.06  0.15  0.06    0.2
Y           0.94  0.85  0.94    0.8
----------------------------------------
FireplaceQu   Fa    Gd    TA  other
CentralAir                         
N            0.0  0.03  0.01   0.02
Y            1.0  0.97  0.99   0.98
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
CentralAir                                
N             0.01      0.0    0.15   0.15
Y             0.99      1.0    0.85   0.85
----------------------------------------
GarageFinish  Fin  RFn   Unf
CentralAir                  
N             0.0  0.0  0.11
Y             1.0  1.0  0.89
----------------------------------------
GarageQual    Fa    TA  other
CentralAir                   
N           0.27  0.04    0.2
Y           0.73  0.96    0.8
----------------------------------------
GarageCond    Fa    TA  other
CentralAir                   
N           0.37  0.04   0.28
Y           0.63  0.96   0.72
----------------------------------------
PavedDrive     N    P     Y
CentralAir                 
N           0.38  0.2  0.04
Y           0.62  0.8  0.96
----------------------------------------
PoolQC       Ex   Fa   Gd
CentralAir               
Y           1.0  1.0  1.0
----------------------------------------
Fence       GdPrv  GdWo  MnPrv  MnWw
CentralAir                          
N            0.02  0.09   0.06   0.0
Y            0.98  0.91   0.94   1.0
----------------------------------------
MiscFeature  Shed  other
CentralAir              
N            0.06    0.2
Y            0.94    0.8
----------------------------------------
SaleType     COD  New    WD  other
CentralAir                        
N           0.05  0.0  0.07   0.21
Y           0.95  1.0  0.93   0.79
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
CentralAir                                    
N                  0.1    0.07      0.0   0.14
Y                  0.9    0.93      1.0   0.86
----------------------------------------
MSSubClass    20    30    50   60    70    80    90  120  160   190  other
Electrical                                                                
FuseA       0.06  0.26  0.14  0.0  0.13  0.00  0.10  0.0  0.0  0.17   0.11
SBrkr       0.93  0.65  0.81  1.0  0.83  0.98  0.81  1.0  1.0  0.77   0.85
other       0.01  0.09  0.06  0.0  0.03  0.02  0.10  0.0  0.0  0.07   0.03
----------------------------------------
MSZoning     FV    RL    RM  other
Electrical                        
FuseA       0.0  0.05  0.14   0.31
SBrkr       1.0  0.93  0.81   0.65
other       0.0  0.02  0.05   0.04
----------------------------------------
Street      Grvl  Pave
Electrical            
FuseA       0.17  0.06
SBrkr       0.83  0.91
other       0.00  0.02
----------------------------------------
Alley       Grvl  Pave
Electrical            
FuseA       0.16   0.1
SBrkr       0.72   0.9
other       0.12   0.0
----------------------------------------
LotShape     IR1  IR2  IR3   Reg
Electrical                      
FuseA       0.04  0.0  0.0  0.08
SBrkr       0.95  1.0  0.9  0.89
other       0.01  0.0  0.1  0.03
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
Electrical                         
FuseA        0.14  0.06  0.03  0.06
SBrkr        0.78  0.90  0.94  0.92
other        0.08  0.04  0.03  0.02
----------------------------------------
Utilities   AllPub  NoSeWa
Electrical                
FuseA         0.06     1.0
SBrkr         0.91     0.0
other         0.02     0.0
----------------------------------------
LotConfig   Corner  CulDSac  FR2  FR3  Inside
Electrical                                   
FuseA         0.07     0.02  0.0  0.0    0.07
SBrkr         0.90     0.98  1.0  1.0    0.91
other         0.02     0.00  0.0  0.0    0.02
----------------------------------------
LandSlope    Gtl   Mod   Sev
Electrical                  
FuseA       0.06  0.09  0.08
SBrkr       0.92  0.89  0.92
other       0.02  0.02  0.00
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
Electrical                                                                   
FuseA            0.22      0.0     0.06     0.12      0.0    0.27     0.02   
SBrkr            0.72      1.0     0.90     0.78      1.0    0.59     0.98   
other            0.05      0.0     0.04     0.10      0.0    0.14     0.00   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
Electrical                                                                
FuseA          0.12     0.0      0.0      0.0     0.19     0.0     0.02   
SBrkr          0.87     1.0      1.0      1.0     0.77     1.0     0.98   
other          0.01     0.0      0.0      0.0     0.04     0.0     0.00   

Neighborhood  Somerst  Timber  other  
Electrical                            
FuseA             0.0    0.03   0.03  
SBrkr             1.0    0.97   0.95  
other             0.0    0.00   0.02  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
Electrical                            
FuseA         0.19   0.14  0.06   0.04
SBrkr         0.73   0.85  0.92   0.94
other         0.08   0.01  0.02   0.01
----------------------------------------
Condition2  Norm  other
Electrical             
FuseA       0.06   0.07
SBrkr       0.91   0.93
other       0.02   0.00
----------------------------------------
BldgType    1Fam  2fmCon  Duplex  Twnhs  TwnhsE
Electrical                                     
FuseA       0.07    0.16    0.10    0.0     0.0
SBrkr       0.91    0.77    0.81    1.0     1.0
other       0.02    0.06    0.10    0.0     0.0
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
Electrical                                             
FuseA         0.16    0.07    0.03     0.0  0.02   0.18
SBrkr         0.79    0.91    0.96     1.0  0.97   0.70
other         0.05    0.02    0.01     0.0  0.02   0.12
----------------------------------------
OverallQual     4     5     6     7    8    9  other
Electrical                                          
FuseA        0.14  0.11  0.07  0.00  0.0  0.0   0.14
SBrkr        0.81  0.87  0.91  0.98  1.0  1.0   0.72
other        0.05  0.02  0.02  0.01  0.0  0.0   0.14
----------------------------------------
OverallCond     4     5     6     7     8  other
Electrical                                      
FuseA        0.23  0.03  0.09  0.10  0.06   0.15
SBrkr        0.67  0.95  0.89  0.89  0.93   0.74
other        0.11  0.01  0.02  0.01  0.01   0.11
----------------------------------------
RoofStyle   Gable   Hip  other
Electrical                    
FuseA        0.07  0.06   0.03
SBrkr        0.91  0.93   0.94
other        0.02  0.01   0.03
----------------------------------------
RoofMatl    CompShg  other
Electrical                
FuseA          0.06   0.04
SBrkr          0.91   0.92
other          0.02   0.04
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
Electrical                                                                   
FuseA           0.22     0.00     0.02     0.10     0.01     0.02     0.15   
SBrkr           0.74     0.98     0.98     0.87     0.99     0.97     0.80   
other           0.04     0.02     0.00     0.03     0.00     0.00     0.05   

Exterior1st  other  
Electrical          
FuseA         0.18  
SBrkr         0.72  
other         0.10  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
Electrical                                                                   
FuseA           0.00     0.02     0.10     0.01     0.02     0.19     0.11   
SBrkr           0.98     0.98     0.87     0.99     0.98     0.76     0.84   
other           0.02     0.00     0.03     0.01     0.00     0.05     0.05   

Exterior2nd  other  
Electrical          
FuseA         0.17  
SBrkr         0.74  
other         0.08  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
Electrical                        
FuseA          0.0     0.02   0.02
SBrkr          1.0     0.96   0.98
other          0.0     0.01   0.00
----------------------------------------
ExterQual    Ex    Fa   Gd    TA
Electrical                      
FuseA       0.0  0.29  0.0  0.10
SBrkr       1.0  0.57  1.0  0.87
other       0.0  0.14  0.0  0.03
----------------------------------------
ExterCond     Gd    TA  other
Electrical                   
FuseA       0.02  0.07   0.19
SBrkr       0.98  0.91   0.62
other       0.00  0.02   0.19
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
Electrical                              
FuseA         0.17    0.09   0.01   0.12
SBrkr         0.76    0.89   0.98   0.73
other         0.07    0.02   0.01   0.15
----------------------------------------
BsmtQual      Ex    Fa    Gd    TA
Electrical                        
FuseA       0.01  0.23  0.01  0.11
SBrkr       0.99  0.66  0.99  0.86
other       0.00  0.11  0.00  0.03
----------------------------------------
BsmtCond      Fa    Gd   Po    TA
Electrical                       
FuseA       0.29  0.02  0.5  0.06
SBrkr       0.64  0.98  0.0  0.93
other       0.07  0.00  0.5  0.02
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
Electrical                          
FuseA         0.02  0.01  0.04  0.08
SBrkr         0.97  0.99  0.96  0.90
other         0.01  0.00  0.01  0.02
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
Electrical                                      
FuseA         0.02  0.10  0.01  0.16  0.12  0.09
SBrkr         0.97  0.88  0.99  0.81  0.85  0.88
other         0.01  0.02  0.00  0.03  0.03  0.03
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
Electrical                                 
FuseA         0.12  0.02  0.06  0.06   0.03
SBrkr         0.88  0.98  0.93  0.92   0.97
other         0.00  0.00  0.02  0.02   0.00
----------------------------------------
Heating     GasA  other
Electrical             
FuseA       0.06   0.22
SBrkr       0.92   0.59
other       0.02   0.19
----------------------------------------
HeatingQC     Ex    Fa    Gd   Po    TA
Electrical                             
FuseA       0.03  0.16  0.08  0.0  0.10
SBrkr       0.96  0.71  0.90  0.0  0.87
other       0.01  0.12  0.02  1.0  0.03
----------------------------------------
CentralAir     N     Y
Electrical            
FuseA       0.23  0.05
SBrkr       0.55  0.94
other       0.22  0.01
----------------------------------------
Electrical  FuseA  SBrkr  other
Electrical                     
FuseA         1.0    0.0    0.0
SBrkr         0.0    1.0    0.0
other         0.0    0.0    1.0
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
Electrical                         
FuseA        0.03  0.26  0.01  0.10
SBrkr        0.97  0.51  0.98  0.87
other        0.00  0.23  0.00  0.03
----------------------------------------
Functional  Min1  Min2   Typ  other
Electrical                         
FuseA       0.03  0.09  0.06   0.17
SBrkr       0.90  0.88  0.92   0.77
other       0.06  0.03  0.02   0.06
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
Electrical                          
FuseA        0.03  0.05  0.02   0.02
SBrkr        0.97  0.94  0.97   0.98
other        0.00  0.01  0.01   0.00
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
Electrical                                
FuseA         0.03     0.01    0.12   0.18
SBrkr         0.96     0.98    0.83   0.82
other         0.00     0.01    0.05   0.00
----------------------------------------
GarageFinish   Fin   RFn   Unf
Electrical                    
FuseA         0.01  0.02  0.11
SBrkr         0.99  0.98  0.85
other         0.00  0.00  0.04
----------------------------------------
GarageQual    Fa    TA  other
Electrical                   
FuseA       0.21  0.05    0.0
SBrkr       0.71  0.93    0.9
other       0.08  0.01    0.1
----------------------------------------
GarageCond    Fa    TA  other
Electrical                   
FuseA       0.23  0.05   0.11
SBrkr       0.69  0.93   0.72
other       0.09  0.01   0.17
----------------------------------------
PavedDrive     N    P     Y
Electrical                 
FuseA       0.20  0.1  0.05
SBrkr       0.67  0.8  0.93
other       0.13  0.1  0.01
----------------------------------------
PoolQC       Ex   Fa   Gd
Electrical               
SBrkr       1.0  1.0  1.0
----------------------------------------
Fence       GdPrv  GdWo  MnPrv  MnWw
Electrical                          
FuseA        0.07  0.09   0.08  0.18
SBrkr        0.92  0.91   0.92  0.82
other        0.02  0.00   0.01  0.00
----------------------------------------
MiscFeature  Shed  other
Electrical              
FuseA        0.04    0.0
SBrkr        0.96    1.0
----------------------------------------
SaleType     COD  New    WD  other
Electrical                        
FuseA       0.14  0.0  0.07   0.07
SBrkr       0.84  1.0  0.91   0.93
other       0.02  0.0  0.02   0.00
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
Electrical                                    
FuseA             0.14    0.07      0.0   0.06
SBrkr             0.83    0.91      1.0   0.89
other             0.03    0.02      0.0   0.06
----------------------------------------
MSSubClass     20    30    50    60    70    80    90   120   160   190  other
KitchenQual                                                                   
Ex           0.08  0.01  0.01  0.11  0.05  0.03  0.00  0.14  0.00  0.00   0.05
Fa           0.01  0.20  0.04  0.00  0.07  0.00  0.04  0.00  0.00  0.17   0.02
Gd           0.39  0.12  0.21  0.63  0.33  0.29  0.02  0.70  0.48  0.07   0.31
TA           0.52  0.67  0.74  0.25  0.55  0.67  0.94  0.16  0.52  0.77   0.63
----------------------------------------
MSZoning       FV    RL    RM  other
KitchenQual                         
Ex           0.06  0.08  0.02   0.00
Fa           0.00  0.02  0.05   0.15
Gd           0.88  0.42  0.22   0.08
TA           0.06  0.48  0.71   0.77
----------------------------------------
Street       Grvl  Pave
KitchenQual            
Ex           0.00  0.07
Fa           0.17  0.03
Gd           0.00  0.40
TA           0.83  0.50
----------------------------------------
Alley        Grvl  Pave
KitchenQual            
Ex           0.04  0.02
Fa           0.10  0.02
Gd           0.16  0.63
TA           0.70  0.32
----------------------------------------
LotShape      IR1   IR2  IR3   Reg
KitchenQual                       
Ex           0.09  0.12  0.1  0.06
Fa           0.02  0.00  0.0  0.03
Gd           0.49  0.51  0.4  0.35
TA           0.40  0.37  0.5  0.56
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
KitchenQual                        
Ex           0.06  0.12  0.03  0.07
Fa           0.14  0.04  0.06  0.02
Gd           0.19  0.46  0.50  0.41
TA           0.60  0.38  0.42  0.51
----------------------------------------
Utilities    AllPub  NoSeWa
KitchenQual                
Ex             0.07     0.0
Fa             0.03     0.0
Gd             0.40     1.0
TA             0.50     0.0
----------------------------------------
LotConfig    Corner  CulDSac   FR2   FR3  Inside
KitchenQual                                     
Ex             0.07     0.05  0.06  0.25    0.07
Fa             0.02     0.00  0.02  0.00    0.03
Gd             0.38     0.52  0.40  0.50    0.39
TA             0.52     0.43  0.51  0.25    0.51
----------------------------------------
LandSlope     Gtl   Mod   Sev
KitchenQual                  
Ex           0.07  0.03  0.08
Fa           0.02  0.05  0.15
Gd           0.40  0.45  0.23
TA           0.50  0.48  0.54
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
KitchenQual                                                                  
Ex               0.02     0.05     0.04     0.05     0.01    0.00      0.0   
Fa               0.17     0.00     0.06     0.07     0.00    0.16      0.0   
Gd               0.12     0.77     0.45     0.15     0.56    0.14      0.2   
TA               0.69     0.19     0.45     0.73     0.43    0.70      0.8   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
KitchenQual                                                               
Ex             0.02    0.03     0.10     0.51     0.04    0.00     0.00   
Fa             0.01    0.00     0.00     0.00     0.04    0.01     0.00   
Gd             0.18    0.33     0.85     0.49     0.20    0.15     0.69   
TA             0.79    0.64     0.05     0.00     0.72    0.84     0.31   

Neighborhood  Somerst  Timber  other  
KitchenQual                           
Ex               0.12    0.13   0.10  
Fa               0.00    0.00   0.03  
Gd               0.84    0.61   0.39  
TA               0.05    0.26   0.47  
----------------------------------------
Condition1   Artery  Feedr  Norm  other
KitchenQual                            
Ex             0.04   0.01  0.07   0.08
Fa             0.06   0.07  0.02   0.03
Gd             0.15   0.23  0.42   0.39
TA             0.75   0.68  0.48   0.49
----------------------------------------
Condition2   Norm  other
KitchenQual             
Ex           0.07   0.13
Fa           0.03   0.13
Gd           0.40   0.13
TA           0.50   0.60
----------------------------------------
BldgType     1Fam  2fmCon  Duplex  Twnhs  TwnhsE
KitchenQual                                     
Ex           0.07    0.00    0.00   0.02    0.11
Fa           0.03    0.16    0.04   0.00    0.00
Gd           0.40    0.06    0.02   0.47    0.61
TA           0.50    0.77    0.94   0.51    0.29
----------------------------------------
HouseStyle   1.5Fin  1Story  2Story  SFoyer  SLvl  other
KitchenQual                                             
Ex             0.01    0.08    0.09    0.05  0.03   0.03
Fa             0.05    0.03    0.02    0.00  0.00   0.09
Gd             0.21    0.38    0.54    0.22  0.28   0.24
TA             0.73    0.51    0.36    0.73  0.69   0.64
----------------------------------------
OverallQual     4     5     6     7     8     9  other
KitchenQual                                           
Ex           0.00  0.02  0.01  0.03  0.18  0.81   0.35
Fa           0.10  0.02  0.03  0.00  0.00  0.00   0.16
Gd           0.09  0.15  0.34  0.76  0.79  0.19   0.09
TA           0.81  0.81  0.63  0.20  0.03  0.00   0.40
----------------------------------------
OverallCond     4     5     6     7     8  other
KitchenQual                                     
Ex           0.00  0.10  0.02  0.04  0.06   0.06
Fa           0.12  0.01  0.01  0.05  0.03   0.11
Gd           0.07  0.51  0.21  0.33  0.40   0.32
TA           0.81  0.38  0.75  0.58  0.51   0.51
----------------------------------------
RoofStyle    Gable   Hip  other
KitchenQual                    
Ex            0.04  0.17   0.03
Fa            0.03  0.02   0.03
Gd            0.42  0.32   0.36
TA            0.51  0.48   0.58
----------------------------------------
RoofMatl     CompShg  other
KitchenQual                
Ex              0.07   0.15
Fa              0.03   0.04
Gd              0.40   0.38
TA              0.50   0.42
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
KitchenQual                                                                  
Ex              0.08     0.34     0.00     0.04     0.03     0.10     0.03   
Fa              0.00     0.02     0.00     0.04     0.03     0.01     0.06   
Gd              0.26     0.33     0.32     0.25     0.26     0.64     0.24   
TA              0.66     0.31     0.68     0.68     0.69     0.24     0.67   

Exterior1st  other  
KitchenQual         
Ex            0.06  
Fa            0.08  
Gd            0.24  
TA            0.62  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
KitchenQual                                                                  
Ex              0.35     0.01     0.04     0.01     0.10     0.03     0.05   
Fa              0.02     0.00     0.04     0.04     0.01     0.06     0.05   
Gd              0.33     0.33     0.25     0.23     0.65     0.22     0.42   
TA              0.30     0.66     0.67     0.71     0.24     0.70     0.47   

Exterior2nd  other  
KitchenQual         
Ex            0.08  
Fa            0.04  
Gd            0.27  
TA            0.61  
----------------------------------------
MasVnrType   BrkCmn  BrkFace  Stone
KitchenQual                        
Ex             0.00     0.08   0.29
Fa             0.00     0.01   0.00
Gd             0.13     0.49   0.60
TA             0.87     0.43   0.11
----------------------------------------
ExterQual      Ex    Fa    Gd    TA
KitchenQual                        
Ex           0.81  0.00  0.10  0.01
Fa           0.00  0.57  0.00  0.03
Gd           0.15  0.00  0.84  0.19
TA           0.04  0.43  0.07  0.77
----------------------------------------
ExterCond      Gd    TA  other
KitchenQual                   
Ex           0.03  0.07   0.00
Fa           0.01  0.02   0.31
Gd           0.40  0.41   0.06
TA           0.55  0.50   0.62
----------------------------------------
Foundation   BrkTil  CBlock  PConc  other
KitchenQual                              
Ex             0.03    0.02   0.13   0.00
Fa             0.08    0.02   0.01   0.12
Gd             0.18    0.20   0.66   0.12
TA             0.70    0.76   0.19   0.76
----------------------------------------
BsmtQual       Ex    Fa    Gd    TA
KitchenQual                        
Ex           0.50  0.06  0.04  0.02
Fa           0.00  0.11  0.01  0.04
Gd           0.43  0.06  0.66  0.19
TA           0.07  0.77  0.29  0.75
----------------------------------------
BsmtCond       Fa    Gd   Po    TA
KitchenQual                       
Ex           0.02  0.12  0.0  0.07
Fa           0.16  0.02  0.5  0.02
Gd           0.11  0.49  0.0  0.42
TA           0.71  0.37  0.5  0.50
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
KitchenQual                         
Ex            0.14  0.16  0.05  0.04
Fa            0.01  0.01  0.03  0.03
Gd            0.52  0.49  0.48  0.36
TA            0.34  0.34  0.44  0.56
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
KitchenQual                                     
Ex            0.03  0.00  0.15  0.03  0.02  0.06
Fa            0.01  0.03  0.00  0.04  0.04  0.04
Gd            0.28  0.21  0.65  0.23  0.13  0.43
TA            0.67  0.76  0.20  0.70  0.82  0.47
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
KitchenQual                                
Ex            0.06  0.02  0.00  0.07   0.09
Fa            0.00  0.00  0.02  0.03   0.03
Gd            0.21  0.30  0.30  0.42   0.39
TA            0.73  0.67  0.69  0.48   0.48
----------------------------------------
Heating      GasA  other
KitchenQual             
Ex           0.07   0.03
Fa           0.02   0.25
Gd           0.41   0.06
TA           0.50   0.66
----------------------------------------
HeatingQC      Ex    Fa    Gd   Po    TA
KitchenQual                             
Ex           0.12  0.00  0.02  0.0  0.01
Fa           0.01  0.16  0.02  0.0  0.04
Gd           0.60  0.10  0.34  0.0  0.12
TA           0.27  0.73  0.61  1.0  0.82
----------------------------------------
CentralAir      N     Y
KitchenQual            
Ex           0.01  0.07
Fa           0.21  0.01
Gd           0.05  0.43
TA           0.73  0.49
----------------------------------------
Electrical   FuseA  SBrkr  other
KitchenQual                     
Ex            0.03   0.07   0.00
Fa            0.11   0.01   0.29
Gd            0.07   0.43   0.06
TA            0.79   0.48   0.65
----------------------------------------
KitchenQual   Ex   Fa   Gd   TA
KitchenQual                    
Ex           1.0  0.0  0.0  0.0
Fa           0.0  1.0  0.0  0.0
Gd           0.0  0.0  1.0  0.0
TA           0.0  0.0  0.0  1.0
----------------------------------------
Functional   Min1  Min2   Typ  other
KitchenQual                         
Ex           0.00  0.03  0.07   0.06
Fa           0.06  0.00  0.02   0.11
Gd           0.16  0.18  0.42   0.23
TA           0.77  0.79  0.49   0.60
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
KitchenQual                         
Ex           0.00  0.17  0.03   0.32
Fa           0.00  0.02  0.01   0.02
Gd           0.36  0.50  0.49   0.27
TA           0.64  0.31  0.48   0.39
----------------------------------------
GarageType   Attchd  BuiltIn  Detchd  other
KitchenQual                                
Ex             0.08     0.23    0.01   0.06
Fa             0.01     0.00    0.04   0.06
Gd             0.50     0.57    0.23   0.09
TA             0.41     0.20    0.71   0.79
----------------------------------------
GarageFinish   Fin   RFn   Unf
KitchenQual                   
Ex            0.20  0.05  0.01
Fa            0.01  0.00  0.03
Gd            0.53  0.61  0.23
TA            0.27  0.34  0.72
----------------------------------------
GarageQual     Fa    TA  other
KitchenQual                   
Ex           0.08  0.07   0.05
Fa           0.10  0.01   0.05
Gd           0.10  0.43   0.45
TA           0.71  0.48   0.45
----------------------------------------
GarageCond     Fa    TA  other
KitchenQual                   
Ex           0.03  0.07   0.06
Fa           0.09  0.01   0.11
Gd           0.09  0.43   0.17
TA           0.80  0.48   0.67
----------------------------------------
PavedDrive      N    P     Y
KitchenQual                 
Ex           0.02  0.0  0.07
Fa           0.17  0.1  0.02
Gd           0.13  0.2  0.42
TA           0.68  0.7  0.49
----------------------------------------
PoolQC        Ex   Fa    Gd
KitchenQual                
Ex           0.5  0.0  0.33
Gd           0.5  1.0  0.33
TA           0.0  0.0  0.33
----------------------------------------
Fence        GdPrv  GdWo  MnPrv  MnWw
KitchenQual                          
Ex            0.05  0.00   0.03  0.09
Fa            0.00  0.02   0.03  0.09
Gd            0.46  0.13   0.24  0.09
TA            0.49  0.85   0.70  0.73
----------------------------------------
MiscFeature  Shed  other
KitchenQual             
Fa           0.06    0.2
Gd           0.22    0.2
TA           0.71    0.6
----------------------------------------
SaleType      COD   New    WD  other
KitchenQual                         
Ex           0.00  0.30  0.05   0.04
Fa           0.00  0.00  0.03   0.07
Gd           0.21  0.65  0.38   0.43
TA           0.79  0.05  0.54   0.46
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
KitchenQual                                   
Ex                0.07    0.05     0.30   0.00
Fa                0.02    0.03     0.00   0.08
Gd                0.29    0.39     0.64   0.19
TA                0.62    0.53     0.06   0.72
----------------------------------------
MSSubClass    20    30    50    60    70    80    90  120   160   190  other
Functional                                                                  
Min1        0.03  0.03  0.03  0.00  0.02  0.03  0.00  0.0  0.05  0.00   0.00
Min2        0.02  0.01  0.08  0.01  0.05  0.05  0.00  0.0  0.00  0.03   0.03
Typ         0.93  0.86  0.84  0.98  0.92  0.90  0.98  1.0  0.87  0.90   0.97
other       0.02  0.10  0.04  0.01  0.02  0.02  0.02  0.0  0.08  0.07   0.00
----------------------------------------
MSZoning     FV    RL    RM  other
Functional                        
Min1        0.0  0.02  0.03    0.0
Min2        0.0  0.02  0.03    0.0
Typ         1.0  0.93  0.89    1.0
other       0.0  0.02  0.05    0.0
----------------------------------------
Street      Grvl  Pave
Functional            
Min1         0.0  0.02
Min2         0.0  0.02
Typ          1.0  0.93
other        0.0  0.02
----------------------------------------
Alley       Grvl  Pave
Functional            
Min1        0.02  0.00
Min2        0.08  0.07
Typ         0.88  0.93
other       0.02  0.00
----------------------------------------
LotShape     IR1   IR2  IR3   Reg
Functional                       
Min1        0.02  0.00  0.0  0.02
Min2        0.02  0.02  0.0  0.02
Typ         0.94  0.95  1.0  0.93
other       0.02  0.02  0.0  0.02
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
Functional                         
Min1         0.05  0.00  0.03  0.02
Min2         0.03  0.02  0.06  0.02
Typ          0.89  0.96  0.86  0.93
other        0.03  0.02  0.06  0.02
----------------------------------------
Utilities   AllPub  NoSeWa
Functional                
Min1          0.02     0.0
Min2          0.02     0.0
Typ           0.93     1.0
other         0.02     0.0
----------------------------------------
LotConfig   Corner  CulDSac   FR2  FR3  Inside
Functional                                    
Min1          0.02     0.02  0.02  0.0    0.02
Min2          0.02     0.04  0.00  0.0    0.02
Typ           0.94     0.90  0.98  1.0    0.93
other         0.02     0.03  0.00  0.0    0.02
----------------------------------------
LandSlope    Gtl   Mod   Sev
Functional                  
Min1        0.02  0.05  0.08
Min2        0.02  0.08  0.08
Typ         0.94  0.85  0.69
other       0.02  0.03  0.15
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
Functional                                                                   
Min1             0.05      0.0     0.02     0.01      0.0    0.00     0.02   
Min2             0.00      0.0     0.02     0.06      0.0    0.00     0.02   
Typ              0.88      1.0     0.92     0.86      1.0    0.95     0.94   
other            0.07      0.0     0.04     0.07      0.0    0.05     0.02   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
Functional                                                                
Min1           0.06    0.03      0.0      0.0     0.03    0.03     0.00   
Min2           0.01    0.01      0.0      0.0     0.07    0.09     0.02   
Typ            0.90    0.95      1.0      1.0     0.87    0.85     0.98   
other          0.03    0.01      0.0      0.0     0.04    0.03     0.00   

Neighborhood  Somerst  Timber  other  
Functional                            
Min1              0.0    0.03   0.03  
Min2              0.0    0.03   0.04  
Typ               1.0    0.95   0.90  
other             0.0    0.00   0.03  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
Functional                            
Min1          0.04   0.04  0.02   0.03
Min2          0.00   0.02  0.02   0.03
Typ           0.96   0.94  0.93   0.92
other         0.00   0.00  0.03   0.03
----------------------------------------
Condition2  Norm  other
Functional             
Min1        0.02    0.0
Min2        0.02    0.0
Typ         0.93    1.0
other       0.02    0.0
----------------------------------------
BldgType    1Fam  2fmCon  Duplex  Twnhs  TwnhsE
Functional                                     
Min1        0.02    0.00    0.00   0.00    0.03
Min2        0.03    0.06    0.00   0.00    0.00
Typ         0.93    0.87    0.98   0.93    0.96
other       0.02    0.06    0.02   0.07    0.02
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
Functional                                             
Min1          0.03    0.03    0.01    0.00  0.03   0.03
Min2          0.07    0.01    0.02    0.05  0.05   0.00
Typ           0.85    0.94    0.95    0.95  0.91   0.97
other         0.05    0.02    0.02    0.00  0.02   0.00
----------------------------------------
OverallQual     4     5     6     7     8    9  other
Functional                                           
Min1         0.02  0.05  0.02  0.01  0.00  0.0   0.02
Min2         0.07  0.05  0.01  0.00  0.01  0.0   0.02
Typ          0.90  0.87  0.95  0.97  0.98  1.0   0.86
other        0.02  0.03  0.02  0.02  0.01  0.0   0.09
----------------------------------------
OverallCond     4     5     6     7     8  other
Functional                                      
Min1         0.05  0.02  0.03  0.02  0.03   0.02
Min2         0.11  0.01  0.02  0.03  0.04   0.04
Typ          0.77  0.96  0.93  0.93  0.92   0.77
other        0.07  0.02  0.02  0.02  0.01   0.17
----------------------------------------
RoofStyle   Gable   Hip  other
Functional                    
Min1         0.02  0.03   0.09
Min2         0.03  0.01   0.03
Typ          0.94  0.92   0.82
other        0.02  0.03   0.06
----------------------------------------
RoofMatl    CompShg  other
Functional                
Min1           0.02   0.08
Min2           0.02   0.04
Typ            0.93   0.81
other          0.02   0.08
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
Functional                                                                   
Min1            0.04     0.00     0.03     0.03     0.05     0.00     0.04   
Min2            0.02     0.02     0.03     0.02     0.01     0.01     0.05   
Typ             0.86     0.95     0.94     0.93     0.92     0.97     0.87   
other           0.08     0.03     0.00     0.02     0.03     0.02     0.04   

Exterior1st  other  
Functional          
Min1          0.03  
Min2          0.05  
Typ           0.87  
other         0.05  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
Functional                                                                   
Min1            0.00     0.04     0.03     0.04     0.00     0.05     0.03   
Min2            0.00     0.04     0.02     0.03     0.01     0.05     0.03   
Typ             0.98     0.91     0.94     0.89     0.98     0.87     0.87   
other           0.02     0.00     0.01     0.04     0.02     0.04     0.08   

Exterior2nd  other  
Functional          
Min1          0.01  
Min2          0.03  
Typ           0.90  
other         0.06  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
Functional                        
Min1          0.13     0.01   0.01
Min2          0.00     0.00   0.02
Typ           0.73     0.97   0.95
other         0.13     0.01   0.03
----------------------------------------
ExterQual     Ex    Fa    Gd    TA
Functional                        
Min1        0.02  0.00  0.00  0.03
Min2        0.00  0.07  0.01  0.03
Typ         0.96  0.71  0.97  0.91
other       0.02  0.21  0.02  0.02
----------------------------------------
ExterCond     Gd    TA  other
Functional                   
Min1        0.01  0.02   0.03
Min2        0.03  0.02   0.00
Typ         0.95  0.93   0.72
other       0.01  0.02   0.25
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
Functional                              
Min1          0.03    0.04   0.00   0.06
Min2          0.04    0.03   0.01   0.09
Typ           0.88    0.90   0.98   0.76
other         0.05    0.03   0.01   0.09
----------------------------------------
BsmtQual      Ex    Fa    Gd    TA
Functional                        
Min1        0.01  0.06  0.01  0.03
Min2        0.00  0.09  0.01  0.04
Typ         0.98  0.77  0.96  0.91
other       0.01  0.09  0.02  0.02
----------------------------------------
BsmtCond      Fa    Gd   Po    TA
Functional                       
Min1        0.00  0.00  0.0  0.02
Min2        0.09  0.02  0.0  0.02
Typ         0.80  0.97  0.0  0.94
other       0.11  0.02  1.0  0.02
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
Functional                          
Min1          0.00  0.02  0.02  0.02
Min2          0.03  0.02  0.00  0.02
Typ           0.97  0.93  0.97  0.92
other         0.00  0.02  0.01  0.03
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
Functional                                      
Min1          0.03  0.04  0.00  0.08  0.04  0.01
Min2          0.03  0.03  0.00  0.04  0.04  0.03
Typ           0.91  0.91  0.99  0.81  0.89  0.94
other         0.03  0.02  0.00  0.07  0.03  0.03
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
Functional                                 
Min1          0.09  0.04  0.07  0.01   0.06
Min2          0.03  0.07  0.02  0.02   0.03
Typ           0.82  0.89  0.85  0.95   0.85
other         0.06  0.00  0.06  0.02   0.06
----------------------------------------
Heating     GasA  other
Functional             
Min1        0.02   0.03
Min2        0.02   0.03
Typ         0.93   0.81
other       0.02   0.12
----------------------------------------
HeatingQC     Ex    Fa    Gd   Po    TA
Functional                             
Min1        0.01  0.04  0.03  0.0  0.03
Min2        0.02  0.02  0.03  0.0  0.03
Typ         0.95  0.90  0.91  1.0  0.91
other       0.02  0.04  0.02  0.0  0.03
----------------------------------------
CentralAir     N     Y
Functional            
Min1        0.02  0.02
Min2        0.05  0.02
Typ         0.85  0.94
other       0.07  0.02
----------------------------------------
Electrical  FuseA  SBrkr  other
Functional                     
Min1         0.01   0.02   0.06
Min2         0.03   0.02   0.03
Typ          0.89   0.94   0.84
other        0.06   0.02   0.06
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
Functional                         
Min1         0.00  0.05  0.01  0.03
Min2         0.01  0.00  0.01  0.04
Typ          0.97  0.85  0.97  0.90
other        0.02  0.10  0.01  0.03
----------------------------------------
Functional  Min1  Min2  Typ  other
Functional                        
Min1         1.0   0.0  0.0    0.0
Min2         0.0   1.0  0.0    0.0
Typ          0.0   0.0  1.0    0.0
other        0.0   0.0  0.0    1.0
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
Functional                          
Min1         0.03  0.01  0.04   0.00
Min2         0.00  0.02  0.03   0.02
Typ          0.97  0.95  0.91   0.91
other        0.00  0.02  0.02   0.07
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
Functional                                
Min1          0.02     0.00    0.03   0.03
Min2          0.02     0.03    0.03   0.09
Typ           0.95     0.95    0.90   0.82
other         0.01     0.01    0.04   0.06
----------------------------------------
GarageFinish   Fin   RFn   Unf
Functional                    
Min1          0.01  0.01  0.04
Min2          0.01  0.01  0.03
Typ           0.96  0.97  0.89
other         0.01  0.01  0.04
----------------------------------------
GarageQual    Fa    TA  other
Functional                   
Min1        0.02  0.02   0.00
Min2        0.08  0.02   0.05
Typ         0.88  0.94   0.90
other       0.02  0.02   0.05
----------------------------------------
GarageCond    Fa    TA  other
Functional                   
Min1        0.03  0.02   0.00
Min2        0.09  0.02   0.00
Typ         0.86  0.94   0.94
other       0.03  0.02   0.06
----------------------------------------
PavedDrive     N    P     Y
Functional                 
Min1        0.01  0.0  0.02
Min2        0.06  0.0  0.02
Typ         0.86  1.0  0.94
other       0.08  0.0  0.02
----------------------------------------
PoolQC       Ex   Fa   Gd
Functional               
Typ         1.0  1.0  1.0
----------------------------------------
Fence       GdPrv  GdWo  MnPrv  MnWw
Functional                          
Min1         0.03  0.09   0.06   0.0
Min2         0.00  0.06   0.03   0.0
Typ          0.93  0.81   0.89   1.0
other        0.03  0.04   0.02   0.0
----------------------------------------
MiscFeature  Shed  other
Functional              
Min1         0.08    0.0
Min2         0.04    0.0
Typ          0.82    0.8
other        0.06    0.2
----------------------------------------
SaleType     COD  New    WD  other
Functional                        
Min1        0.05  0.0  0.02   0.04
Min2        0.02  0.0  0.03   0.00
Typ         0.91  1.0  0.93   0.89
other       0.02  0.0  0.03   0.07
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
Functional                                    
Min1              0.03    0.02      0.0   0.03
Min2              0.02    0.03      0.0   0.00
Typ               0.92    0.92      1.0   0.94
other             0.03    0.03      0.0   0.03
----------------------------------------
MSSubClass     20    30    50    60    70    80   90   120   160  190  other
FireplaceQu                                                                 
Fa           0.07  0.00  0.02  0.02  0.00  0.10  0.0  0.03  0.11  0.0   0.00
Gd           0.52  0.88  0.66  0.40  0.77  0.26  0.0  0.62  0.11  0.6   0.41
TA           0.33  0.06  0.28  0.54  0.20  0.62  1.0  0.28  0.72  0.3   0.41
other        0.07  0.06  0.05  0.04  0.03  0.03  0.0  0.06  0.06  0.1   0.18
----------------------------------------
MSZoning       FV    RL    RM  other
FireplaceQu                         
Fa           0.04  0.05  0.02    0.0
Gd           0.64  0.47  0.67    0.5
TA           0.28  0.43  0.23    0.5
other        0.04  0.05  0.09    0.0
----------------------------------------
Street       Grvl  Pave
FireplaceQu            
Fa            0.0  0.04
Gd            0.5  0.49
TA            0.5  0.41
other         0.0  0.06
----------------------------------------
Alley        Grvl  Pave
FireplaceQu            
Fa           0.00  0.08
Gd           0.73  0.67
TA           0.20  0.25
other        0.07  0.00
----------------------------------------
LotShape      IR1   IR2   IR3   Reg
FireplaceQu                        
Fa           0.04  0.04  0.11  0.05
Gd           0.46  0.42  0.56  0.52
TA           0.45  0.46  0.33  0.37
other        0.05  0.08  0.00  0.06
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
FireplaceQu                        
Fa           0.00  0.00  0.09  0.05
Gd           0.68  0.81  0.41  0.47
TA           0.32  0.17  0.50  0.42
other        0.00  0.03  0.00  0.06
----------------------------------------
Utilities    AllPub  NoSeWa
FireplaceQu                
Fa             0.04     0.0
Gd             0.49     1.0
TA             0.41     0.0
other          0.06     0.0
----------------------------------------
LotConfig    Corner  CulDSac   FR2  FR3  Inside
FireplaceQu                                    
Fa             0.07     0.03  0.04  0.0    0.04
Gd             0.45     0.38  0.30  1.0    0.52
TA             0.43     0.51  0.61  0.0    0.38
other          0.04     0.08  0.04  0.0    0.06
----------------------------------------
LandSlope     Gtl   Mod  Sev
FireplaceQu                 
Fa           0.04  0.05  0.0
Gd           0.49  0.55  0.3
TA           0.40  0.38  0.7
other        0.06  0.02  0.0
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
FireplaceQu                                                                  
Fa               0.05     0.02     0.00     0.07     0.00    0.00     0.06   
Gd               0.73     0.44     0.73     0.74     0.36    0.86     0.19   
TA               0.18     0.51     0.27     0.15     0.64    0.14     0.50   
other            0.05     0.04     0.00     0.04     0.00    0.00     0.25   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
FireplaceQu                                                               
Fa             0.11    0.03     0.02     0.00     0.00    0.13     0.12   
Gd             0.48    0.21     0.12     0.89     0.69    0.19     0.09   
TA             0.31    0.75     0.78     0.00     0.22    0.55     0.75   
other          0.09    0.00     0.08     0.11     0.09    0.13     0.03   

Neighborhood  Somerst  Timber  other  
FireplaceQu                           
Fa               0.02    0.03   0.04  
Gd               0.75    0.68   0.46  
TA               0.18    0.26   0.44  
other            0.05    0.03   0.05  
----------------------------------------
Condition1   Artery  Feedr  Norm  other
FireplaceQu                            
Fa             0.00   0.06  0.05   0.02
Gd             0.58   0.43  0.49   0.49
TA             0.33   0.49  0.40   0.44
other          0.08   0.03  0.06   0.04
----------------------------------------
Condition2   Norm  other
FireplaceQu             
Fa           0.04    0.0
Gd           0.49    0.6
TA           0.41    0.4
other        0.06    0.0
----------------------------------------
BldgType     1Fam  2fmCon  Duplex  Twnhs  TwnhsE
FireplaceQu                                     
Fa           0.04     0.0     0.0   0.00    0.06
Gd           0.49     0.6     0.0   0.36    0.54
TA           0.41     0.3     1.0   0.55    0.34
other        0.06     0.1     0.0   0.09    0.06
----------------------------------------
HouseStyle   1.5Fin  1Story  2Story  SFoyer  SLvl  other
FireplaceQu                                             
Fa             0.01    0.06    0.02    0.00  0.10   0.00
Gd             0.66    0.55    0.41    0.00  0.27   0.67
TA             0.29    0.32    0.52    0.75  0.61   0.28
other          0.04    0.07    0.05    0.25  0.02   0.06
----------------------------------------
OverallQual     4     5     6     7     8     9  other
FireplaceQu                                           
Fa           0.00  0.11  0.07  0.01  0.01  0.00   0.00
Gd           0.35  0.42  0.43  0.46  0.64  0.73   0.62
TA           0.47  0.36  0.49  0.50  0.31  0.07   0.14
other        0.18  0.11  0.01  0.02  0.05  0.20   0.24
----------------------------------------
OverallCond     4     5     6     7     8  other
FireplaceQu                                     
Fa           0.00  0.03  0.10  0.01  0.12   0.00
Gd           0.48  0.50  0.46  0.52  0.48   0.39
TA           0.43  0.40  0.41  0.44  0.36   0.39
other        0.10  0.06  0.03  0.02  0.04   0.22
----------------------------------------
RoofStyle    Gable   Hip  other
FireplaceQu                    
Fa            0.04  0.04   0.00
Gd            0.47  0.56   0.62
TA            0.43  0.35   0.29
other         0.06  0.05   0.10
----------------------------------------
RoofMatl     CompShg  other
FireplaceQu                
Fa              0.04   0.00
Gd              0.49   0.52
TA              0.41   0.33
other           0.05   0.14
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
FireplaceQu                                                                  
Fa              0.06     0.00     0.10     0.06     0.08     0.02     0.02   
Gd              0.72     0.66     0.20     0.54     0.14     0.57     0.60   
TA              0.22     0.21     0.61     0.35     0.73     0.36     0.34   
other           0.00     0.13     0.09     0.05     0.05     0.05     0.04   

Exterior1st  other  
FireplaceQu         
Fa            0.03  
Gd            0.74  
TA            0.18  
other         0.05  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
FireplaceQu                                                                  
Fa              0.00     0.09     0.05     0.08     0.02     0.03     0.00   
Gd              0.68     0.21     0.55     0.24     0.57     0.58     0.82   
TA              0.19     0.61     0.35     0.63     0.36     0.34     0.18   
other           0.14     0.08     0.05     0.05     0.05     0.04     0.00   

Exterior2nd  other  
FireplaceQu         
Fa            0.06  
Gd            0.59  
TA            0.31  
other         0.04  
----------------------------------------
MasVnrType   BrkCmn  BrkFace  Stone
FireplaceQu                        
Fa             0.00     0.05   0.00
Gd             0.11     0.38   0.85
TA             0.78     0.51   0.10
other          0.11     0.06   0.05
----------------------------------------
ExterQual      Ex   Fa    Gd    TA
FireplaceQu                       
Fa           0.00  0.0  0.02  0.07
Gd           0.80  0.5  0.54  0.42
TA           0.06  0.0  0.40  0.46
other        0.14  0.5  0.05  0.05
----------------------------------------
ExterCond      Gd    TA  other
FireplaceQu                   
Fa           0.04  0.04   0.00
Gd           0.41  0.50   0.67
TA           0.46  0.40   0.22
other        0.08  0.05   0.11
----------------------------------------
Foundation   BrkTil  CBlock  PConc  other
FireplaceQu                              
Fa             0.02    0.08   0.02   0.00
Gd             0.72    0.38   0.55   0.44
TA             0.21    0.48   0.38   0.33
other          0.05    0.05   0.06   0.22
----------------------------------------
BsmtQual       Ex   Fa    Gd    TA
FireplaceQu                       
Fa           0.00  0.0  0.03  0.08
Gd           0.77  0.5  0.40  0.51
TA           0.08  0.5  0.54  0.34
other        0.15  0.0  0.02  0.06
----------------------------------------
BsmtCond       Fa    Gd    TA
FireplaceQu                  
Fa           0.00  0.02  0.05
Gd           0.59  0.66  0.48
TA           0.35  0.29  0.42
other        0.06  0.02  0.06
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
FireplaceQu                         
Fa            0.04  0.04  0.01  0.05
Gd            0.56  0.52  0.60  0.46
TA            0.33  0.36  0.32  0.45
other         0.07  0.08  0.06  0.05
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
FireplaceQu                                     
Fa            0.08  0.16  0.03  0.06  0.02  0.00
Gd            0.31  0.45  0.48  0.48  0.56  0.61
TA            0.55  0.36  0.41  0.39  0.39  0.35
other         0.07  0.03  0.08  0.06  0.04  0.03
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
FireplaceQu                                
Fa            0.00  0.13  0.06  0.04   0.11
Gd            0.44  0.30  0.38  0.51   0.26
TA            0.44  0.48  0.47  0.40   0.63
other         0.12  0.09  0.09  0.05   0.00
----------------------------------------
Heating      GasA  other
FireplaceQu             
Fa           0.04   0.00
Gd           0.49   0.64
TA           0.41   0.27
other        0.06   0.09
----------------------------------------
HeatingQC      Ex    Fa    Gd    TA
FireplaceQu                        
Fa           0.03  0.05  0.03  0.08
Gd           0.56  0.65  0.40  0.37
TA           0.35  0.25  0.51  0.49
other        0.06  0.05  0.06  0.05
----------------------------------------
CentralAir      N     Y
FireplaceQu            
Fa           0.00  0.04
Gd           0.79  0.49
TA           0.14  0.41
other        0.07  0.06
----------------------------------------
Electrical   FuseA  SBrkr  other
FireplaceQu                     
Fa            0.04   0.04   0.00
Gd            0.70   0.48   0.67
TA            0.22   0.41   0.33
other         0.04   0.06   0.00
----------------------------------------
KitchenQual    Ex   Fa    Gd    TA
FireplaceQu                       
Fa           0.00  0.0  0.03  0.07
Gd           0.74  0.6  0.52  0.38
TA           0.10  0.3  0.41  0.49
other        0.16  0.1  0.03  0.06
----------------------------------------
Functional   Min1  Min2   Typ  other
FireplaceQu                         
Fa           0.06  0.00  0.04   0.00
Gd           0.22  0.44  0.50   0.41
TA           0.72  0.50  0.40   0.41
other        0.00  0.06  0.06   0.18
----------------------------------------
FireplaceQu   Fa   Gd   TA  other
FireplaceQu                      
Fa           1.0  0.0  0.0    0.0
Gd           0.0  1.0  0.0    0.0
TA           0.0  0.0  1.0    0.0
other        0.0  0.0  0.0    1.0
----------------------------------------
GarageType   Attchd  BuiltIn  Detchd  other
FireplaceQu                                
Fa             0.05     0.01    0.05   0.00
Gd             0.45     0.60    0.63   0.53
TA             0.44     0.36    0.27   0.40
other          0.06     0.03    0.05   0.07
----------------------------------------
GarageFinish   Fin   RFn   Unf
FireplaceQu                   
Fa            0.01  0.06  0.06
Gd            0.53  0.45  0.50
TA            0.39  0.45  0.37
other         0.06  0.04  0.07
----------------------------------------
GarageQual     Fa    TA  other
FireplaceQu                   
Fa           0.00  0.05   0.00
Gd           0.75  0.49   0.47
TA           0.25  0.41   0.40
other        0.00  0.05   0.13
----------------------------------------
GarageCond     Fa    TA  other
FireplaceQu                   
Fa           0.00  0.04   0.14
Gd           0.78  0.49   0.57
TA           0.22  0.41   0.14
other        0.00  0.06   0.14
----------------------------------------
PavedDrive      N     P     Y
FireplaceQu                  
Fa           0.05  0.00  0.04
Gd           0.63  0.82  0.48
TA           0.21  0.12  0.42
other        0.11  0.06  0.06
----------------------------------------
PoolQC        Ex   Fa    Gd
FireplaceQu                
Fa           0.0  0.5  0.00
Gd           0.0  0.0  0.67
TA           0.5  0.5  0.00
other        0.5  0.0  0.33
----------------------------------------
Fence        GdPrv  GdWo  MnPrv  MnWw
FireplaceQu                          
Fa            0.08  0.09   0.09  0.33
Gd            0.42  0.35   0.40  0.00
TA            0.44  0.43   0.43  0.33
other         0.06  0.13   0.09  0.33
----------------------------------------
MiscFeature  Shed  other
FireplaceQu             
Gd           0.18   0.33
TA           0.73   0.67
other        0.09   0.00
----------------------------------------
SaleType      COD   New    WD  other
FireplaceQu                         
Fa           0.00  0.00  0.05   0.00
Gd           0.47  0.88  0.44   0.57
TA           0.47  0.05  0.46   0.21
other        0.07  0.07  0.05   0.21
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
FireplaceQu                                   
Fa                0.09    0.05     0.00   0.00
Gd                0.31    0.45     0.88   0.57
TA                0.49    0.45     0.05   0.43
other             0.11    0.05     0.07   0.00
----------------------------------------
MSSubClass    20    30    50    60    70    80    90  120   160   190  other
GarageType                                                                  
Attchd      0.79  0.10  0.28  0.77  0.21  0.64  0.28  1.0  0.30  0.33   0.28
BuiltIn     0.00  0.00  0.02  0.21  0.02  0.19  0.02  0.0  0.07  0.05   0.04
Detchd      0.19  0.86  0.68  0.01  0.72  0.10  0.55  0.0  0.64  0.52   0.58
other       0.02  0.04  0.02  0.00  0.05  0.07  0.15  0.0  0.00  0.10   0.09
----------------------------------------
MSZoning      FV    RL    RM  other
GarageType                         
Attchd      0.62  0.70  0.27   0.15
BuiltIn     0.05  0.07  0.02   0.00
Detchd      0.34  0.20  0.68   0.65
other       0.00  0.02  0.03   0.20
----------------------------------------
Street      Grvl  Pave
GarageType            
Attchd       0.2  0.63
BuiltIn      0.0  0.06
Detchd       0.2  0.28
other        0.6  0.02
----------------------------------------
Alley       Grvl  Pave
GarageType            
Attchd      0.12  0.26
Detchd      0.86  0.74
other       0.02  0.00
----------------------------------------
LotShape     IR1   IR2  IR3   Reg
GarageType                       
Attchd      0.74  0.66  0.5  0.57
BuiltIn     0.08  0.15  0.4  0.05
Detchd      0.16  0.17  0.1  0.35
other       0.02  0.02  0.0  0.03
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
GarageType                         
Attchd       0.28  0.71  0.73  0.64
BuiltIn      0.02  0.06  0.03  0.07
Detchd       0.59  0.19  0.18  0.27
other        0.11  0.04  0.06  0.02
----------------------------------------
Utilities   AllPub  NoSeWa
GarageType                
Attchd        0.63     0.0
BuiltIn       0.06     0.0
Detchd        0.28     0.0
other         0.02     1.0
----------------------------------------
LotConfig   Corner  CulDSac   FR2  FR3  Inside
GarageType                                    
Attchd        0.58     0.83  0.66  0.5    0.62
BuiltIn       0.06     0.08  0.11  0.0    0.06
Detchd        0.32     0.08  0.20  0.5    0.29
other         0.04     0.02  0.02  0.0    0.02
----------------------------------------
LandSlope    Gtl   Mod   Sev
GarageType                  
Attchd      0.64  0.49  0.83
BuiltIn     0.07  0.05  0.00
Detchd      0.28  0.31  0.17
other       0.02  0.15  0.00
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
GarageType                                                                   
Attchd           0.06     0.82     0.43     0.36     0.68    0.07     0.80   
BuiltIn          0.02     0.06     0.02     0.04     0.29    0.00     0.02   
Detchd           0.92     0.11     0.47     0.50     0.01    0.83     0.14   
other            0.00     0.00     0.08     0.10     0.01    0.10     0.05   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
GarageType                                                                
Attchd         0.68    0.95      0.9     0.77     0.17    0.61     0.78   
BuiltIn        0.02    0.03      0.1     0.23     0.01    0.03     0.03   
Detchd         0.27    0.03      0.0     0.00     0.80    0.32     0.17   
other          0.03    0.00      0.0     0.00     0.02    0.04     0.02   

Neighborhood  Somerst  Timber  other  
GarageType                            
Attchd           0.70    0.82   0.69  
BuiltIn          0.05    0.11   0.07  
Detchd           0.26    0.03   0.24  
other            0.00    0.05   0.01  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
GarageType                            
Attchd        0.36   0.51  0.65   0.63
BuiltIn       0.00   0.04  0.07   0.08
Detchd        0.61   0.42  0.26   0.25
other         0.02   0.03  0.02   0.03
----------------------------------------
Condition2  Norm  other
GarageType             
Attchd      0.64   0.21
BuiltIn     0.06   0.14
Detchd      0.28   0.57
other       0.02   0.07
----------------------------------------
BldgType    1Fam  2fmCon  Duplex  Twnhs  TwnhsE
GarageType                                     
Attchd      0.64    0.32    0.28   0.34    0.81
BuiltIn     0.07    0.05    0.02   0.11    0.01
Detchd      0.27    0.55    0.55   0.55    0.16
other       0.02    0.09    0.15   0.00    0.03
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
GarageType                                             
Attchd        0.30    0.74    0.61    0.45  0.62   0.11
BuiltIn       0.04    0.00    0.16    0.03  0.18   0.00
Detchd        0.65    0.23    0.22    0.42  0.09   0.85
other         0.01    0.02    0.01    0.10  0.11   0.04
----------------------------------------
OverallQual     4     5     6     7     8     9  other
GarageType                                            
Attchd       0.27  0.48  0.67  0.77  0.81  0.81   0.41
BuiltIn      0.01  0.02  0.04  0.08  0.14  0.19   0.12
Detchd       0.63  0.46  0.27  0.14  0.03  0.00   0.44
other        0.09  0.03  0.02  0.01  0.01  0.00   0.03
----------------------------------------
OverallCond     4     5     6     7     8  other
GarageType                                      
Attchd       0.39  0.72  0.58  0.50  0.41   0.43
BuiltIn      0.04  0.09  0.03  0.02  0.03   0.05
Detchd       0.49  0.17  0.37  0.45  0.56   0.45
other        0.08  0.02  0.03  0.03  0.00   0.07
----------------------------------------
RoofStyle   Gable   Hip  other
GarageType                    
Attchd       0.61  0.71   0.47
BuiltIn      0.06  0.07   0.10
Detchd       0.30  0.19   0.40
other        0.02  0.03   0.03
----------------------------------------
RoofMatl    CompShg  other
GarageType                
Attchd         0.63   0.76
BuiltIn        0.06   0.04
Detchd         0.28   0.12
other          0.02   0.08
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
GarageType                                                                   
Attchd          0.63     0.80     0.73     0.40     0.79     0.75     0.44   
BuiltIn         0.02     0.15     0.02     0.02     0.01     0.12     0.02   
Detchd          0.31     0.06     0.22     0.56     0.15     0.12     0.50   
other           0.04     0.00     0.02     0.03     0.05     0.01     0.04   

Exterior1st  other  
GarageType          
Attchd        0.30  
BuiltIn       0.06  
Detchd        0.58  
other         0.06  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
GarageType                                                                   
Attchd          0.83     0.74     0.40     0.78     0.75     0.44     0.33   
BuiltIn         0.13     0.02     0.01     0.01     0.12     0.02     0.18   
Detchd          0.04     0.21     0.56     0.17     0.12     0.50     0.48   
other           0.00     0.03     0.03     0.05     0.01     0.04     0.00   

Exterior2nd  other  
GarageType          
Attchd        0.43  
BuiltIn       0.06  
Detchd        0.46  
other         0.06  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
GarageType                        
Attchd        0.67     0.78   0.77
BuiltIn       0.00     0.08   0.14
Detchd        0.20     0.12   0.07
other         0.13     0.03   0.02
----------------------------------------
ExterQual     Ex    Fa    Gd    TA
GarageType                        
Attchd      0.75  0.00  0.80  0.53
BuiltIn     0.23  0.00  0.11  0.03
Detchd      0.02  0.57  0.09  0.41
other       0.00  0.43  0.00  0.03
----------------------------------------
ExterCond     Gd    TA  other
GarageType                   
Attchd      0.54  0.65   0.35
BuiltIn     0.04  0.07   0.00
Detchd      0.40  0.26   0.60
other       0.03  0.02   0.05
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
GarageType                              
Attchd        0.09    0.63   0.76   0.41
BuiltIn       0.02    0.02   0.11   0.03
Detchd        0.87    0.31   0.12   0.45
other         0.02    0.04   0.01   0.10
----------------------------------------
BsmtQual      Ex    Fa    Gd    TA
GarageType                        
Attchd      0.82  0.19  0.77  0.49
BuiltIn     0.17  0.00  0.09  0.02
Detchd      0.02  0.75  0.12  0.46
other       0.00  0.06  0.02  0.03
----------------------------------------
BsmtCond      Fa    Gd   Po    TA
GarageType                       
Attchd      0.26  0.70  0.0  0.65
BuiltIn     0.03  0.11  0.0  0.06
Detchd      0.63  0.19  1.0  0.27
other       0.08  0.00  0.0  0.02
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
GarageType                          
Attchd        0.76  0.84  0.63  0.58
BuiltIn       0.09  0.08  0.05  0.06
Detchd        0.12  0.03  0.30  0.34
other         0.03  0.05  0.03  0.02
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
GarageType                                      
Attchd        0.64  0.66  0.82  0.48  0.55  0.49
BuiltIn       0.03  0.01  0.07  0.00  0.01  0.12
Detchd        0.31  0.28  0.08  0.49  0.40  0.37
other         0.02  0.04  0.02  0.03  0.04  0.02
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
GarageType                                 
Attchd        0.62  0.70  0.58  0.63   0.77
BuiltIn       0.00  0.00  0.04  0.07   0.03
Detchd        0.34  0.28  0.30  0.27   0.16
other         0.03  0.02  0.08  0.02   0.03
----------------------------------------
Heating     GasA  other
GarageType             
Attchd      0.64   0.12
BuiltIn     0.07   0.00
Detchd      0.27   0.85
other       0.02   0.04
----------------------------------------
HeatingQC     Ex    Fa    Gd   Po    TA
GarageType                             
Attchd      0.71  0.38  0.57  0.0  0.55
BuiltIn     0.10  0.00  0.04  0.0  0.02
Detchd      0.18  0.57  0.34  1.0  0.40
other       0.01  0.05  0.05  0.0  0.03
----------------------------------------
CentralAir     N     Y
GarageType            
Attchd      0.09  0.66
BuiltIn     0.00  0.07
Detchd      0.84  0.25
other       0.07  0.02
----------------------------------------
Electrical  FuseA  SBrkr  other
GarageType                     
Attchd       0.35   0.66   0.16
BuiltIn      0.01   0.07   0.04
Detchd       0.57   0.25   0.80
other        0.07   0.02   0.00
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
GarageType                         
Attchd       0.72  0.21  0.75  0.53
BuiltIn      0.20  0.00  0.09  0.03
Detchd       0.05  0.71  0.15  0.41
other        0.02  0.08  0.01  0.04
----------------------------------------
Functional  Min1  Min2   Typ  other
GarageType                         
Attchd      0.61  0.44  0.64   0.34
BuiltIn     0.00  0.09  0.07   0.03
Detchd      0.35  0.38  0.27   0.55
other       0.03  0.09  0.02   0.07
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
GarageType                          
Attchd       0.79  0.67  0.80   0.79
BuiltIn      0.03  0.12  0.09   0.05
Detchd       0.18  0.19  0.10   0.14
other        0.00  0.02  0.02   0.02
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
GarageType                                
Attchd         1.0      0.0     0.0    0.0
BuiltIn        0.0      1.0     0.0    0.0
Detchd         0.0      0.0     1.0    0.0
other          0.0      0.0     0.0    1.0
----------------------------------------
GarageFinish   Fin   RFn   Unf
GarageType                    
Attchd        0.78  0.88  0.37
BuiltIn       0.17  0.06  0.01
Detchd        0.04  0.05  0.59
other         0.01  0.02  0.03
----------------------------------------
GarageQual    Fa    TA  other
GarageType                   
Attchd      0.12  0.65   0.45
BuiltIn     0.00  0.07   0.05
Detchd      0.77  0.26   0.50
other       0.10  0.02   0.00
----------------------------------------
GarageCond    Fa    TA  other
GarageType                   
Attchd      0.06  0.65   0.39
BuiltIn     0.00  0.07   0.00
Detchd      0.89  0.26   0.61
other       0.06  0.02   0.00
----------------------------------------
PavedDrive     N     P     Y
GarageType                  
Attchd      0.10  0.36  0.66
BuiltIn     0.02  0.00  0.07
Detchd      0.83  0.64  0.25
other       0.05  0.00  0.02
----------------------------------------
PoolQC       Ex   Fa   Gd
GarageType               
Attchd      0.5  1.0  1.0
Detchd      0.5  0.0  0.0
----------------------------------------
Fence       GdPrv  GdWo  MnPrv  MnWw
GarageType                          
Attchd       0.69  0.68   0.52  0.55
BuiltIn      0.02  0.06   0.01  0.00
Detchd       0.28  0.24   0.45  0.36
other        0.02  0.02   0.02  0.09
----------------------------------------
MiscFeature  Shed  other
GarageType              
Attchd       0.57   0.75
BuiltIn      0.04   0.25
Detchd       0.30   0.00
other        0.09   0.00
----------------------------------------
SaleType     COD   New    WD  other
GarageType                         
Attchd      0.58  0.80  0.62   0.55
BuiltIn     0.00  0.16  0.06   0.14
Detchd      0.30  0.03  0.30   0.32
other       0.12  0.01  0.02   0.00
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
GarageType                                    
Attchd            0.51    0.63     0.80   0.50
BuiltIn           0.03    0.06     0.15   0.03
Detchd            0.38    0.30     0.04   0.34
other             0.08    0.02     0.01   0.12
----------------------------------------
MSSubClass      20    30    50    60    70    80    90   120   160   190  \
GarageFinish                                                               
Fin           0.23  0.04  0.07  0.48  0.04  0.22  0.05  0.48  0.11  0.14   
RFn           0.36  0.02  0.05  0.43  0.11  0.41  0.02  0.46  0.25  0.10   
Unf           0.40  0.94  0.88  0.09  0.86  0.36  0.92  0.06  0.64  0.76   

MSSubClass    other  
GarageFinish         
Fin            0.13  
RFn            0.17  
Unf            0.70  
----------------------------------------
MSZoning        FV    RL    RM  other
GarageFinish                         
Fin           0.31  0.28  0.12   0.10
RFn           0.46  0.34  0.07   0.15
Unf           0.23  0.38  0.81   0.75
----------------------------------------
Street        Grvl  Pave
GarageFinish            
Fin            0.2  0.26
RFn            0.4  0.31
Unf            0.4  0.44
----------------------------------------
Alley         Grvl  Pave
GarageFinish            
Fin            0.0  0.13
RFn            0.0  0.33
Unf            1.0  0.54
----------------------------------------
LotShape       IR1   IR2  IR3   Reg
GarageFinish                       
Fin           0.34  0.46  0.5  0.20
RFn           0.37  0.22  0.3  0.28
Unf           0.29  0.32  0.2  0.53
----------------------------------------
LandContour    Bnk   HLS   Low   Lvl
GarageFinish                        
Fin           0.11  0.40  0.36  0.25
RFn           0.04  0.31  0.24  0.32
Unf           0.85  0.29  0.39  0.43
----------------------------------------
Utilities     AllPub  NoSeWa
GarageFinish                
Fin             0.26     0.0
RFn             0.31     1.0
Unf             0.44     0.0
----------------------------------------
LotConfig     Corner  CulDSac   FR2   FR3  Inside
GarageFinish                                     
Fin             0.25     0.33  0.34  0.50    0.24
RFn             0.28     0.35  0.25  0.25    0.31
Unf             0.47     0.31  0.41  0.25    0.44
----------------------------------------
LandSlope      Gtl   Mod   Sev
GarageFinish                  
Fin           0.26  0.21  0.33
RFn           0.31  0.30  0.08
Unf           0.43  0.49  0.58
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
GarageFinish                                                                 
Fin              0.04     0.22     0.22     0.19     0.72    0.03     0.25   
RFn              0.06     0.57     0.08     0.13     0.24    0.10     0.23   
Unf              0.90     0.20     0.71     0.68     0.04    0.86     0.52   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
GarageFinish                                                              
Fin            0.12    0.23     0.49     0.48     0.02    0.11     0.17   
RFn            0.33    0.47     0.46     0.51     0.02    0.21     0.41   
Unf            0.55    0.30     0.05     0.01     0.96    0.68     0.41   

Neighborhood  Somerst  Timber  other  
GarageFinish                          
Fin              0.33    0.58   0.38  
RFn              0.49    0.34   0.20  
Unf              0.19    0.08   0.42  
----------------------------------------
Condition1    Artery  Feedr  Norm  other
GarageFinish                            
Fin             0.02   0.12  0.27   0.35
RFn             0.09   0.28  0.32   0.28
Unf             0.89   0.61  0.42   0.37
----------------------------------------
Condition2    Norm  other
GarageFinish             
Fin           0.26   0.21
RFn           0.31   0.21
Unf           0.44   0.57
----------------------------------------
BldgType      1Fam  2fmCon  Duplex  Twnhs  TwnhsE
GarageFinish                                     
Fin           0.25    0.14    0.05   0.05    0.43
RFn           0.31    0.09    0.02   0.21    0.41
Unf           0.43    0.77    0.92   0.74    0.16
----------------------------------------
HouseStyle    1.5Fin  1Story  2Story  SFoyer  SLvl  other
GarageFinish                                             
Fin             0.07    0.25    0.35    0.19  0.22   0.07
RFn             0.06    0.33    0.34    0.26  0.43   0.04
Unf             0.87    0.42    0.31    0.55  0.35   0.89
----------------------------------------
OverallQual      4     5     6     7     8     9  other
GarageFinish                                           
Fin           0.08  0.10  0.22  0.32  0.47  0.86   0.41
RFn           0.10  0.17  0.33  0.46  0.46  0.12   0.09
Unf           0.82  0.74  0.45  0.22  0.07  0.02   0.50
----------------------------------------
OverallCond      4     5     6     7     8  other
GarageFinish                                     
Fin           0.10  0.35  0.14  0.13  0.12   0.12
RFn           0.16  0.37  0.27  0.21  0.15   0.17
Unf           0.75  0.28  0.59  0.65  0.74   0.71
----------------------------------------
RoofStyle     Gable   Hip  other
GarageFinish                    
Fin            0.23  0.37   0.17
RFn            0.32  0.28   0.13
Unf            0.46  0.34   0.70
----------------------------------------
RoofMatl      CompShg  other
GarageFinish                
Fin              0.25   0.36
RFn              0.31   0.20
Unf              0.44   0.44
----------------------------------------
Exterior1st   BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
GarageFinish                                                                  
Fin              0.29     0.54     0.18     0.14     0.17     0.39     0.09   
RFn              0.27     0.24     0.33     0.20     0.35     0.43     0.17   
Unf              0.45     0.22     0.49     0.67     0.48     0.18     0.75   

Exterior1st   other  
GarageFinish         
Fin            0.20  
RFn            0.09  
Unf            0.71  
----------------------------------------
Exterior2nd   CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
GarageFinish                                                                  
Fin              0.55     0.21     0.14      0.2     0.39     0.08     0.18   
RFn              0.25     0.34     0.19      0.3     0.43     0.18     0.18   
Unf              0.21     0.45     0.67      0.5     0.18     0.75     0.64   

Exterior2nd   other  
GarageFinish         
Fin            0.17  
RFn            0.18  
Unf            0.66  
----------------------------------------
MasVnrType    BrkCmn  BrkFace  Stone
GarageFinish                        
Fin             0.13     0.32   0.47
RFn             0.20     0.41   0.41
Unf             0.67     0.27   0.12
----------------------------------------
ExterQual       Ex    Fa    Gd    TA
GarageFinish                        
Fin           0.75  0.14  0.41  0.14
RFn           0.19  0.14  0.47  0.22
Unf           0.06  0.71  0.13  0.64
----------------------------------------
ExterCond       Gd    TA  other
GarageFinish                   
Fin           0.18  0.27    0.0
RFn           0.22  0.32    0.1
Unf           0.60  0.41    0.9
----------------------------------------
Foundation    BrkTil  CBlock  PConc  other
GarageFinish                              
Fin             0.04    0.14   0.42   0.03
RFn             0.03    0.27   0.40   0.21
Unf             0.93    0.60   0.18   0.76
----------------------------------------
BsmtQual        Ex    Fa    Gd    TA
GarageFinish                        
Fin           0.69  0.03  0.35  0.09
RFn           0.28  0.03  0.43  0.21
Unf           0.02  0.94  0.22  0.70
----------------------------------------
BsmtCond        Fa    Gd   Po    TA
GarageFinish                       
Fin           0.08  0.35  0.0  0.26
RFn           0.05  0.33  0.0  0.32
Unf           0.87  0.32  1.0  0.42
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
GarageFinish                        
Fin           0.35  0.45  0.24  0.21
RFn           0.40  0.37  0.30  0.28
Unf           0.25  0.18  0.46  0.51
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
GarageFinish                                    
Fin           0.20  0.11  0.42  0.16  0.11  0.24
RFn           0.29  0.25  0.40  0.17  0.26  0.29
Unf           0.52  0.64  0.18  0.67  0.63  0.47
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
GarageFinish                               
Fin           0.09  0.17  0.13  0.27   0.32
RFn           0.41  0.30  0.34  0.31   0.29
Unf           0.50  0.52  0.53  0.42   0.39
----------------------------------------
Heating       GasA  other
GarageFinish             
Fin           0.26   0.04
RFn           0.31   0.04
Unf           0.43   0.92
----------------------------------------
HeatingQC       Ex    Fa    Gd   Po    TA
GarageFinish                             
Fin           0.37  0.12  0.22  0.0  0.09
RFn           0.38  0.12  0.25  0.0  0.22
Unf           0.26  0.75  0.53  1.0  0.69
----------------------------------------
CentralAir       N     Y
GarageFinish            
Fin           0.01  0.27
RFn           0.01  0.32
Unf           0.97  0.41
----------------------------------------
Electrical    FuseA  SBrkr  other
GarageFinish                     
Fin            0.04   0.27   0.04
RFn            0.12   0.32   0.00
Unf            0.84   0.40   0.96
----------------------------------------
KitchenQual     Ex    Fa    Gd    TA
GarageFinish                        
Fin           0.70  0.08  0.32  0.14
RFn           0.21  0.04  0.44  0.21
Unf           0.08  0.88  0.24  0.64
----------------------------------------
Functional    Min1  Min2   Typ  other
GarageFinish                         
Fin           0.13  0.16  0.26   0.14
RFn           0.16  0.19  0.32   0.10
Unf           0.71  0.66  0.42   0.76
----------------------------------------
FireplaceQu     Fa    Gd    TA  other
GarageFinish                         
Fin           0.09  0.39  0.35   0.40
RFn           0.48  0.30  0.37   0.24
Unf           0.42  0.30  0.27   0.36
----------------------------------------
GarageType    Attchd  BuiltIn  Detchd  other
GarageFinish                                
Fin             0.31     0.67    0.04   0.15
RFn             0.43     0.27    0.05   0.24
Unf             0.26     0.06    0.91   0.62
----------------------------------------
GarageFinish  Fin  RFn  Unf
GarageFinish               
Fin           1.0  0.0  0.0
RFn           0.0  1.0  0.0
Unf           0.0  0.0  1.0
----------------------------------------
GarageQual      Fa    TA  other
GarageFinish                   
Fin           0.02  0.27   0.15
RFn           0.00  0.32   0.35
Unf           0.98  0.42   0.50
----------------------------------------
GarageCond      Fa    TA  other
GarageFinish                   
Fin           0.03  0.26   0.11
RFn           0.00  0.31   0.28
Unf           0.97  0.42   0.61
----------------------------------------
PavedDrive       N     P     Y
GarageFinish                  
Fin           0.07  0.07  0.27
RFn           0.05  0.11  0.32
Unf           0.88  0.82  0.41
----------------------------------------
PoolQC         Ex   Fa    Gd
GarageFinish                
Fin           0.5  0.0  0.67
RFn           0.0  1.0  0.00
Unf           0.5  0.0  0.33
----------------------------------------
Fence         GdPrv  GdWo  MnPrv  MnWw
GarageFinish                          
Fin            0.17  0.06   0.10  0.27
RFn            0.34  0.30   0.27  0.45
Unf            0.48  0.64   0.63  0.27
----------------------------------------
MiscFeature   Shed  other
GarageFinish             
Fin           0.17   0.00
RFn           0.34   0.75
Unf           0.49   0.25
----------------------------------------
SaleType       COD   New    WD  other
GarageFinish                         
Fin           0.14  0.55  0.23   0.14
RFn           0.28  0.42  0.29   0.41
Unf           0.58  0.02  0.47   0.45
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
GarageFinish                                  
Fin               0.16    0.23     0.54   0.19
RFn               0.28    0.30     0.42   0.12
Unf               0.56    0.47     0.04   0.69
----------------------------------------
MSSubClass    20    30    50    60    70    80    90  120   160   190  other
GarageQual                                                                  
Fa          0.01  0.25  0.11  0.00  0.19  0.00  0.02  0.0  0.00  0.05   0.06
TA          0.98  0.69  0.89  0.99  0.79  0.97  0.98  1.0  0.98  0.81   0.89
other       0.01  0.06  0.01  0.01  0.02  0.03  0.00  0.0  0.02  0.14   0.06
----------------------------------------
MSZoning     FV    RL    RM  other
GarageQual                        
Fa          0.0  0.02  0.13   0.05
TA          1.0  0.97  0.83   0.95
other       0.0  0.01  0.04   0.00
----------------------------------------
Street      Grvl  Pave
GarageQual            
Fa           0.0  0.03
TA           1.0  0.95
other        0.0  0.01
----------------------------------------
Alley       Grvl  Pave
GarageQual            
Fa          0.21  0.03
TA          0.74  0.95
other       0.05  0.03
----------------------------------------
LotShape     IR1   IR2  IR3   Reg
GarageQual                       
Fa          0.01  0.02  0.0  0.05
TA          0.98  0.93  1.0  0.93
other       0.01  0.05  0.0  0.02
----------------------------------------
LandContour   Bnk  HLS   Low   Lvl
GarageQual                        
Fa           0.09  0.0  0.00  0.03
TA           0.91  1.0  0.97  0.95
other        0.00  0.0  0.03  0.02
----------------------------------------
Utilities   AllPub  NoSeWa
GarageQual                
Fa            0.03     0.0
TA            0.95     1.0
other         0.01     0.0
----------------------------------------
LotConfig   Corner  CulDSac   FR2  FR3  Inside
GarageQual                                    
Fa            0.06     0.00  0.02  0.0    0.03
TA            0.93     0.97  0.98  1.0    0.95
other         0.01     0.03  0.00  0.0    0.02
----------------------------------------
LandSlope    Gtl   Mod  Sev
GarageQual                 
Fa          0.04  0.03  0.0
TA          0.95  0.95  1.0
other       0.01  0.02  0.0
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
GarageQual                                                                   
Fa               0.10     0.00     0.12     0.06      0.0    0.03      0.0   
TA               0.88     0.99     0.84     0.92      1.0    0.90      1.0   
other            0.02     0.01     0.04     0.01      0.0    0.07      0.0   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
GarageQual                                                                
Fa             0.00    0.00     0.00      0.0     0.25    0.01     0.02   
TA             0.99    0.97     0.98      1.0     0.70    0.99     0.97   
other          0.01    0.03     0.02      0.0     0.05    0.00     0.02   

Neighborhood  Somerst  Timber  other  
GarageQual                            
Fa                0.0    0.00   0.02  
TA                1.0    0.97   0.97  
other             0.0    0.03   0.01  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
GarageQual                            
Fa            0.09   0.06  0.03   0.00
TA            0.84   0.94  0.95   0.99
other         0.07   0.00  0.01   0.01
----------------------------------------
Condition2  Norm  other
GarageQual             
Fa          0.03   0.14
TA          0.95   0.71
other       0.01   0.14
----------------------------------------
BldgType    1Fam  2fmCon  Duplex  Twnhs  TwnhsE
GarageQual                                     
Fa          0.04    0.05    0.02    0.0    0.00
TA          0.95    0.82    0.98    1.0    0.99
other       0.01    0.14    0.00    0.0    0.01
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
GarageQual                                             
Fa            0.09    0.02    0.03    0.03  0.00   0.15
TA            0.89    0.97    0.96    0.97  0.97   0.70
other         0.01    0.01    0.01    0.00  0.03   0.15
----------------------------------------
OverallQual     4     5     6     7     8    9  other
GarageQual                                           
Fa           0.11  0.05  0.03  0.02  0.00  0.0   0.06
TA           0.89  0.93  0.95  0.97  0.98  1.0   0.88
other        0.00  0.02  0.02  0.01  0.02  0.0   0.06
----------------------------------------
OverallCond     4     5     6     7     8  other
GarageQual                                      
Fa           0.08  0.02  0.05  0.05  0.10   0.05
TA           0.92  0.98  0.93  0.92  0.85   0.88
other        0.00  0.01  0.02  0.03  0.04   0.07
----------------------------------------
RoofStyle   Gable   Hip  other
GarageQual                    
Fa           0.04  0.01   0.03
TA           0.95  0.97   0.93
other        0.01  0.01   0.03
----------------------------------------
RoofMatl    CompShg  other
GarageQual                
Fa             0.04   0.00
TA             0.95   0.92
other          0.01   0.08
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
GarageQual                                                                   
Fa              0.08      0.0     0.01     0.05     0.02     0.01     0.10   
TA              0.90      1.0     0.97     0.94     0.97     0.99     0.87   
other           0.02      0.0     0.02     0.01     0.01     0.00     0.04   

Exterior1st  other  
GarageQual          
Fa            0.11  
TA            0.86  
other         0.03  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
GarageQual                                                                   
Fa               0.0     0.01     0.04     0.02     0.01     0.10     0.09   
TA               1.0     0.96     0.94     0.98     0.99     0.86     0.91   
other            0.0     0.02     0.01     0.01     0.00     0.04     0.00   

Exterior2nd  other  
GarageQual          
Fa            0.09  
TA            0.89  
other         0.02  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
GarageQual                        
Fa             0.0     0.00    0.0
TA             1.0     0.99    1.0
other          0.0     0.01    0.0
----------------------------------------
ExterQual     Ex   Fa    Gd    TA
GarageQual                       
Fa          0.00  0.0  0.01  0.05
TA          0.98  1.0  0.98  0.93
other       0.02  0.0  0.01  0.01
----------------------------------------
ExterCond     Gd    TA  other
GarageQual                   
Fa          0.03  0.04   0.00
TA          0.95  0.95   0.85
other       0.02  0.01   0.15
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
GarageQual                              
Fa            0.23    0.02   0.01   0.00
TA            0.72    0.96   0.99   0.97
other         0.05    0.01   0.01   0.03
----------------------------------------
BsmtQual      Ex    Fa    Gd    TA
GarageQual                        
Fa          0.00  0.28  0.01  0.05
TA          0.99  0.62  0.98  0.93
other       0.01  0.09  0.01  0.02
----------------------------------------
BsmtCond      Fa    Gd   Po    TA
GarageQual                       
Fa          0.13  0.02  0.0  0.03
TA          0.87  0.97  0.0  0.95
other       0.00  0.02  1.0  0.01
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
GarageQual                          
Fa            0.00  0.00  0.07  0.04
TA            0.99  0.98  0.92  0.94
other         0.01  0.02  0.01  0.02
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
GarageQual                                      
Fa            0.02  0.02  0.00  0.06  0.02  0.08
TA            0.96  0.97  0.99  0.93  0.96  0.90
other         0.01  0.01  0.01  0.01  0.02  0.02
----------------------------------------
BsmtFinType2  BLQ  LwQ   Rec   Unf  other
GarageQual                               
Fa            0.0  0.0  0.00  0.04   0.03
TA            1.0  1.0  0.94  0.95   0.94
other         0.0  0.0  0.06  0.01   0.03
----------------------------------------
Heating     GasA  other
GarageQual             
Fa          0.03   0.19
TA          0.95   0.77
other       0.01   0.04
----------------------------------------
HeatingQC     Ex    Fa    Gd   Po    TA
GarageQual                             
Fa          0.02  0.15  0.05  0.0  0.04
TA          0.97  0.82  0.93  1.0  0.95
other       0.01  0.02  0.02  0.0  0.02
----------------------------------------
CentralAir     N     Y
GarageQual            
Fa          0.19  0.03
TA          0.75  0.96
other       0.06  0.01
----------------------------------------
Electrical  FuseA  SBrkr  other
GarageQual                     
Fa           0.12   0.03   0.16
TA           0.88   0.96   0.76
other        0.00   0.01   0.08
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
GarageQual                         
Fa           0.04  0.21  0.01  0.05
TA           0.95  0.75  0.98  0.94
other        0.01  0.04  0.02  0.01
----------------------------------------
Functional  Min1  Min2   Typ  other
GarageQual                         
Fa          0.03  0.12  0.03   0.03
TA          0.97  0.84  0.95   0.93
other       0.00  0.03  0.01   0.03
----------------------------------------
FireplaceQu   Fa    Gd    TA  other
GarageQual                         
Fa           0.0  0.03  0.01   0.00
TA           1.0  0.95  0.97   0.95
other        0.0  0.02  0.02   0.05
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
GarageQual                                
Fa            0.01     0.00    0.10   0.15
TA            0.98     0.99    0.88   0.85
other         0.01     0.01    0.03   0.00
----------------------------------------
GarageFinish   Fin   RFn   Unf
GarageQual                    
Fa            0.00  0.00  0.08
TA            0.99  0.98  0.91
other         0.01  0.02  0.02
----------------------------------------
GarageQual   Fa   TA  other
GarageQual                 
Fa          1.0  0.0    0.0
TA          0.0  1.0    0.0
other       0.0  0.0    1.0
----------------------------------------
GarageCond    Fa    TA  other
GarageQual                   
Fa          0.57  0.02   0.22
TA          0.43  0.97   0.28
other       0.00  0.01   0.50
----------------------------------------
PavedDrive     N     P     Y
GarageQual                  
Fa          0.24  0.11  0.02
TA          0.74  0.82  0.96
other       0.02  0.07  0.01
----------------------------------------
PoolQC       Ex   Fa    Gd
GarageQual                
TA          1.0  1.0  0.67
other       0.0  0.0  0.33
----------------------------------------
Fence       GdPrv  GdWo  MnPrv  MnWw
GarageQual                          
Fa           0.02  0.04   0.05   0.0
TA           0.93  0.96   0.94   1.0
other        0.05  0.00   0.01   0.0
----------------------------------------
MiscFeature  Shed  other
GarageQual              
Fa           0.09    0.0
TA           0.89    1.0
other        0.02    0.0
----------------------------------------
SaleType     COD   New    WD  other
GarageQual                         
Fa          0.05  0.00  0.04    0.0
TA          0.95  0.99  0.95    1.0
other       0.00  0.01  0.02    0.0
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
GarageQual                                    
Fa                0.07    0.04     0.00   0.06
TA                0.92    0.95     0.99   0.91
other             0.01    0.01     0.01   0.03
----------------------------------------
MSSubClass    20    30    50   60    70    80    90  120  160   190  other
GarageCond                                                                
Fa          0.01  0.16  0.05  0.0  0.18  0.02  0.02  0.0  0.0  0.10   0.04
TA          0.98  0.78  0.95  1.0  0.77  0.95  0.98  1.0  1.0  0.86   0.89
other       0.01  0.06  0.00  0.0  0.05  0.03  0.00  0.0  0.0  0.05   0.08
----------------------------------------
MSZoning     FV    RL    RM  other
GarageCond                        
Fa          0.0  0.02  0.08    0.1
TA          1.0  0.97  0.89    0.9
other       0.0  0.01  0.03    0.0
----------------------------------------
Street      Grvl  Pave
GarageCond            
Fa           0.0  0.03
TA           1.0  0.96
other        0.0  0.01
----------------------------------------
Alley       Grvl  Pave
GarageCond            
Fa          0.19  0.05
TA          0.74  0.95
other       0.07  0.00
----------------------------------------
LotShape     IR1  IR2  IR3   Reg
GarageCond                      
Fa          0.01  0.0  0.0  0.03
TA          0.98  1.0  1.0  0.95
other       0.01  0.0  0.0  0.02
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
GarageCond                         
Fa           0.04  0.02  0.03  0.02
TA           0.94  0.98  0.97  0.96
other        0.02  0.00  0.00  0.01
----------------------------------------
Utilities   AllPub  NoSeWa
GarageCond                
Fa            0.03     0.0
TA            0.96     1.0
other         0.01     0.0
----------------------------------------
LotConfig   Corner  CulDSac  FR2   FR3  Inside
GarageCond                                    
Fa            0.04     0.00  0.0  0.25    0.02
TA            0.94     0.97  1.0  0.75    0.97
other         0.02     0.03  0.0  0.00    0.01
----------------------------------------
LandSlope    Gtl   Mod  Sev
GarageCond                 
Fa          0.02  0.07  0.0
TA          0.96  0.93  1.0
other       0.01  0.00  0.0
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
GarageCond                                                                   
Fa               0.06     0.01     0.08     0.06      0.0    0.14      0.0   
TA               0.92     0.99     0.90     0.90      1.0    0.79      1.0   
other            0.02     0.00     0.02     0.04      0.0    0.07      0.0   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
GarageCond                                                                
Fa             0.01     0.0     0.00      0.0     0.15     0.0     0.02   
TA             0.98     1.0     0.98      1.0     0.81     1.0     0.97   
other          0.01     0.0     0.02      0.0     0.04     0.0     0.02   

Neighborhood  Somerst  Timber  other  
GarageCond                            
Fa                0.0    0.00   0.00  
TA                1.0    0.97   0.99  
other             0.0    0.03   0.01  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
GarageCond                            
Fa            0.05   0.06  0.02   0.01
TA            0.91   0.94  0.96   0.99
other         0.05   0.00  0.01   0.00
----------------------------------------
Condition2  Norm  other
GarageCond             
Fa          0.02   0.14
TA          0.96   0.86
other       0.01   0.00
----------------------------------------
BldgType    1Fam  2fmCon  Duplex  Twnhs  TwnhsE
GarageCond                                     
Fa          0.03    0.09    0.02    0.0     0.0
TA          0.96    0.86    0.98    1.0     1.0
other       0.01    0.05    0.00    0.0     0.0
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
GarageCond                                             
Fa            0.05    0.02    0.03    0.00  0.02   0.07
TA            0.95    0.97    0.96    0.97  0.95   0.78
other         0.00    0.01    0.01    0.03  0.03   0.15
----------------------------------------
OverallQual     4     5     6     7     8    9  other
GarageCond                                           
Fa           0.08  0.04  0.02  0.00  0.00  0.0   0.15
TA           0.90  0.95  0.96  0.99  0.99  1.0   0.85
other        0.02  0.02  0.02  0.00  0.01  0.0   0.00
----------------------------------------
OverallCond     4     5     6     7     8  other
GarageCond                                      
Fa           0.06  0.01  0.03  0.03  0.09   0.10
TA           0.94  0.98  0.96  0.94  0.90   0.88
other        0.00  0.01  0.02  0.03  0.01   0.02
----------------------------------------
RoofStyle   Gable   Hip  other
GarageCond                    
Fa           0.02  0.02   0.13
TA           0.96  0.96   0.83
other        0.01  0.02   0.03
----------------------------------------
RoofMatl    CompShg  other
GarageCond                
Fa             0.02   0.08
TA             0.96   0.88
other          0.01   0.04
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
GarageCond                                                                   
Fa              0.04      0.0     0.01     0.02     0.02     0.01     0.05   
TA              0.96      1.0     0.97     0.97     0.97     0.98     0.91   
other           0.00      0.0     0.02     0.01     0.01     0.00     0.03   

Exterior1st  other  
GarageCond          
Fa            0.11  
TA            0.86  
other         0.03  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
GarageCond                                                                   
Fa               0.0     0.01     0.02     0.01     0.01     0.05     0.03   
TA               1.0     0.96     0.97     0.98     0.98     0.92     0.94   
other            0.0     0.02     0.01     0.01     0.00     0.03     0.03   

Exterior2nd  other  
GarageCond          
Fa            0.10  
TA            0.88  
other         0.02  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
GarageCond                        
Fa             0.0     0.00   0.01
TA             1.0     0.99   0.98
other          0.0     0.01   0.01
----------------------------------------
ExterQual    Ex   Fa    Gd    TA
GarageCond                      
Fa          0.0  0.0  0.00  0.04
TA          1.0  1.0  0.99  0.94
other       0.0  0.0  0.01  0.02
----------------------------------------
ExterCond     Gd    TA  other
GarageCond                   
Fa          0.01  0.03   0.15
TA          0.97  0.96   0.75
other       0.02  0.01   0.10
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
GarageCond                              
Fa            0.13    0.02   0.00   0.03
TA            0.83    0.96   0.99   0.93
other         0.04    0.02   0.00   0.03
----------------------------------------
BsmtQual      Ex    Fa    Gd    TA
GarageCond                        
Fa          0.00  0.19  0.00  0.04
TA          0.99  0.69  0.99  0.94
other       0.01  0.12  0.01  0.02
----------------------------------------
BsmtCond      Fa    Gd   Po    TA
GarageCond                       
Fa          0.21  0.02  0.0  0.02
TA          0.71  0.97  0.0  0.97
other       0.08  0.02  1.0  0.01
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
GarageCond                          
Fa            0.00  0.01  0.08  0.03
TA            0.99  0.98  0.91  0.96
other         0.01  0.01  0.01  0.02
----------------------------------------
BsmtFinType1   ALQ   BLQ  GLQ   LwQ   Rec   Unf
GarageCond                                     
Fa            0.01  0.01  0.0  0.03  0.04  0.05
TA            0.97  0.98  1.0  0.97  0.94  0.92
other         0.01  0.01  0.0  0.00  0.02  0.03
----------------------------------------
BsmtFinType2  BLQ   LwQ   Rec   Unf  other
GarageCond                                
Fa            0.0  0.04  0.02  0.02   0.03
TA            1.0  0.93  0.96  0.96   0.94
other         0.0  0.02  0.02  0.01   0.03
----------------------------------------
Heating     GasA  other
GarageCond             
Fa          0.02   0.15
TA          0.97   0.77
other       0.01   0.08
----------------------------------------
HeatingQC     Ex    Fa    Gd   Po    TA
GarageCond                             
Fa          0.01  0.12  0.03  0.0  0.03
TA          0.98  0.82  0.95  1.0  0.95
other       0.01  0.05  0.01  0.0  0.02
----------------------------------------
CentralAir     N     Y
GarageCond            
Fa          0.19  0.02
TA          0.74  0.97
other       0.07  0.01
----------------------------------------
Electrical  FuseA  SBrkr  other
GarageCond                     
Fa           0.10   0.02   0.12
TA           0.88   0.97   0.76
other        0.02   0.01   0.12
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
GarageCond                         
Fa           0.01  0.12  0.01  0.04
TA           0.98  0.79  0.99  0.94
other        0.01  0.08  0.01  0.02
----------------------------------------
Functional  Min1  Min2   Typ  other
GarageCond                         
Fa          0.03  0.09  0.02   0.03
TA          0.97  0.91  0.96   0.93
other       0.00  0.00  0.01   0.03
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
GarageCond                          
Fa           0.00  0.02  0.01   0.00
TA           0.97  0.97  0.99   0.98
other        0.03  0.01  0.00   0.02
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
GarageCond                                
Fa            0.00      0.0    0.08   0.06
TA            0.99      1.0    0.89   0.94
other         0.01      0.0    0.03   0.00
----------------------------------------
GarageFinish   Fin   RFn   Unf
GarageCond                    
Fa            0.00  0.00  0.06
TA            0.99  0.99  0.93
other         0.01  0.01  0.02
----------------------------------------
GarageQual    Fa    TA  other
GarageCond                   
Fa          0.42  0.01   0.00
TA          0.50  0.98   0.55
other       0.08  0.00   0.45
----------------------------------------
GarageCond   Fa   TA  other
GarageCond                 
Fa          1.0  0.0    0.0
TA          0.0  1.0    0.0
other       0.0  0.0    1.0
----------------------------------------
PavedDrive     N     P     Y
GarageCond                  
Fa          0.21  0.11  0.02
TA          0.74  0.82  0.97
other       0.05  0.07  0.01
----------------------------------------
PoolQC       Ex   Fa    Gd
GarageCond                
TA          1.0  1.0  0.67
other       0.0  0.0  0.33
----------------------------------------
Fence       GdPrv  GdWo  MnPrv  MnWw
GarageCond                          
Fa           0.02  0.04   0.02   0.0
TA           0.91  0.96   0.94   1.0
other        0.07  0.00   0.04   0.0
----------------------------------------
MiscFeature  Shed  other
GarageCond              
Fa           0.04    0.0
TA           0.94    1.0
other        0.02    0.0
----------------------------------------
SaleType     COD  New    WD  other
GarageCond                        
Fa          0.02  0.0  0.03   0.09
TA          0.98  1.0  0.96   0.91
other       0.00  0.0  0.02   0.00
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
GarageCond                                    
Fa                0.02    0.03      0.0   0.03
TA                0.94    0.96      1.0   0.94
other             0.03    0.01      0.0   0.03
----------------------------------------
MSSubClass    20    30    50    60    70   80    90  120   160  190  other
PavedDrive                                                                
N           0.02  0.28  0.16  0.00  0.23  0.0  0.10  0.0  0.02  0.4   0.10
P           0.01  0.06  0.06  0.01  0.12  0.0  0.02  0.0  0.00  0.0   0.03
Y           0.97  0.67  0.78  0.99  0.65  1.0  0.88  1.0  0.98  0.6   0.87
----------------------------------------
MSZoning     FV    RL    RM  other
PavedDrive                        
N           0.0  0.03  0.19   0.38
P           0.0  0.02  0.05   0.04
Y           1.0  0.95  0.76   0.58
----------------------------------------
Street      Grvl  Pave
PavedDrive            
N           0.17  0.06
P           0.00  0.02
Y           0.83  0.92
----------------------------------------
Alley       Grvl  Pave
PavedDrive            
N           0.28   0.2
P           0.14   0.0
Y           0.58   0.8
----------------------------------------
LotShape     IR1   IR2  IR3   Reg
PavedDrive                       
N           0.03  0.00  0.1  0.08
P           0.01  0.02  0.0  0.03
Y           0.96  0.98  0.9  0.89
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
PavedDrive                         
N            0.24  0.04  0.06  0.05
P            0.05  0.06  0.06  0.02
Y            0.71  0.90  0.89  0.93
----------------------------------------
Utilities   AllPub  NoSeWa
PavedDrive                
N             0.06     0.0
P             0.02     0.0
Y             0.92     1.0
----------------------------------------
LotConfig   Corner  CulDSac   FR2  FR3  Inside
PavedDrive                                    
N             0.06     0.01  0.02  0.0    0.07
P             0.01     0.01  0.00  0.0    0.02
Y             0.93     0.98  0.98  1.0    0.91
----------------------------------------
LandSlope    Gtl   Mod   Sev
PavedDrive                  
N           0.06  0.09  0.08
P           0.02  0.03  0.00
Y           0.92  0.88  0.92
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
PavedDrive                                                                   
N                0.21      0.0     0.04     0.15     0.00    0.43     0.02   
P                0.05      0.0     0.06     0.07     0.01    0.08     0.06   
Y                0.74      1.0     0.90     0.78     0.99    0.49     0.92   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
PavedDrive                                                                
N               0.0     0.0      0.0      0.0     0.26    0.05     0.03   
P               0.0     0.0      0.0      0.0     0.05    0.00     0.00   
Y               1.0     1.0      1.0      1.0     0.69    0.95     0.97   

Neighborhood  Somerst  Timber  other  
PavedDrive                            
N                 0.0    0.03   0.05  
P                 0.0    0.03   0.01  
Y                 1.0    0.95   0.93  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
PavedDrive                            
N             0.17   0.20  0.05   0.01
P             0.06   0.02  0.02   0.01
Y             0.77   0.78  0.93   0.97
----------------------------------------
Condition2  Norm  other
PavedDrive             
N           0.06   0.13
P           0.02   0.07
Y           0.92   0.80
----------------------------------------
BldgType    1Fam  2fmCon  Duplex  Twnhs  TwnhsE
PavedDrive                                     
N           0.06    0.39    0.10   0.02     0.0
P           0.02    0.00    0.02   0.00     0.0
Y           0.92    0.61    0.88   0.98     1.0
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
PavedDrive                                             
N             0.18    0.04    0.05     0.0   0.0   0.24
P             0.06    0.01    0.02     0.0   0.0   0.06
Y             0.77    0.94    0.93     1.0   1.0   0.70
----------------------------------------
OverallQual     4     5     6     7     8    9  other
PavedDrive                                           
N            0.20  0.09  0.05  0.03  0.00  0.0   0.14
P            0.03  0.04  0.02  0.01  0.01  0.0   0.02
Y            0.78  0.87  0.93  0.97  0.99  1.0   0.84
----------------------------------------
OverallCond     4     5     6     7     8  other
PavedDrive                                      
N            0.14  0.03  0.05  0.12  0.14   0.26
P            0.04  0.01  0.03  0.02  0.07   0.04
Y            0.82  0.96  0.92  0.86  0.79   0.70
----------------------------------------
RoofStyle   Gable   Hip  other
PavedDrive                    
N            0.06  0.05   0.24
P            0.02  0.01   0.03
Y            0.92  0.94   0.73
----------------------------------------
RoofMatl    CompShg  other
PavedDrive                
N              0.06    0.0
P              0.02    0.0
Y              0.92    1.0
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
PavedDrive                                                                   
N               0.02     0.03     0.01     0.08     0.02     0.03     0.18   
P               0.04     0.00     0.02     0.03     0.01     0.01     0.04   
Y               0.94     0.97     0.97     0.89     0.97     0.97     0.78   

Exterior1st  other  
PavedDrive          
N             0.17  
P             0.08  
Y             0.76  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
PavedDrive                                                                   
N               0.03     0.01     0.08     0.04     0.03     0.17     0.11   
P               0.00     0.01     0.02     0.02     0.01     0.04     0.05   
Y               0.97     0.98     0.89     0.94     0.96     0.79     0.84   

Exterior2nd  other  
PavedDrive          
N             0.11  
P             0.05  
Y             0.84  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
PavedDrive                        
N             0.07     0.00   0.00
P             0.00     0.00   0.01
Y             0.93     0.99   0.99
----------------------------------------
ExterQual    Ex    Fa    Gd    TA
PavedDrive                       
N           0.0  0.57  0.01  0.08
P           0.0  0.00  0.00  0.03
Y           1.0  0.43  0.99  0.88
----------------------------------------
ExterCond     Gd    TA  other
PavedDrive                   
N           0.06  0.05   0.41
P           0.03  0.02   0.06
Y           0.90  0.93   0.53
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
PavedDrive                              
N             0.25    0.05   0.02   0.24
P             0.08    0.02   0.01   0.03
Y             0.66    0.93   0.97   0.73
----------------------------------------
BsmtQual     Ex    Fa    Gd    TA
PavedDrive                       
N           0.0  0.23  0.01  0.10
P           0.0  0.06  0.00  0.04
Y           1.0  0.71  0.98  0.86
----------------------------------------
BsmtCond      Fa    Gd   Po    TA
PavedDrive                       
N           0.31  0.02  0.5  0.05
P           0.04  0.02  0.0  0.02
Y           0.64  0.97  0.5  0.93
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
PavedDrive                          
N             0.02  0.01  0.09  0.07
P             0.00  0.01  0.04  0.02
Y             0.97  0.97  0.88  0.91
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
PavedDrive                                      
N             0.01  0.03  0.01  0.03  0.09  0.13
P             0.01  0.03  0.00  0.01  0.03  0.04
Y             0.98  0.93  0.99  0.96  0.88  0.83
----------------------------------------
BsmtFinType2  BLQ  LwQ   Rec   Unf  other
PavedDrive                               
N             0.0  0.0  0.04  0.06   0.03
P             0.0  0.0  0.00  0.02   0.00
Y             1.0  1.0  0.96  0.92   0.97
----------------------------------------
Heating     GasA  other
PavedDrive             
N           0.06   0.31
P           0.02   0.09
Y           0.93   0.59
----------------------------------------
HeatingQC     Ex    Fa    Gd   Po    TA
PavedDrive                             
N           0.03  0.18  0.09  0.0  0.08
P           0.00  0.16  0.04  0.0  0.03
Y           0.96  0.65  0.87  1.0  0.89
----------------------------------------
CentralAir     N     Y
PavedDrive            
N           0.36  0.04
P           0.06  0.02
Y           0.58  0.94
----------------------------------------
Electrical  FuseA  SBrkr  other
PavedDrive                     
N            0.19   0.04   0.39
P            0.03   0.02   0.10
Y            0.78   0.94   0.52
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
PavedDrive                         
N            0.02  0.38  0.02  0.08
P            0.00  0.08  0.01  0.03
Y            0.98  0.54  0.97  0.89
----------------------------------------
Functional  Min1  Min2   Typ  other
PavedDrive                         
N           0.03  0.15  0.06    0.2
P           0.00  0.00  0.02    0.0
Y           0.97  0.85  0.92    0.8
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
PavedDrive                          
N            0.03  0.03  0.01   0.05
P            0.00  0.04  0.01   0.02
Y            0.97  0.93  0.98   0.93
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
PavedDrive                                
N             0.01     0.01    0.12   0.09
P             0.01     0.00    0.05   0.00
Y             0.98     0.99    0.83   0.91
----------------------------------------
GarageFinish   Fin   RFn   Unf
PavedDrive                    
N             0.01  0.01  0.08
P             0.01  0.01  0.04
Y             0.98  0.99  0.88
----------------------------------------
GarageQual    Fa    TA  other
PavedDrive                   
N           0.29  0.03   0.05
P           0.06  0.02   0.10
Y           0.65  0.95   0.85
----------------------------------------
GarageCond    Fa    TA  other
PavedDrive                   
N           0.34  0.03   0.17
P           0.09  0.02   0.11
Y           0.57  0.95   0.72
----------------------------------------
PavedDrive    N    P    Y
PavedDrive               
N           1.0  0.0  0.0
P           0.0  1.0  0.0
Y           0.0  0.0  1.0
----------------------------------------
PoolQC       Ex   Fa   Gd
PavedDrive               
Y           1.0  1.0  1.0
----------------------------------------
Fence       GdPrv  GdWo  MnPrv  MnWw
PavedDrive                          
N            0.08  0.04   0.08  0.09
P            0.00  0.02   0.04  0.00
Y            0.92  0.94   0.89  0.91
----------------------------------------
MiscFeature  Shed  other
PavedDrive              
N            0.04    0.4
P            0.02    0.0
Y            0.94    0.6
----------------------------------------
SaleType     COD   New    WD  other
PavedDrive                         
N           0.02  0.01  0.07   0.18
P           0.00  0.00  0.02   0.00
Y           0.98  0.99  0.91   0.82
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
PavedDrive                                    
N                 0.11    0.06     0.01   0.08
P                 0.00    0.02     0.00   0.03
Y                 0.89    0.91     0.99   0.89
----------------------------------------
MSSubClass   20    60   80  other
PoolQC                           
Ex          0.0  0.33  0.0    1.0
Fa          1.0  0.33  0.0    0.0
Gd          0.0  0.33  1.0    0.0
----------------------------------------
MSZoning    RL
PoolQC        
Ex        0.29
Fa        0.29
Gd        0.43
----------------------------------------
Street  Pave
PoolQC      
Ex      0.29
Fa      0.29
Gd      0.43
----------------------------------------
Empty DataFrame
Columns: []
Index: []
----------------------------------------
LotShape   IR1  IR3   Reg
PoolQC                   
Ex        0.33  0.0  0.33
Fa        0.33  0.0  0.33
Gd        0.33  1.0  0.33
----------------------------------------
LandContour  Bnk   Lvl
PoolQC                
Ex           0.0  0.33
Fa           0.0  0.33
Gd           1.0  0.33
----------------------------------------
Utilities  AllPub
PoolQC           
Ex           0.29
Fa           0.29
Gd           0.43
----------------------------------------
LotConfig  Corner  CulDSac  Inside
PoolQC                            
Ex           0.67      0.0    0.00
Fa           0.00      0.0    0.67
Gd           0.33      1.0    0.33
----------------------------------------
LandSlope   Gtl
PoolQC         
Ex         0.29
Fa         0.29
Gd         0.43
----------------------------------------
Neighborhood  Edwards  Mitchel  NAmes  NWAmes  NoRidge
PoolQC                                                
Ex                0.0      0.0    1.0     0.0      1.0
Fa                0.0      0.0    0.0     1.0      0.0
Gd                1.0      1.0    0.0     0.0      0.0
----------------------------------------
Condition1  Artery  Feedr  Norm  other
PoolQC                                
Ex             1.0    0.0  0.25    0.0
Fa             0.0    0.0  0.25    1.0
Gd             0.0    1.0  0.50    0.0
----------------------------------------
Condition2  Norm
PoolQC          
Ex          0.29
Fa          0.29
Gd          0.43
----------------------------------------
BldgType  1Fam
PoolQC        
Ex        0.29
Fa        0.29
Gd        0.43
----------------------------------------
HouseStyle  1Story  2Story  SLvl
PoolQC                          
Ex             0.0    0.50   0.0
Fa             1.0    0.25   0.0
Gd             0.0    0.25   1.0
----------------------------------------
OverallQual     6    7    8  other
PoolQC                            
Ex           0.00  0.0  1.0    0.5
Fa           0.33  1.0  0.0    0.0
Gd           0.67  0.0  0.0    0.5
----------------------------------------
OverallCond    4     5    6    7
PoolQC                          
Ex           1.0  0.33  0.0  0.0
Fa           0.0  0.33  0.5  0.0
Gd           0.0  0.33  0.5  1.0
----------------------------------------
RoofStyle  Gable   Hip  other
PoolQC                       
Ex          0.33  0.33    0.0
Fa          0.33  0.33    0.0
Gd          0.33  0.33    1.0
----------------------------------------
RoofMatl  CompShg  other
PoolQC                  
Ex            0.4    0.0
Fa            0.4    0.0
Gd            0.2    1.0
----------------------------------------
Exterior1st  HdBoard  Plywood  Wd Sdng  other
PoolQC                                       
Ex               0.0     0.00      1.0    0.5
Fa               1.0     0.33      0.0    0.0
Gd               0.0     0.67      0.0    0.5
----------------------------------------
Exterior2nd  HdBoard  Plywood  other
PoolQC                              
Ex               0.0     0.00   0.67
Fa               1.0     0.33   0.00
Gd               0.0     0.67   0.33
----------------------------------------
MasVnrType  BrkFace  Stone
PoolQC                    
Fa              1.0    0.0
Gd              0.0    1.0
----------------------------------------
ExterQual   Ex    Gd    TA
PoolQC                    
Ex         0.0  0.67  0.00
Fa         0.0  0.00  0.67
Gd         1.0  0.33  0.33
----------------------------------------
ExterCond   Gd   TA
PoolQC             
Ex         0.5  0.2
Fa         0.0  0.4
Gd         0.5  0.4
----------------------------------------
Foundation  CBlock  PConc
PoolQC                   
Ex             0.0   0.67
Fa             0.5   0.00
Gd             0.5   0.33
----------------------------------------
BsmtQual   Ex   Gd    TA
PoolQC                  
Ex        0.5  0.0  0.33
Fa        0.0  0.5  0.33
Gd        0.5  0.5  0.33
----------------------------------------
BsmtCond    TA
PoolQC        
Ex        0.29
Fa        0.29
Gd        0.43
----------------------------------------
BsmtExposure    Av   Gd    No
PoolQC                       
Ex            0.33  0.0  0.33
Fa            0.00  0.0  0.67
Gd            0.67  1.0  0.00
----------------------------------------
BsmtFinType1  ALQ  BLQ   GLQ  Unf
PoolQC                           
Ex            0.0  0.0  0.67  0.0
Fa            0.5  1.0  0.00  0.0
Gd            0.5  0.0  0.33  1.0
----------------------------------------
BsmtFinType2   LwQ   Unf
PoolQC                  
Ex            0.33  0.25
Fa            0.67  0.00
Gd            0.00  0.75
----------------------------------------
Heating  GasA
PoolQC       
Ex       0.29
Fa       0.29
Gd       0.43
----------------------------------------
HeatingQC   Ex   Fa   Gd    TA
PoolQC                        
Ex         0.5  0.0  1.0  0.00
Fa         0.0  1.0  0.0  0.33
Gd         0.5  0.0  0.0  0.67
----------------------------------------
CentralAir     Y
PoolQC          
Ex          0.29
Fa          0.29
Gd          0.43
----------------------------------------
Electrical  SBrkr
PoolQC           
Ex           0.29
Fa           0.29
Gd           0.43
----------------------------------------
KitchenQual   Ex    Gd   TA
PoolQC                     
Ex           0.5  0.25  0.0
Fa           0.0  0.50  0.0
Gd           0.5  0.25  1.0
----------------------------------------
Functional   Typ
PoolQC          
Ex          0.29
Fa          0.29
Gd          0.43
----------------------------------------
FireplaceQu   Fa   Gd   TA  other
PoolQC                           
Ex           0.0  0.0  0.5    0.5
Fa           1.0  0.0  0.5    0.0
Gd           0.0  1.0  0.0    0.5
----------------------------------------
GarageType  Attchd  Detchd
PoolQC                    
Ex            0.17     1.0
Fa            0.33     0.0
Gd            0.50     0.0
----------------------------------------
GarageFinish   Fin  RFn  Unf
PoolQC                      
Ex            0.33  0.0  0.5
Fa            0.00  1.0  0.0
Gd            0.67  0.0  0.5
----------------------------------------
GarageQual    TA  other
PoolQC                 
Ex          0.33    0.0
Fa          0.33    0.0
Gd          0.33    1.0
----------------------------------------
GarageCond    TA  other
PoolQC                 
Ex          0.33    0.0
Fa          0.33    0.0
Gd          0.33    1.0
----------------------------------------
PavedDrive     Y
PoolQC          
Ex          0.29
Fa          0.29
Gd          0.43
----------------------------------------
PoolQC   Ex   Fa   Gd
PoolQC               
Ex      1.0  0.0  0.0
Fa      0.0  1.0  0.0
Gd      0.0  0.0  1.0
----------------------------------------
Fence   GdPrv  MnPrv
PoolQC              
Ex       0.25    0.5
Fa       0.25    0.5
Gd       0.50    0.0
----------------------------------------
MiscFeature  other
PoolQC            
Fa             1.0
----------------------------------------
SaleType  New    WD
PoolQC             
Ex        0.0  0.33
Fa        0.0  0.33
Gd        1.0  0.33
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
PoolQC                                        
Ex                 1.0    0.00      0.0    0.0
Fa                 0.0    0.67      0.0    0.0
Gd                 0.0    0.33      1.0    1.0
----------------------------------------
MSSubClass    20    30    50    60    70    80    90  120  160  190  other
Fence                                                                     
GdPrv       0.15  0.07  0.11  0.39  0.36  0.35  0.67  0.0  1.0  0.0   0.20
GdWo        0.25  0.27  0.18  0.12  0.07  0.23  0.33  0.0  0.0  0.0   0.05
MnPrv       0.56  0.60  0.66  0.45  0.57  0.38  0.00  1.0  0.0  1.0   0.70
MnWw        0.04  0.07  0.05  0.03  0.00  0.04  0.00  0.0  0.0  0.0   0.05
----------------------------------------
MSZoning   FV    RL    RM  other
Fence                           
GdPrv     0.0  0.22  0.17    0.0
GdWo      1.0  0.20  0.15    0.2
MnPrv     0.0  0.54  0.63    0.8
MnWw      0.0  0.04  0.04    0.0
----------------------------------------
Street  Pave
Fence       
GdPrv   0.21
GdWo    0.19
MnPrv   0.56
MnWw    0.04
----------------------------------------
Alley  Grvl  Pave
Fence            
GdPrv  0.21  0.50
GdWo   0.14  0.25
MnPrv  0.57  0.25
MnWw   0.07  0.00
----------------------------------------
LotShape   IR1  IR2   Reg
Fence                    
GdPrv     0.23  1.0  0.19
GdWo      0.14  0.0  0.22
MnPrv     0.59  0.0  0.55
MnWw      0.04  0.0  0.04
----------------------------------------
LandContour   Bnk  HLS   Low   Lvl
Fence                             
GdPrv        0.23  0.0  0.33  0.21
GdWo         0.00  0.0  0.00  0.21
MnPrv        0.77  1.0  0.67  0.54
MnWw         0.00  0.0  0.00  0.04
----------------------------------------
Utilities  AllPub
Fence            
GdPrv        0.21
GdWo         0.19
MnPrv        0.56
MnWw         0.04
----------------------------------------
LotConfig  Corner  CulDSac   FR2  Inside
Fence                                   
GdPrv        0.30     0.27  0.14    0.18
GdWo         0.17     0.13  0.29    0.20
MnPrv        0.52     0.60  0.43    0.57
MnWw         0.02     0.00  0.14    0.05
----------------------------------------
LandSlope   Gtl   Mod
Fence                
GdPrv      0.21  0.09
GdWo       0.20  0.09
MnPrv      0.55  0.73
MnWw       0.04  0.09
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
Fence                                                                        
GdPrv            0.31     0.17     0.23     0.26      0.5    0.08     0.29   
GdWo             0.15     0.11     0.15     0.09      0.0    0.15     0.07   
MnPrv            0.46     0.72     0.62     0.65      0.5    0.77     0.64   
MnWw             0.08     0.00     0.00     0.00      0.0    0.00     0.00   

Neighborhood  NAmes  NWAmes  NoRidge  OldTown  Sawyer  SawyerW  Somerst  \
Fence                                                                     
GdPrv          0.17    0.25      0.5     0.13    0.18     0.42      0.0   
GdWo           0.36    0.12      0.0     0.17    0.14     0.08      1.0   
MnPrv          0.36    0.62      0.5     0.63    0.68     0.50      0.0   
MnWw           0.11    0.00      0.0     0.07    0.00     0.00      0.0   

Neighborhood  Timber  other  
Fence                        
GdPrv            1.0    0.2  
GdWo             0.0    0.2  
MnPrv            0.0    0.6  
MnWw             0.0    0.0  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
Fence                                 
GdPrv         0.18   0.19  0.21   0.36
GdWo          0.18   0.19  0.20   0.09
MnPrv         0.65   0.63  0.55   0.45
MnWw          0.00   0.00  0.04   0.09
----------------------------------------
Condition2  Norm  other
Fence                  
GdPrv       0.21    0.4
GdWo        0.20    0.0
MnPrv       0.56    0.6
MnWw        0.04    0.0
----------------------------------------
BldgType  1Fam  2fmCon  Duplex  Twnhs  TwnhsE
Fence                                        
GdPrv     0.20     0.0    0.67   0.33     0.5
GdWo      0.19     0.0    0.33   0.33     0.0
MnPrv     0.56     1.0    0.00   0.33     0.5
MnWw      0.04     0.0    0.00   0.00     0.0
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
Fence                                                  
GdPrv         0.13    0.13    0.41    0.09  0.32   0.33
GdWo          0.16    0.25    0.11    0.00  0.29   0.00
MnPrv         0.67    0.57    0.46    0.82  0.36   0.67
MnWw          0.04    0.04    0.02    0.09  0.04   0.00
----------------------------------------
OverallQual     4     5     6     7     8  other
Fence                                           
GdPrv        0.00  0.09  0.30  0.53  0.38   0.17
GdWo         0.33  0.24  0.12  0.11  0.12   0.33
MnPrv        0.62  0.62  0.55  0.36  0.50   0.50
MnWw         0.04  0.06  0.04  0.00  0.00   0.00
----------------------------------------
OverallCond     4     5     6     7     8  other
Fence                                           
GdPrv        0.33  0.20  0.19  0.17  0.30   0.21
GdWo         0.07  0.29  0.15  0.14  0.13   0.21
MnPrv        0.60  0.47  0.64  0.60  0.48   0.57
MnWw         0.00  0.03  0.01  0.08  0.09   0.00
----------------------------------------
RoofStyle  Gable   Hip  other
Fence                        
GdPrv       0.22  0.17   0.22
GdWo        0.18  0.19   0.44
MnPrv       0.56  0.57   0.33
MnWw        0.03  0.07   0.00
----------------------------------------
RoofMatl  CompShg  other
Fence                   
GdPrv        0.20    0.6
GdWo         0.19    0.2
MnPrv        0.57    0.2
MnWw         0.04    0.0
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
Fence                                                                        
GdPrv           0.23     0.50     0.19     0.19     0.18     0.21     0.27   
GdWo            0.23     0.17     0.18     0.17     0.07     0.26     0.24   
MnPrv           0.54     0.33     0.61     0.60     0.71     0.47     0.43   
MnWw            0.00     0.00     0.01     0.04     0.04     0.05     0.06   

Exterior1st  other  
Fence               
GdPrv         0.12  
GdWo          0.20  
MnPrv         0.60  
MnWw          0.08  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
Fence                                                                        
GdPrv           0.50     0.19     0.20     0.18     0.19     0.25     0.09   
GdWo            0.17     0.22     0.14     0.11     0.27     0.22     0.27   
MnPrv           0.33     0.58     0.61     0.68     0.49     0.47     0.55   
MnWw            0.00     0.02     0.04     0.03     0.05     0.05     0.09   

Exterior2nd  other  
Fence               
GdPrv         0.24  
GdWo          0.14  
MnPrv         0.57  
MnWw          0.05  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
Fence                             
GdPrv         0.43     0.22   0.17
GdWo          0.14     0.25   0.00
MnPrv         0.43     0.48   0.83
MnWw          0.00     0.05   0.00
----------------------------------------
ExterQual   Ex   Fa    Gd    TA
Fence                          
GdPrv      1.0  0.0  0.44  0.18
GdWo       0.0  0.0  0.15  0.20
MnPrv      0.0  1.0  0.41  0.57
MnWw       0.0  0.0  0.00  0.04
----------------------------------------
ExterCond    Gd    TA  other
Fence                       
GdPrv      0.31  0.19   0.11
GdWo       0.09  0.22   0.11
MnPrv      0.56  0.55   0.78
MnWw       0.04  0.04   0.00
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
Fence                                   
GdPrv         0.21    0.17   0.33   0.50
GdWo          0.12    0.22   0.16   0.17
MnPrv         0.62    0.57   0.51   0.33
MnWw          0.06    0.05   0.00   0.00
----------------------------------------
BsmtQual   Ex    Fa    Gd    TA
Fence                          
GdPrv     0.5  0.12  0.27  0.19
GdWo      0.0  0.12  0.07  0.24
MnPrv     0.5  0.75  0.66  0.51
MnWw      0.0  0.00  0.00  0.06
----------------------------------------
BsmtCond    Fa   Gd    TA
Fence                    
GdPrv     0.25  0.2  0.21
GdWo      0.00  0.2  0.20
MnPrv     0.75  0.5  0.55
MnWw      0.00  0.1  0.04
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
Fence                               
GdPrv         0.15  0.19  0.30  0.21
GdWo          0.21  0.19  0.17  0.20
MnPrv         0.59  0.56  0.48  0.56
MnWw          0.06  0.06  0.04  0.03
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
Fence                                           
GdPrv         0.16  0.11  0.36  0.15  0.18  0.26
GdWo          0.23  0.20  0.14  0.15  0.31  0.13
MnPrv         0.59  0.63  0.48  0.60  0.42  0.60
MnWw          0.02  0.07  0.02  0.10  0.09  0.00
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
Fence                                      
GdPrv         0.14  0.17  0.15  0.22   0.27
GdWo          0.36  0.11  0.23  0.19   0.13
MnPrv         0.43  0.67  0.54  0.56   0.53
MnWw          0.07  0.06  0.08  0.03   0.07
----------------------------------------
Heating  GasA  other
Fence               
GdPrv    0.21    0.0
GdWo     0.19    0.5
MnPrv    0.56    0.5
MnWw     0.04    0.0
----------------------------------------
HeatingQC    Ex    Fa    Gd    TA
Fence                            
GdPrv      0.28  0.09  0.25  0.16
GdWo       0.15  0.09  0.22  0.22
MnPrv      0.53  0.73  0.51  0.58
MnWw       0.04  0.09  0.02  0.04
----------------------------------------
CentralAir     N     Y
Fence                 
GdPrv       0.06  0.22
GdWo        0.31  0.18
MnPrv       0.62  0.55
MnWw        0.00  0.04
----------------------------------------
Electrical  FuseA  SBrkr  other
Fence                          
GdPrv        0.17   0.21    0.5
GdWo         0.22   0.19    0.0
MnPrv        0.52   0.56    0.5
MnWw         0.09   0.04    0.0
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
Fence                              
GdPrv        0.38  0.00  0.37  0.15
GdWo         0.00  0.14  0.10  0.24
MnPrv        0.50  0.71  0.52  0.57
MnWw         0.12  0.14  0.01  0.04
----------------------------------------
Functional  Min1  Min2   Typ  other
Fence                              
GdPrv       0.12  0.00  0.22   0.29
GdWo        0.31  0.38  0.18   0.29
MnPrv       0.56  0.62  0.56   0.43
MnWw        0.00  0.00  0.04   0.00
----------------------------------------
FireplaceQu    Fa    Gd    TA  other
Fence                               
GdPrv        0.25  0.30  0.29   0.17
GdWo         0.17  0.16  0.18   0.25
MnPrv        0.50  0.54  0.52   0.50
MnWw         0.08  0.00  0.02   0.08
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
Fence                                     
GdPrv         0.26     0.17    0.16   0.17
GdWo          0.22     0.50    0.12   0.17
MnPrv         0.49     0.33    0.67   0.50
MnWw          0.04     0.00    0.04   0.17
----------------------------------------
GarageFinish   Fin   RFn   Unf
Fence                         
GdPrv         0.32  0.25  0.18
GdWo          0.10  0.19  0.21
MnPrv         0.48  0.49  0.59
MnWw          0.10  0.06  0.02
----------------------------------------
GarageQual   Fa    TA  other
Fence                       
GdPrv       0.1  0.22    0.6
GdWo        0.2  0.19    0.0
MnPrv       0.7  0.55    0.4
MnWw        0.0  0.04    0.0
----------------------------------------
GarageCond    Fa    TA  other
Fence                        
GdPrv       0.17  0.21    0.4
GdWo        0.33  0.19    0.0
MnPrv       0.50  0.55    0.6
MnWw        0.00  0.04    0.0
----------------------------------------
PavedDrive     N     P     Y
Fence                       
GdPrv       0.25  0.00  0.21
GdWo        0.10  0.14  0.20
MnPrv       0.60  0.86  0.55
MnWw        0.05  0.00  0.04
----------------------------------------
PoolQC   Ex   Fa   Gd
Fence                
GdPrv   0.5  0.5  1.0
MnPrv   0.5  0.5  0.0
----------------------------------------
Fence  GdPrv  GdWo  MnPrv  MnWw
Fence                          
GdPrv    1.0   0.0    0.0   0.0
GdWo     0.0   1.0    0.0   0.0
MnPrv    0.0   0.0    1.0   0.0
MnWw     0.0   0.0    0.0   1.0
----------------------------------------
MiscFeature  Shed  other
Fence                   
GdPrv        0.22    0.0
GdWo         0.17    0.0
MnPrv        0.57    1.0
MnWw         0.04    0.0
----------------------------------------
SaleType   COD    WD  other
Fence                      
GdPrv     0.23  0.21   0.17
GdWo      0.15  0.19   0.17
MnPrv     0.54  0.56   0.67
MnWw      0.08  0.04   0.00
----------------------------------------
SaleCondition  Abnorml  Normal  other
Fence                                
GdPrv             0.16    0.22   0.22
GdWo              0.23    0.19   0.22
MnPrv             0.58    0.56   0.44
MnWw              0.03    0.04   0.11
----------------------------------------
MSSubClass     20   30   50    60   70   80    90  190  other
MiscFeature                                                  
Shed         0.95  1.0  1.0  0.89  1.0  1.0  0.67  0.5   0.67
other        0.05  0.0  0.0  0.11  0.0  0.0  0.33  0.5   0.33
----------------------------------------
MSZoning       RL    RM  other
MiscFeature                   
Shed         0.91  0.86    1.0
other        0.09  0.14    0.0
----------------------------------------
Street       Grvl  Pave
MiscFeature            
Shed          1.0   0.9
other         0.0   0.1
----------------------------------------
Alley        Grvl
MiscFeature      
Shed          1.0
----------------------------------------
LotShape      IR1  IR2   Reg
MiscFeature                 
Shed         0.85  1.0  0.94
other        0.15  0.0  0.06
----------------------------------------
LandContour  Bnk  HLS  Low  Lvl
MiscFeature                    
Shed         1.0  1.0  1.0  0.9
other        0.0  0.0  0.0  0.1
----------------------------------------
Utilities    AllPub
MiscFeature        
Shed           0.91
other          0.09
----------------------------------------
LotConfig    Corner  CulDSac  FR2  Inside
MiscFeature                              
Shed            1.0     0.67  1.0    0.89
other           0.0     0.33  0.0    0.11
----------------------------------------
LandSlope    Gtl  Mod  Sev
MiscFeature               
Shed         0.9  1.0  1.0
other        0.1  0.0  0.0
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
MiscFeature                                                                  
Shed              1.0      1.0      1.0      1.0      1.0    0.67      1.0   
other             0.0      0.0      0.0      0.0      0.0    0.33      0.0   

Neighborhood  NAmes  NWAmes  OldTown  Sawyer  SawyerW  Timber  other  
MiscFeature                                                           
Shed           0.87     0.8      1.0     0.8      1.0     1.0    1.0  
other          0.13     0.2      0.0     0.2      0.0     0.0    0.0  
----------------------------------------
Condition1   Artery  Feedr  Norm  other
MiscFeature                            
Shed            1.0    0.8  0.93   0.67
other           0.0    0.2  0.07   0.33
----------------------------------------
Condition2   Norm  other
MiscFeature             
Shed         0.92    0.5
other        0.08    0.5
----------------------------------------
BldgType     1Fam  2fmCon  Duplex
MiscFeature                      
Shed         0.94     0.5    0.67
other        0.06     0.5    0.33
----------------------------------------
HouseStyle   1.5Fin  1Story  2Story  SFoyer  SLvl
MiscFeature                                      
Shed           0.91    0.93    0.82     1.0   1.0
other          0.09    0.07    0.18     0.0   0.0
----------------------------------------
OverallQual     4    5     6     7    8  other
MiscFeature                                   
Shed         0.86  0.9  0.94  0.86  1.0    1.0
other        0.14  0.1  0.06  0.14  0.0    0.0
----------------------------------------
OverallCond    4     5    6     7     8  other
MiscFeature                                   
Shed         1.0  0.83  1.0  0.93  0.75    1.0
other        0.0  0.17  0.0  0.07  0.25    0.0
----------------------------------------
RoofStyle    Gable  Hip  other
MiscFeature                   
Shed          0.95  0.8    0.5
other         0.05  0.2    0.5
----------------------------------------
RoofMatl     CompShg
MiscFeature         
Shed            0.91
other           0.09
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng
MiscFeature                                                               
Shed             1.0      1.0     0.92     0.92      0.6     0.89      1.0
other            0.0      0.0     0.08     0.08      0.4     0.11      0.0
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng
MiscFeature                                                               
Shed             1.0     0.92     0.92     0.71      1.0      1.0      0.0
other            0.0     0.08     0.08     0.29      0.0      0.0      1.0
----------------------------------------
MasVnrType   BrkCmn  BrkFace  Stone
MiscFeature                        
Shed            1.0     0.91    1.0
other           0.0     0.09    0.0
----------------------------------------
ExterQual     Ex    Fa    Gd    TA
MiscFeature                       
Shed         1.0  0.67  0.88  0.93
other        0.0  0.33  0.12  0.07
----------------------------------------
ExterCond      Gd    TA  other
MiscFeature                   
Shed         0.83  0.93    0.5
other        0.17  0.07    0.5
----------------------------------------
Foundation   BrkTil  CBlock  PConc  other
MiscFeature                              
Shed            1.0    0.89    1.0    0.8
other           0.0    0.11    0.0    0.2
----------------------------------------
BsmtQual      Fa    Gd    TA
MiscFeature                 
Shed         1.0  0.88  0.94
other        0.0  0.12  0.06
----------------------------------------
BsmtCond      Fa   Gd    TA
MiscFeature                
Shed         1.0  1.0  0.92
other        0.0  0.0  0.08
----------------------------------------
BsmtExposure   Av   Gd    Mn    No
MiscFeature                       
Shed          1.0  1.0  0.83  0.92
other         0.0  0.0  0.17  0.08
----------------------------------------
BsmtFinType1  ALQ   BLQ   GLQ  LwQ  Rec  Unf
MiscFeature                                 
Shed          1.0  0.71  0.88  1.0  0.8  1.0
other         0.0  0.29  0.12  0.0  0.2  0.0
----------------------------------------
BsmtFinType2  BLQ   LwQ  Rec   Unf  other
MiscFeature                              
Shed          1.0  0.67  0.5  0.95    1.0
other         0.0  0.33  0.5  0.05    0.0
----------------------------------------
Heating      GasA  other
MiscFeature             
Shed         0.91    1.0
other        0.09    0.0
----------------------------------------
HeatingQC      Ex    Fa    Gd    TA
MiscFeature                        
Shed         0.95  0.75  0.91  0.89
other        0.05  0.25  0.09  0.11
----------------------------------------
CentralAir      N     Y
MiscFeature            
Shed         0.75  0.92
other        0.25  0.08
----------------------------------------
Electrical   FuseA  SBrkr
MiscFeature              
Shed           1.0    0.9
other          0.0    0.1
----------------------------------------
KitchenQual    Fa    Gd    TA
MiscFeature                  
Shed         0.75  0.92  0.92
other        0.25  0.08  0.08
----------------------------------------
Functional   Min1  Min2   Typ  other
MiscFeature                         
Shed          1.0   1.0  0.91   0.75
other         0.0   0.0  0.09   0.25
----------------------------------------
FireplaceQu   Gd    TA  other
MiscFeature                  
Shed         0.8  0.89    1.0
other        0.2  0.11    0.0
----------------------------------------
GarageType   Attchd  BuiltIn  Detchd  other
MiscFeature                                
Shed            0.9     0.67     1.0    1.0
other           0.1     0.33     0.0    0.0
----------------------------------------
GarageFinish  Fin   RFn   Unf
MiscFeature                  
Shed          1.0  0.84  0.96
other         0.0  0.16  0.04
----------------------------------------
GarageQual    Fa    TA  other
MiscFeature                  
Shed         1.0  0.91    1.0
other        0.0  0.09    0.0
----------------------------------------
GarageCond    Fa    TA  other
MiscFeature                  
Shed         1.0  0.92    1.0
other        0.0  0.08    0.0
----------------------------------------
PavedDrive     N    P     Y
MiscFeature                
Shed         0.5  1.0  0.94
other        0.5  0.0  0.06
----------------------------------------
PoolQC        Fa
MiscFeature     
other        1.0
----------------------------------------
Fence        GdPrv  GdWo  MnPrv  MnWw
MiscFeature                          
Shed           1.0   1.0   0.93   1.0
other          0.0   0.0   0.07   0.0
----------------------------------------
MiscFeature  Shed  other
MiscFeature             
Shed          1.0    0.0
other         0.0    1.0
----------------------------------------
SaleType     COD   WD  other
MiscFeature                 
Shed         1.0  0.9    1.0
other        0.0  0.1    0.0
----------------------------------------
SaleCondition  Abnorml  Normal  other
MiscFeature                          
Shed               1.0     0.9    1.0
other              0.0     0.1    0.0
----------------------------------------
MSSubClass    20    30    50    60    70    80    90   120   160   190  other
SaleType                                                                     
COD         0.05  0.03  0.03  0.00  0.03  0.02  0.06  0.03  0.05  0.00   0.00
New         0.12  0.00  0.00  0.14  0.00  0.00  0.00  0.15  0.05  0.03   0.02
WD          0.83  0.94  0.94  0.85  0.95  0.97  0.90  0.77  0.90  0.87   0.95
other       0.01  0.03  0.03  0.01  0.02  0.02  0.04  0.05  0.00  0.10   0.03
----------------------------------------
MSZoning    FV    RL    RM  other
SaleType                         
COD       0.00  0.03  0.03   0.12
New       0.34  0.08  0.01   0.00
WD        0.63  0.87  0.93   0.81
other     0.03  0.02  0.03   0.08
----------------------------------------
Street    Grvl  Pave
SaleType            
COD       0.00  0.03
New       0.00  0.08
WD        0.83  0.87
other     0.17  0.02
----------------------------------------
Alley     Grvl  Pave
SaleType            
COD       0.04  0.02
New       0.00  0.17
WD        0.92  0.80
other     0.04  0.00
----------------------------------------
LotShape   IR1   IR2  IR3   Reg
SaleType                       
COD       0.03  0.00  0.0  0.03
New       0.10  0.10  0.2  0.07
WD        0.86  0.88  0.8  0.87
other     0.02  0.02  0.0  0.02
----------------------------------------
LandContour   Bnk   HLS   Low   Lvl
SaleType                           
COD          0.02  0.00  0.03  0.03
New          0.03  0.22  0.00  0.08
WD           0.92  0.78  0.94  0.87
other        0.03  0.00  0.03  0.02
----------------------------------------
Utilities  AllPub  NoSeWa
SaleType                 
COD          0.03     1.0
New          0.08     0.0
WD           0.87     0.0
other        0.02     0.0
----------------------------------------
LotConfig  Corner  CulDSac   FR2  FR3  Inside
SaleType                                     
COD          0.04     0.02  0.02  0.0    0.03
New          0.07     0.06  0.04  0.0    0.09
WD           0.87     0.88  0.89  1.0    0.87
other        0.02     0.03  0.04  0.0    0.02
----------------------------------------
LandSlope   Gtl   Mod  Sev
SaleType                  
COD        0.03  0.02  0.0
New        0.09  0.02  0.0
WD         0.86  0.97  1.0
other      0.02  0.00  0.0
----------------------------------------
Neighborhood  BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
SaleType                                                                     
COD              0.00     0.00     0.02     0.05     0.00    0.05     0.02   
New              0.00     0.12     0.02     0.04     0.15    0.00     0.02   
WD               0.98     0.87     0.94     0.86     0.84    0.89     0.94   
other            0.02     0.01     0.02     0.05     0.01    0.05     0.02   

Neighborhood  NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
SaleType                                                                  
COD            0.06    0.08      0.0     0.00     0.04    0.00     0.02   
New            0.00    0.00      0.0     0.42     0.01    0.00     0.02   
WD             0.92    0.92      1.0     0.56     0.92    0.99     0.97   
other          0.02    0.00      0.0     0.03     0.04    0.01     0.00   

Neighborhood  Somerst  Timber  other  
SaleType                              
COD              0.00    0.05   0.05  
New              0.37    0.18   0.09  
WD               0.59    0.76   0.86  
other            0.03    0.00   0.01  
----------------------------------------
Condition1  Artery  Feedr  Norm  other
SaleType                              
COD           0.04   0.01  0.03   0.01
New           0.00   0.04  0.09   0.11
WD            0.92   0.91  0.86   0.85
other         0.04   0.04  0.02   0.03
----------------------------------------
Condition2  Norm  other
SaleType               
COD         0.03   0.00
New         0.08   0.13
WD          0.87   0.80
other       0.02   0.07
----------------------------------------
BldgType  1Fam  2fmCon  Duplex  Twnhs  TwnhsE
SaleType                                     
COD       0.03    0.00    0.06   0.07    0.03
New       0.09    0.03    0.00   0.00    0.15
WD        0.87    0.87    0.90   0.91    0.80
other     0.02    0.10    0.04   0.02    0.03
----------------------------------------
HouseStyle  1.5Fin  1Story  2Story  SFoyer  SLvl  other
SaleType                                               
COD           0.03    0.04    0.01    0.00  0.03   0.00
New           0.00    0.10    0.10    0.03  0.00   0.00
WD            0.93    0.84    0.87    0.95  0.94   0.97
other         0.04    0.02    0.01    0.03  0.03   0.03
----------------------------------------
OverallQual     4     5     6     7     8     9  other
SaleType                                              
COD          0.04  0.04  0.04  0.01  0.02  0.00   0.00
New          0.01  0.01  0.03  0.14  0.22  0.40   0.16
WD           0.92  0.94  0.91  0.83  0.75  0.58   0.74
other        0.03  0.01  0.02  0.02  0.01  0.02   0.09
----------------------------------------
OverallCond     4     5     6     7     8  other
SaleType                                        
COD          0.02  0.03  0.05  0.01  0.00   0.06
New          0.00  0.14  0.01  0.00  0.00   0.02
WD           0.95  0.81  0.92  0.97  0.99   0.87
other        0.04  0.02  0.02  0.01  0.01   0.06
----------------------------------------
RoofStyle  Gable   Hip  other
SaleType                     
COD         0.03  0.04    0.0
New         0.08  0.13    0.0
WD          0.87  0.83    1.0
other       0.02  0.01    0.0
----------------------------------------
RoofMatl  CompShg  other
SaleType                
COD          0.03   0.04
New          0.08   0.04
WD           0.87   0.92
other        0.02   0.00
----------------------------------------
Exterior1st  BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
SaleType                                                                     
COD             0.02     0.00     0.04     0.05     0.06     0.01     0.04   
New             0.00     0.26     0.00     0.03     0.00     0.19     0.00   
WD              0.96     0.72     0.94     0.90     0.94     0.79     0.94   
other           0.02     0.02     0.03     0.03     0.01     0.01     0.01   

Exterior1st  other  
SaleType            
COD           0.06  
New           0.04  
WD            0.87  
other         0.03  
----------------------------------------
Exterior2nd  CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
SaleType                                                                     
COD             0.00     0.04     0.05     0.05     0.01     0.05     0.03   
New             0.27     0.00     0.03     0.00     0.19     0.00     0.05   
WD              0.72     0.93     0.89     0.94     0.79     0.94     0.92   
other           0.02     0.03     0.03     0.01     0.01     0.02     0.00   

Exterior2nd  other  
SaleType            
COD           0.03  
New           0.02  
WD            0.92  
other         0.03  
----------------------------------------
MasVnrType  BrkCmn  BrkFace  Stone
SaleType                          
COD           0.13     0.03   0.01
New           0.00     0.07   0.38
WD            0.87     0.88   0.59
other         0.00     0.01   0.02
----------------------------------------
ExterQual    Ex    Fa    Gd    TA
SaleType                         
COD        0.00  0.00  0.01  0.04
New        0.52  0.00  0.17  0.01
WD         0.46  0.79  0.80  0.93
other      0.02  0.21  0.02  0.02
----------------------------------------
ExterCond    Gd    TA  other
SaleType                    
COD        0.05  0.03   0.03
New        0.00  0.10   0.00
WD         0.95  0.86   0.84
other      0.01  0.02   0.12
----------------------------------------
Foundation  BrkTil  CBlock  PConc  other
SaleType                                
COD           0.03    0.06   0.00   0.00
New           0.01    0.00   0.19   0.00
WD            0.93    0.92   0.79   0.97
other         0.03    0.02   0.02   0.03
----------------------------------------
BsmtQual    Ex    Fa    Gd    TA
SaleType                        
COD       0.00  0.06  0.02  0.05
New       0.44  0.00  0.11  0.00
WD        0.55  0.94  0.86  0.93
other     0.02  0.00  0.02  0.02
----------------------------------------
BsmtCond    Fa    Gd   Po    TA
SaleType                       
COD       0.04  0.02  0.0  0.03
New       0.00  0.20  0.0  0.08
WD        0.84  0.78  1.0  0.87
other     0.11  0.00  0.0  0.02
----------------------------------------
BsmtExposure    Av    Gd    Mn    No
SaleType                            
COD           0.01  0.00  0.03  0.04
New           0.18  0.13  0.11  0.06
WD            0.80  0.83  0.83  0.89
other         0.01  0.04  0.04  0.02
----------------------------------------
BsmtFinType1   ALQ   BLQ   GLQ   LwQ   Rec   Unf
SaleType                                        
COD           0.05  0.02  0.01  0.07  0.05  0.03
New           0.01  0.01  0.14  0.00  0.00  0.14
WD            0.93  0.95  0.83  0.91  0.93  0.81
other         0.01  0.02  0.02  0.03  0.02  0.02
----------------------------------------
BsmtFinType2   BLQ   LwQ   Rec   Unf  other
SaleType                                   
COD           0.03  0.02  0.07  0.03   0.03
New           0.00  0.00  0.00  0.10   0.00
WD            0.97  0.96  0.91  0.86   0.91
other         0.00  0.02  0.02  0.02   0.06
----------------------------------------
Heating   GasA  other
SaleType             
COD       0.03   0.00
New       0.09   0.00
WD        0.87   0.91
other     0.02   0.09
----------------------------------------
HeatingQC    Ex    Fa    Gd   Po    TA
SaleType                              
COD        0.01  0.08  0.03  0.0  0.05
New        0.15  0.00  0.03  0.0  0.00
WD         0.82  0.90  0.92  1.0  0.92
other      0.02  0.02  0.01  0.0  0.03
----------------------------------------
CentralAir     N     Y
SaleType              
COD         0.02  0.03
New         0.00  0.09
WD          0.92  0.86
other       0.06  0.02
----------------------------------------
Electrical  FuseA  SBrkr  other
SaleType                       
COD          0.06   0.03   0.03
New          0.00   0.09   0.00
WD           0.91   0.86   0.97
other        0.02   0.02   0.00
----------------------------------------
KitchenQual    Ex    Fa    Gd    TA
SaleType                           
COD          0.00  0.00  0.02  0.05
New          0.37  0.00  0.13  0.01
WD           0.62  0.95  0.83  0.93
other        0.01  0.05  0.02  0.02
----------------------------------------
Functional  Min1  Min2   Typ  other
SaleType                           
COD         0.06  0.03  0.03   0.03
New         0.00  0.00  0.09   0.00
WD          0.90  0.97  0.86   0.91
other       0.03  0.00  0.02   0.06
----------------------------------------
FireplaceQu   Fa    Gd    TA  other
SaleType                           
COD          0.0  0.02  0.02   0.02
New          0.0  0.20  0.01   0.14
WD           1.0  0.76  0.96   0.77
other        0.0  0.02  0.01   0.07
----------------------------------------
GarageType  Attchd  BuiltIn  Detchd  other
SaleType                                  
COD           0.03     0.00    0.03   0.15
New           0.11     0.22    0.01   0.03
WD            0.85     0.75    0.94   0.82
other         0.01     0.03    0.02   0.00
----------------------------------------
GarageFinish   Fin   RFn   Unf
SaleType                      
COD           0.02  0.03  0.04
New           0.19  0.12  0.00
WD            0.79  0.83  0.94
other         0.01  0.02  0.02
----------------------------------------
GarageQual    Fa    TA  other
SaleType                     
COD         0.04  0.03   0.00
New         0.00  0.09   0.05
WD          0.96  0.86   0.95
other       0.00  0.02   0.00
----------------------------------------
GarageCond    Fa    TA  other
SaleType                     
COD         0.03  0.03    0.0
New         0.00  0.09    0.0
WD          0.91  0.86    1.0
other       0.06  0.02    0.0
----------------------------------------
PavedDrive     N    P     Y
SaleType                   
COD         0.01  0.0  0.03
New         0.01  0.0  0.09
WD          0.92  1.0  0.86
other       0.06  0.0  0.02
----------------------------------------
PoolQC     Ex   Fa    Gd
SaleType                
New       0.0  0.0  0.33
WD        1.0  1.0  0.67
----------------------------------------
Fence     GdPrv  GdWo  MnPrv  MnWw
SaleType                          
COD        0.05  0.04   0.04  0.09
WD         0.93  0.94   0.93  0.91
other      0.02  0.02   0.03  0.00
----------------------------------------
MiscFeature  Shed  other
SaleType                
COD          0.04    0.0
WD           0.90    1.0
other        0.06    0.0
----------------------------------------
SaleType  COD  New   WD  other
SaleType                      
COD       1.0  0.0  0.0    0.0
New       0.0  1.0  0.0    0.0
WD        0.0  0.0  1.0    0.0
other     0.0  0.0  0.0    1.0
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
SaleType                                      
COD               0.24    0.02     0.00   0.00
New               0.00    0.00     0.98   0.00
WD                0.69    0.97     0.02   0.97
other             0.07    0.02     0.01   0.03
----------------------------------------
MSSubClass       20    30    50    60    70    80    90   120   160   190  \
SaleCondition                                                               
Abnorml        0.07  0.13  0.10  0.03  0.08  0.12  0.06  0.06  0.10  0.07   
Normal         0.79  0.84  0.87  0.82  0.88  0.86  0.71  0.78  0.84  0.90   
Partial        0.12  0.00  0.00  0.14  0.00  0.00  0.00  0.15  0.05  0.03   
other          0.02  0.03  0.03  0.01  0.03  0.02  0.23  0.01  0.02  0.00   

MSSubClass     other  
SaleCondition         
Abnorml         0.06  
Normal          0.90  
Partial         0.02  
other           0.02  
----------------------------------------
MSZoning         FV    RL    RM  other
SaleCondition                         
Abnorml        0.06  0.06  0.08   0.38
Normal         0.60  0.83  0.87   0.58
Partial        0.34  0.09  0.02   0.00
other          0.00  0.02  0.04   0.04
----------------------------------------
Street         Grvl  Pave
SaleCondition            
Abnorml        0.00  0.07
Normal         0.83  0.82
Partial        0.00  0.09
other          0.17  0.02
----------------------------------------
Alley          Grvl  Pave
SaleCondition            
Abnorml        0.08  0.15
Normal         0.86  0.68
Partial        0.00  0.17
other          0.06  0.00
----------------------------------------
LotShape        IR1   IR2  IR3   Reg
SaleCondition                       
Abnorml        0.06  0.05  0.0  0.07
Normal         0.82  0.85  0.7  0.82
Partial        0.10  0.10  0.2  0.08
other          0.01  0.00  0.1  0.03
----------------------------------------
LandContour     Bnk   HLS   Low   Lvl
SaleCondition                        
Abnorml        0.11  0.02  0.08  0.07
Normal         0.78  0.70  0.89  0.83
Partial        0.03  0.22  0.03  0.08
other          0.08  0.06  0.00  0.02
----------------------------------------
Utilities      AllPub  NoSeWa
SaleCondition                
Abnorml          0.07     1.0
Normal           0.82     0.0
Partial          0.09     0.0
other            0.02     0.0
----------------------------------------
LotConfig      Corner  CulDSac   FR2  FR3  Inside
SaleCondition                                    
Abnorml          0.10     0.06  0.02  0.0    0.06
Normal           0.80     0.84  0.89  1.0    0.82
Partial          0.07     0.06  0.06  0.0    0.09
other            0.02     0.03  0.02  0.0    0.02
----------------------------------------
LandSlope       Gtl   Mod   Sev
SaleCondition                  
Abnorml        0.07  0.08  0.15
Normal         0.82  0.86  0.69
Partial        0.09  0.02  0.08
other          0.02  0.05  0.08
----------------------------------------
Neighborhood   BrkSide  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  Mitchel  \
SaleCondition                                                                 
Abnorml           0.05     0.02     0.06     0.08     0.01    0.19     0.06   
Normal            0.93     0.86     0.84     0.82     0.81    0.78     0.86   
Partial           0.00     0.12     0.02     0.04     0.15    0.00     0.02   
other             0.02     0.00     0.08     0.06     0.03    0.03     0.06   

Neighborhood   NAmes  NWAmes  NoRidge  NridgHt  OldTown  Sawyer  SawyerW  \
SaleCondition                                                              
Abnorml         0.10    0.08      0.1     0.00     0.11    0.07     0.07   
Normal          0.88    0.88      0.9     0.58     0.83    0.91     0.85   
Partial         0.00    0.00      0.0     0.42     0.02    0.00     0.02   
other           0.02    0.04      0.0     0.00     0.04    0.03     0.07   

Neighborhood   Somerst  Timber  other  
SaleCondition                          
Abnorml           0.05    0.08   0.08  
Normal            0.57    0.74   0.82  
Partial           0.38    0.18   0.09  
other             0.00    0.00   0.01  
----------------------------------------
Condition1     Artery  Feedr  Norm  other
SaleCondition                            
Abnorml          0.12   0.07  0.07   0.04
Normal           0.83   0.83  0.82   0.85
Partial          0.00   0.05  0.09   0.11
other            0.04   0.05  0.02   0.00
----------------------------------------
Condition2     Norm  other
SaleCondition             
Abnorml        0.07   0.13
Normal         0.82   0.73
Partial        0.09   0.13
other          0.02   0.00
----------------------------------------
BldgType       1Fam  2fmCon  Duplex  Twnhs  TwnhsE
SaleCondition                                     
Abnorml        0.07    0.06    0.06   0.12    0.05
Normal         0.82    0.90    0.71   0.86    0.79
Partial        0.09    0.03    0.00   0.00    0.15
other          0.02    0.00    0.23   0.02    0.01
----------------------------------------
HouseStyle     1.5Fin  1Story  2Story  SFoyer  SLvl  other
SaleCondition                                             
Abnorml          0.09    0.07    0.05    0.05  0.12   0.06
Normal           0.88    0.79    0.83    0.78  0.86   0.94
Partial          0.00    0.11    0.10    0.03  0.00   0.00
other            0.03    0.03    0.01    0.14  0.02   0.00
----------------------------------------
OverallQual       4     5     6     7     8     9  other
SaleCondition                                           
Abnorml        0.11  0.09  0.07  0.03  0.05  0.02   0.12
Normal         0.84  0.86  0.88  0.80  0.71  0.58   0.70
Partial        0.01  0.01  0.03  0.14  0.23  0.40   0.16
other          0.03  0.04  0.02  0.02  0.01  0.00   0.02
----------------------------------------
OverallCond       4     5     6     7     8  other
SaleCondition                                     
Abnorml        0.09  0.06  0.07  0.09  0.00   0.15
Normal         0.86  0.76  0.90  0.89  0.97   0.79
Partial        0.00  0.15  0.01  0.00  0.01   0.02
other          0.05  0.03  0.02  0.02  0.01   0.04
----------------------------------------
RoofStyle      Gable   Hip  other
SaleCondition                    
Abnorml         0.07  0.05   0.06
Normal          0.82  0.80   0.82
Partial         0.08  0.13   0.03
other           0.02  0.02   0.09
----------------------------------------
RoofMatl       CompShg  other
SaleCondition                
Abnorml           0.07   0.12
Normal            0.82   0.73
Partial           0.09   0.08
other             0.02   0.08
----------------------------------------
Exterior1st    BrkFace  CemntBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  \
SaleCondition                                                                  
Abnorml           0.04     0.03     0.07     0.10     0.08     0.05     0.08   
Normal            0.94     0.70     0.91     0.86     0.81     0.75     0.88   
Partial           0.00     0.26     0.00     0.03     0.00     0.19     0.00   
other             0.02     0.00     0.02     0.02     0.10     0.01     0.03   

Exterior1st    other  
SaleCondition         
Abnorml         0.13  
Normal          0.78  
Partial         0.04  
other           0.05  
----------------------------------------
Exterior2nd    CmentBd  HdBoard  MetalSd  Plywood  VinylSd  Wd Sdng  Wd Shng  \
SaleCondition                                                                  
Abnorml           0.03     0.08     0.10     0.08     0.05     0.06     0.13   
Normal            0.70     0.91     0.86     0.82     0.75     0.91     0.82   
Partial           0.27     0.00     0.03     0.00     0.19     0.01     0.05   
other             0.00     0.01     0.02     0.09     0.01     0.03     0.00   

Exterior2nd    other  
SaleCondition         
Abnorml         0.10  
Normal          0.84  
Partial         0.02  
other           0.04  
----------------------------------------
MasVnrType     BrkCmn  BrkFace  Stone
SaleCondition                        
Abnorml          0.27     0.06   0.02
Normal           0.67     0.84   0.58
Partial          0.00     0.07   0.38
other            0.07     0.02   0.02
----------------------------------------
ExterQual        Ex    Fa    Gd    TA
SaleCondition                        
Abnorml        0.00  0.14  0.04  0.09
Normal         0.48  0.79  0.77  0.87
Partial        0.52  0.00  0.18  0.01
other          0.00  0.07  0.01  0.03
----------------------------------------
ExterCond        Gd    TA  other
SaleCondition                   
Abnorml        0.08  0.07   0.09
Normal         0.89  0.81   0.84
Partial        0.00  0.10   0.00
other          0.03  0.02   0.06
----------------------------------------
Foundation     BrkTil  CBlock  PConc  other
SaleCondition                              
Abnorml          0.10    0.09   0.04   0.03
Normal           0.86    0.88   0.75   0.88
Partial          0.01    0.00   0.19   0.00
other            0.03    0.03   0.02   0.09
----------------------------------------
BsmtQual         Ex    Fa    Gd    TA
SaleCondition                        
Abnorml        0.02  0.14  0.05  0.10
Normal         0.54  0.83  0.82  0.87
Partial        0.44  0.00  0.11  0.00
other          0.00  0.03  0.02  0.03
----------------------------------------
BsmtCond         Fa    Gd   Po    TA
SaleCondition                       
Abnorml        0.11  0.06  0.5  0.07
Normal         0.89  0.69  0.5  0.82
Partial        0.00  0.20  0.0  0.09
other          0.00  0.05  0.0  0.02
----------------------------------------
BsmtExposure     Av    Gd    Mn    No
SaleCondition                        
Abnorml        0.06  0.03  0.08  0.08
Normal         0.73  0.79  0.81  0.84
Partial        0.18  0.13  0.11  0.06
other          0.03  0.04  0.01  0.02
----------------------------------------
BsmtFinType1    ALQ   BLQ   GLQ   LwQ   Rec   Unf
SaleCondition                                    
Abnorml        0.09  0.07  0.05  0.08  0.09  0.08
Normal         0.89  0.92  0.79  0.89  0.87  0.75
Partial        0.01  0.01  0.14  0.00  0.00  0.14
other          0.01  0.01  0.02  0.03  0.04  0.03
----------------------------------------
BsmtFinType2    BLQ   LwQ   Rec   Unf  other
SaleCondition                               
Abnorml        0.06  0.11  0.11  0.07   0.09
Normal         0.91  0.85  0.89  0.81   0.91
Partial        0.03  0.00  0.00  0.10   0.00
other          0.00  0.04  0.00  0.02   0.00
----------------------------------------
Heating        GasA  other
SaleCondition             
Abnorml        0.07   0.03
Normal         0.82   0.94
Partial        0.09   0.00
other          0.02   0.03
----------------------------------------
HeatingQC        Ex    Fa    Gd   Po    TA
SaleCondition                             
Abnorml        0.05  0.08  0.06  0.0  0.10
Normal         0.78  0.88  0.90  1.0  0.84
Partial        0.16  0.00  0.03  0.0  0.00
other          0.01  0.04  0.00  0.0  0.06
----------------------------------------
CentralAir        N     Y
SaleCondition            
Abnorml        0.11  0.07
Normal         0.84  0.82
Partial        0.00  0.09
other          0.05  0.02
----------------------------------------
Electrical     FuseA  SBrkr  other
SaleCondition                     
Abnorml         0.15   0.06   0.10
Normal          0.83   0.82   0.84
Partial         0.00   0.09   0.00
other           0.02   0.02   0.06
----------------------------------------
KitchenQual      Ex    Fa    Gd    TA
SaleCondition                        
Abnorml        0.07  0.05  0.05  0.09
Normal         0.55  0.87  0.80  0.87
Partial        0.38  0.00  0.14  0.01
other          0.00  0.08  0.01  0.04
----------------------------------------
Functional     Min1  Min2   Typ  other
SaleCondition                         
Abnorml        0.10  0.06  0.07   0.09
Normal         0.87  0.94  0.81   0.89
Partial        0.00  0.00  0.09   0.00
other          0.03  0.00  0.02   0.03
----------------------------------------
FireplaceQu      Fa    Gd    TA  other
SaleCondition                         
Abnorml        0.09  0.03  0.05   0.09
Normal         0.91  0.75  0.91   0.77
Partial        0.00  0.20  0.01   0.14
other          0.00  0.02  0.02   0.00
----------------------------------------
GarageType     Attchd  BuiltIn  Detchd  other
SaleCondition                                
Abnorml          0.05     0.03    0.09   0.21
Normal           0.82     0.74    0.87   0.65
Partial          0.11     0.22    0.01   0.03
other            0.02     0.01    0.03   0.12
----------------------------------------
GarageFinish    Fin   RFn   Unf
SaleCondition                  
Abnorml        0.04  0.06  0.08
Normal         0.76  0.81  0.87
Partial        0.19  0.12  0.01
other          0.02  0.01  0.04
----------------------------------------
GarageQual       Fa    TA  other
SaleCondition                   
Abnorml        0.12  0.06   0.05
Normal         0.83  0.82   0.85
Partial        0.00  0.09   0.05
other          0.04  0.02   0.05
----------------------------------------
GarageCond       Fa    TA  other
SaleCondition                   
Abnorml        0.06  0.06   0.17
Normal         0.91  0.82   0.78
Partial        0.00  0.09   0.00
other          0.03  0.02   0.06
----------------------------------------
PavedDrive        N     P     Y
SaleCondition                  
Abnorml        0.12  0.00  0.07
Normal         0.83  0.97  0.82
Partial        0.01  0.00  0.09
other          0.03  0.03  0.02
----------------------------------------
PoolQC          Ex   Fa    Gd
SaleCondition                
Abnorml        1.0  0.0  0.00
Normal         0.0  1.0  0.33
Partial        0.0  0.0  0.33
other          0.0  0.0  0.33
----------------------------------------
Fence          GdPrv  GdWo  MnPrv  MnWw
SaleCondition                          
Abnorml         0.08  0.13   0.11  0.09
Normal          0.88  0.83   0.86  0.82
other           0.03  0.04   0.03  0.09
----------------------------------------
MiscFeature    Shed  other
SaleCondition             
Abnorml        0.06    0.0
Normal         0.92    1.0
other          0.02    0.0
----------------------------------------
SaleType        COD  New    WD  other
SaleCondition                        
Abnorml        0.56  0.0  0.06   0.25
Normal         0.44  0.0  0.92   0.68
Partial        0.00  1.0  0.00   0.04
other          0.00  0.0  0.03   0.04
----------------------------------------
SaleCondition  Abnorml  Normal  Partial  other
SaleCondition                                 
Abnorml            1.0     0.0      0.0    0.0
Normal             0.0     1.0      0.0    0.0
Partial            0.0     0.0      1.0    0.0
other              0.0     0.0      0.0    1.0
----------------------------------------

# REPORT -->
#     Most categorical features have a relationship (strong or weak) with each other.

#Because we do not have the response variable in the test dataframe,
#we should split the train dataframe into train & test.
#We just use the main test dataframe for our best model to get predicted.
from sklearn.model_selection import train_test_split
train, test = train_test_split(train_df_mean_sub, test_size = 0.2, random_state = 123)
print(train.shape)
print(test.shape)

(1168, 81)
(292, 81)

#Create dummy variables for categorical varibales
dummy_vars = pd.get_dummies(train[categorical_features])
dummy_vars.info(verbose = True) #We set verbose = True to show all results

<class 'pandas.core.frame.DataFrame'>
Index: 1168 entries, 318 to 1389
Data columns (total 199 columns):
 #    Column                 Dtype
---   ------                 -----
 0    MSSubClass_20          bool 
 1    MSSubClass_30          bool 
 2    MSSubClass_50          bool 
 3    MSSubClass_60          bool 
 4    MSSubClass_70          bool 
 5    MSSubClass_80          bool 
 6    MSSubClass_90          bool 
 7    MSSubClass_120         bool 
 8    MSSubClass_160         bool 
 9    MSSubClass_190         bool 
 10   MSSubClass_other       bool 
 11   MSZoning_FV            bool 
 12   MSZoning_RL            bool 
 13   MSZoning_RM            bool 
 14   MSZoning_other         bool 
 15   Street_Grvl            bool 
 16   Street_Pave            bool 
 17   Alley_Grvl             bool 
 18   Alley_Pave             bool 
 19   LotShape_IR1           bool 
 20   LotShape_IR2           bool 
 21   LotShape_IR3           bool 
 22   LotShape_Reg           bool 
 23   LandContour_Bnk        bool 
 24   LandContour_HLS        bool 
 25   LandContour_Low        bool 
 26   LandContour_Lvl        bool 
 27   Utilities_AllPub       bool 
 28   Utilities_NoSeWa       bool 
 29   LotConfig_Corner       bool 
 30   LotConfig_CulDSac      bool 
 31   LotConfig_FR2          bool 
 32   LotConfig_FR3          bool 
 33   LotConfig_Inside       bool 
 34   LandSlope_Gtl          bool 
 35   LandSlope_Mod          bool 
 36   LandSlope_Sev          bool 
 37   Neighborhood_BrkSide   bool 
 38   Neighborhood_CollgCr   bool 
 39   Neighborhood_Crawfor   bool 
 40   Neighborhood_Edwards   bool 
 41   Neighborhood_Gilbert   bool 
 42   Neighborhood_IDOTRR    bool 
 43   Neighborhood_Mitchel   bool 
 44   Neighborhood_NAmes     bool 
 45   Neighborhood_NWAmes    bool 
 46   Neighborhood_NoRidge   bool 
 47   Neighborhood_NridgHt   bool 
 48   Neighborhood_OldTown   bool 
 49   Neighborhood_Sawyer    bool 
 50   Neighborhood_SawyerW   bool 
 51   Neighborhood_Somerst   bool 
 52   Neighborhood_Timber    bool 
 53   Neighborhood_other     bool 
 54   Condition1_Artery      bool 
 55   Condition1_Feedr       bool 
 56   Condition1_Norm        bool 
 57   Condition1_other       bool 
 58   Condition2_Norm        bool 
 59   Condition2_other       bool 
 60   BldgType_1Fam          bool 
 61   BldgType_2fmCon        bool 
 62   BldgType_Duplex        bool 
 63   BldgType_Twnhs         bool 
 64   BldgType_TwnhsE        bool 
 65   HouseStyle_1.5Fin      bool 
 66   HouseStyle_1Story      bool 
 67   HouseStyle_2Story      bool 
 68   HouseStyle_SFoyer      bool 
 69   HouseStyle_SLvl        bool 
 70   HouseStyle_other       bool 
 71   OverallQual_4          bool 
 72   OverallQual_5          bool 
 73   OverallQual_6          bool 
 74   OverallQual_7          bool 
 75   OverallQual_8          bool 
 76   OverallQual_9          bool 
 77   OverallQual_other      bool 
 78   OverallCond_4          bool 
 79   OverallCond_5          bool 
 80   OverallCond_6          bool 
 81   OverallCond_7          bool 
 82   OverallCond_8          bool 
 83   OverallCond_other      bool 
 84   RoofStyle_Gable        bool 
 85   RoofStyle_Hip          bool 
 86   RoofStyle_other        bool 
 87   RoofMatl_CompShg       bool 
 88   RoofMatl_other         bool 
 89   Exterior1st_BrkFace    bool 
 90   Exterior1st_CemntBd    bool 
 91   Exterior1st_HdBoard    bool 
 92   Exterior1st_MetalSd    bool 
 93   Exterior1st_Plywood    bool 
 94   Exterior1st_VinylSd    bool 
 95   Exterior1st_Wd Sdng    bool 
 96   Exterior1st_other      bool 
 97   Exterior2nd_CmentBd    bool 
 98   Exterior2nd_HdBoard    bool 
 99   Exterior2nd_MetalSd    bool 
 100  Exterior2nd_Plywood    bool 
 101  Exterior2nd_VinylSd    bool 
 102  Exterior2nd_Wd Sdng    bool 
 103  Exterior2nd_Wd Shng    bool 
 104  Exterior2nd_other      bool 
 105  MasVnrType_BrkCmn      bool 
 106  MasVnrType_BrkFace     bool 
 107  MasVnrType_Stone       bool 
 108  ExterQual_Ex           bool 
 109  ExterQual_Fa           bool 
 110  ExterQual_Gd           bool 
 111  ExterQual_TA           bool 
 112  ExterCond_Gd           bool 
 113  ExterCond_TA           bool 
 114  ExterCond_other        bool 
 115  Foundation_BrkTil      bool 
 116  Foundation_CBlock      bool 
 117  Foundation_PConc       bool 
 118  Foundation_other       bool 
 119  BsmtQual_Ex            bool 
 120  BsmtQual_Fa            bool 
 121  BsmtQual_Gd            bool 
 122  BsmtQual_TA            bool 
 123  BsmtCond_Fa            bool 
 124  BsmtCond_Gd            bool 
 125  BsmtCond_Po            bool 
 126  BsmtCond_TA            bool 
 127  BsmtExposure_Av        bool 
 128  BsmtExposure_Gd        bool 
 129  BsmtExposure_Mn        bool 
 130  BsmtExposure_No        bool 
 131  BsmtFinType1_ALQ       bool 
 132  BsmtFinType1_BLQ       bool 
 133  BsmtFinType1_GLQ       bool 
 134  BsmtFinType1_LwQ       bool 
 135  BsmtFinType1_Rec       bool 
 136  BsmtFinType1_Unf       bool 
 137  BsmtFinType2_BLQ       bool 
 138  BsmtFinType2_LwQ       bool 
 139  BsmtFinType2_Rec       bool 
 140  BsmtFinType2_Unf       bool 
 141  BsmtFinType2_other     bool 
 142  Heating_GasA           bool 
 143  Heating_other          bool 
 144  HeatingQC_Ex           bool 
 145  HeatingQC_Fa           bool 
 146  HeatingQC_Gd           bool 
 147  HeatingQC_Po           bool 
 148  HeatingQC_TA           bool 
 149  CentralAir_N           bool 
 150  CentralAir_Y           bool 
 151  Electrical_FuseA       bool 
 152  Electrical_SBrkr       bool 
 153  Electrical_other       bool 
 154  KitchenQual_Ex         bool 
 155  KitchenQual_Fa         bool 
 156  KitchenQual_Gd         bool 
 157  KitchenQual_TA         bool 
 158  Functional_Min1        bool 
 159  Functional_Min2        bool 
 160  Functional_Typ         bool 
 161  Functional_other       bool 
 162  FireplaceQu_Fa         bool 
 163  FireplaceQu_Gd         bool 
 164  FireplaceQu_TA         bool 
 165  FireplaceQu_other      bool 
 166  GarageType_Attchd      bool 
 167  GarageType_BuiltIn     bool 
 168  GarageType_Detchd      bool 
 169  GarageType_other       bool 
 170  GarageFinish_Fin       bool 
 171  GarageFinish_RFn       bool 
 172  GarageFinish_Unf       bool 
 173  GarageQual_Fa          bool 
 174  GarageQual_TA          bool 
 175  GarageQual_other       bool 
 176  GarageCond_Fa          bool 
 177  GarageCond_TA          bool 
 178  GarageCond_other       bool 
 179  PavedDrive_N           bool 
 180  PavedDrive_P           bool 
 181  PavedDrive_Y           bool 
 182  PoolQC_Ex              bool 
 183  PoolQC_Fa              bool 
 184  PoolQC_Gd              bool 
 185  Fence_GdPrv            bool 
 186  Fence_GdWo             bool 
 187  Fence_MnPrv            bool 
 188  Fence_MnWw             bool 
 189  MiscFeature_Shed       bool 
 190  MiscFeature_other      bool 
 191  SaleType_COD           bool 
 192  SaleType_New           bool 
 193  SaleType_WD            bool 
 194  SaleType_other         bool 
 195  SaleCondition_Abnorml  bool 
 196  SaleCondition_Normal   bool 
 197  SaleCondition_Partial  bool 
 198  SaleCondition_other    bool 
dtypes: bool(199)
memory usage: 236.1 KB

dummy_vars.head()

#Define base level for each categorical variable
#The list below also contains the varibales that are not in the test.
dummy_vars.drop(columns = ['MSSubClass_20', 'MSZoning_FV', 'Street_Pave',
                           'Alley_Grvl', 'LotShape_IR1', 'LandContour_Bnk',
                           'Utilities_AllPub', 'LotConfig_Corner', 'LandSlope_Gtl',
                           'Neighborhood_BrkSide', 'Condition1_Artery', 'Condition2_Norm',
                           'BldgType_1Fam', 'HouseStyle_1.5Fin', 'OverallQual_4',
                           'OverallCond_4', 'RoofStyle_Gable', 'RoofMatl_CompShg',
                           'Exterior1st_BrkFace', 'Exterior2nd_CmentBd', 'MasVnrType_BrkCmn',
                           'ExterQual_Ex', 'ExterCond_Gd', 'Foundation_BrkTil',
                           'BsmtQual_Ex', 'BsmtCond_Fa', 'BsmtExposure_Av',
                           'BsmtFinType1_ALQ', 'BsmtFinType2_BLQ', 'Heating_GasA',
                           'HeatingQC_Ex', 'CentralAir_N', 'Electrical_FuseA',
                           'KitchenQual_Ex', 'Functional_Min1', 'FireplaceQu_Fa',
                           'GarageType_Attchd', 'GarageFinish_Fin', 'GarageQual_Fa',
                           'GarageCond_Fa', 'PavedDrive_N', 'BsmtCond_Po',
                           'Fence_GdPrv', 'MiscFeature_Shed', 'SaleType_COD',
                           'SaleCondition_Abnorml', 'Condition2_other', 'HeatingQC_Po',
                           'PoolQC_Ex', 'PoolQC_Fa', 'PoolQC_Gd',
                           'Street_Grvl', 'Utilities_NoSeWa'], inplace = True)

dummy_vars.info(verbose = True)

<class 'pandas.core.frame.DataFrame'>
Index: 1168 entries, 318 to 1389
Data columns (total 146 columns):
 #    Column                 Dtype
---   ------                 -----
 0    MSSubClass_30          bool 
 1    MSSubClass_50          bool 
 2    MSSubClass_60          bool 
 3    MSSubClass_70          bool 
 4    MSSubClass_80          bool 
 5    MSSubClass_90          bool 
 6    MSSubClass_120         bool 
 7    MSSubClass_160         bool 
 8    MSSubClass_190         bool 
 9    MSSubClass_other       bool 
 10   MSZoning_RL            bool 
 11   MSZoning_RM            bool 
 12   MSZoning_other         bool 
 13   Alley_Pave             bool 
 14   LotShape_IR2           bool 
 15   LotShape_IR3           bool 
 16   LotShape_Reg           bool 
 17   LandContour_HLS        bool 
 18   LandContour_Low        bool 
 19   LandContour_Lvl        bool 
 20   LotConfig_CulDSac      bool 
 21   LotConfig_FR2          bool 
 22   LotConfig_FR3          bool 
 23   LotConfig_Inside       bool 
 24   LandSlope_Mod          bool 
 25   LandSlope_Sev          bool 
 26   Neighborhood_CollgCr   bool 
 27   Neighborhood_Crawfor   bool 
 28   Neighborhood_Edwards   bool 
 29   Neighborhood_Gilbert   bool 
 30   Neighborhood_IDOTRR    bool 
 31   Neighborhood_Mitchel   bool 
 32   Neighborhood_NAmes     bool 
 33   Neighborhood_NWAmes    bool 
 34   Neighborhood_NoRidge   bool 
 35   Neighborhood_NridgHt   bool 
 36   Neighborhood_OldTown   bool 
 37   Neighborhood_Sawyer    bool 
 38   Neighborhood_SawyerW   bool 
 39   Neighborhood_Somerst   bool 
 40   Neighborhood_Timber    bool 
 41   Neighborhood_other     bool 
 42   Condition1_Feedr       bool 
 43   Condition1_Norm        bool 
 44   Condition1_other       bool 
 45   BldgType_2fmCon        bool 
 46   BldgType_Duplex        bool 
 47   BldgType_Twnhs         bool 
 48   BldgType_TwnhsE        bool 
 49   HouseStyle_1Story      bool 
 50   HouseStyle_2Story      bool 
 51   HouseStyle_SFoyer      bool 
 52   HouseStyle_SLvl        bool 
 53   HouseStyle_other       bool 
 54   OverallQual_5          bool 
 55   OverallQual_6          bool 
 56   OverallQual_7          bool 
 57   OverallQual_8          bool 
 58   OverallQual_9          bool 
 59   OverallQual_other      bool 
 60   OverallCond_5          bool 
 61   OverallCond_6          bool 
 62   OverallCond_7          bool 
 63   OverallCond_8          bool 
 64   OverallCond_other      bool 
 65   RoofStyle_Hip          bool 
 66   RoofStyle_other        bool 
 67   RoofMatl_other         bool 
 68   Exterior1st_CemntBd    bool 
 69   Exterior1st_HdBoard    bool 
 70   Exterior1st_MetalSd    bool 
 71   Exterior1st_Plywood    bool 
 72   Exterior1st_VinylSd    bool 
 73   Exterior1st_Wd Sdng    bool 
 74   Exterior1st_other      bool 
 75   Exterior2nd_HdBoard    bool 
 76   Exterior2nd_MetalSd    bool 
 77   Exterior2nd_Plywood    bool 
 78   Exterior2nd_VinylSd    bool 
 79   Exterior2nd_Wd Sdng    bool 
 80   Exterior2nd_Wd Shng    bool 
 81   Exterior2nd_other      bool 
 82   MasVnrType_BrkFace     bool 
 83   MasVnrType_Stone       bool 
 84   ExterQual_Fa           bool 
 85   ExterQual_Gd           bool 
 86   ExterQual_TA           bool 
 87   ExterCond_TA           bool 
 88   ExterCond_other        bool 
 89   Foundation_CBlock      bool 
 90   Foundation_PConc       bool 
 91   Foundation_other       bool 
 92   BsmtQual_Fa            bool 
 93   BsmtQual_Gd            bool 
 94   BsmtQual_TA            bool 
 95   BsmtCond_Gd            bool 
 96   BsmtCond_TA            bool 
 97   BsmtExposure_Gd        bool 
 98   BsmtExposure_Mn        bool 
 99   BsmtExposure_No        bool 
 100  BsmtFinType1_BLQ       bool 
 101  BsmtFinType1_GLQ       bool 
 102  BsmtFinType1_LwQ       bool 
 103  BsmtFinType1_Rec       bool 
 104  BsmtFinType1_Unf       bool 
 105  BsmtFinType2_LwQ       bool 
 106  BsmtFinType2_Rec       bool 
 107  BsmtFinType2_Unf       bool 
 108  BsmtFinType2_other     bool 
 109  Heating_other          bool 
 110  HeatingQC_Fa           bool 
 111  HeatingQC_Gd           bool 
 112  HeatingQC_TA           bool 
 113  CentralAir_Y           bool 
 114  Electrical_SBrkr       bool 
 115  Electrical_other       bool 
 116  KitchenQual_Fa         bool 
 117  KitchenQual_Gd         bool 
 118  KitchenQual_TA         bool 
 119  Functional_Min2        bool 
 120  Functional_Typ         bool 
 121  Functional_other       bool 
 122  FireplaceQu_Gd         bool 
 123  FireplaceQu_TA         bool 
 124  FireplaceQu_other      bool 
 125  GarageType_BuiltIn     bool 
 126  GarageType_Detchd      bool 
 127  GarageType_other       bool 
 128  GarageFinish_RFn       bool 
 129  GarageFinish_Unf       bool 
 130  GarageQual_TA          bool 
 131  GarageQual_other       bool 
 132  GarageCond_TA          bool 
 133  GarageCond_other       bool 
 134  PavedDrive_P           bool 
 135  PavedDrive_Y           bool 
 136  Fence_GdWo             bool 
 137  Fence_MnPrv            bool 
 138  Fence_MnWw             bool 
 139  MiscFeature_other      bool 
 140  SaleType_New           bool 
 141  SaleType_WD            bool 
 142  SaleType_other         bool 
 143  SaleCondition_Normal   bool 
 144  SaleCondition_Partial  bool 
 145  SaleCondition_other    bool 
dtypes: bool(146)
memory usage: 175.7 KB

#Define feature matrix
numeric_features_copy = numeric_features.copy()
numeric_features_copy.pop()
X_ = train[numeric_features_copy]
X_train = pd.concat([X_, dummy_vars], axis = 1)
X_train.head()

#Define response matrix
y_train = train['SalePrice']
print(y_train)

318     260000
580     181900
961     272000
78      136500
5       143000
793     225000
1425    142000
1392    123000
585     369900
876     132250
1342    228500
85      260000
994     337500
853     158000
1109    280000
1338    200000
834     139950
594     110000
327     145250
1052    165000
1077    138800
1316    295493
346     151500
1361    260000
1209    290000
1102    135000
850     131500
134     180000
1324    147000
457     256000
659     167000
72      185000
306     225000
1416    122500
184     127000
738     179000
501     226700
704     213000
209     145000
1299    154000
458     161000
1288    278000
1039     80000
1205    271900
792     269790
1451    287090
145     130000
136     143000
410      60000
178     501837
130     226000
1438    149700
517     265000
1436    120500
547     129500
556     141000
1170    171000
587     137000
328     214500
1429    182900
66      180000
714     130500
240     262500
246     137000
81      153500
120     180000
841     157500
274     124500
705      55000
1401    193000
55      180500
1315    206900
879     136500
1446    157900
1123    118000
186     173000
1020    176000
67      226000
746     236000
1242    170000
696      89000
797     110000
206     143900
1270    260000
499     120000
810     181000
216     210000
958     185000
1343    177000
598     217500
229     192500
1321     72500
177     172500
861     131500
938     239799
722     124500
491     133000
394     109000
1021    194000
1292    107500
98       83000
670     173500
334     192000
758     179400
282     207500
764     270000
409     339750
865     148500
603     151000
1374    250000
257     220000
367     165000
1134    169000
83      126500
937     253000
304     295000
1353    410000
822     225000
1434    160000
903     240000
643     152000
235      89500
1175    285000
172     239000
760     127500
19      139000
582     118500
200     140000
854     170000
391     215000
68       80000
1141    197500
993     173900
1300    225000
1322    190000
20      325300
522     159000
773     114500
1250    244000
279     192000
124     181000
908     131000
1096    127000
637      93000
753     275500
554     284000
376     148000
250      76500
228     125000
40      160000
428     195400
278     415298
975     165000
336     377426
95      185000
682     173000
736      93500
30       40000
597     194201
500     113000
591     451950
452     204000
1079    126000
1234    130000
624     165150
417     239000
317     270000
1385    125500
798     485000
1050    176485
7       200000
1398    138000
657     149000
523     184750
1192    125000
698     138500
712     189000
546     210000
396     123000
280     228500
1388    377500
566     325000
525     176000
245     241500
805     227680
1386    250000
1069    135000
15      132000
1188    195000
1119    133700
956     124000
1225    145000
910     154300
1301    177500
970     135000
1291    119500
1347    283463
1441    149300
303     149900
1240    224900
918     238000
960     116500
921     145900
251     235000
182     120000
1177    115000
811     144500
157     269500
456      98000
1397    137500
198     104000
721     143000
440     555000
102     118964
375      61000
1018    160000
564     268000
748     260400
289     153575
65      317000
44      141000
839     130500
212     252678
863     132500
1396    160000
128     155000
1026    167500
807     223500
1002    232000
1370    105000
294     167000
1312    302000
568     316600
1380     58500
683     285000
1349    122000
313     375000
742     179000
923     193000
962     155000
497     184000
300     157000
732     222500
729     103000
579     131500
1117    130000
373     123000
299     158500
1409    215000
654     350000
1257     99900
835     128000
176     211000
108     115000
1206    107000
887     135500
829     147400
1251    171750
1158    235128
708     179540
991     168000
633     139400
782     187100
362     198500
244     205000
418     126000
267     179500
109     190000
399     241000
733     131400
948     192500
9       118000
987     395192
858     152000
190     315000
372     125000
243     120000
1267    378500
957     132000
1244    230000
112     383970
201     171500
1439    197000
1097    170000
164     152000
1025    112500
510     164900
507     208300
1174    239000
305     305900
520     106250
833     167000
37      153000
1027    293077
656     145500
1166    245350
436     116000
528      86000
344      85000
90      109900
478     297000
326     324000
62      202500
57      196500
895     140000
292     131000
1360    189000
462      62383
387     125000
906     255000
21      139400
1263    180500
860     189950
898     611657
857     174000
952     133900
208     277000
114     259500
963     239000
1074    194000
615     137500
1224    184000
52      110000
151     372402
41      170000
982     159895
1284    169000
1393    163000
315     188500
715     165000
561     170000
542     213250
1221    134000
626     139900
219     167240
1318    275000
1384    105000
909     174000
787     233000
707     254000
1146    180000
291     135900
700     312500
1167    173000
560     121500
570     142600
205     180500
778     144000
838     144000
345     140200
671     103600
1045    139600
728     110000
891     172500
614      75500
651     108000
4       250000
23      129900
301     267000
298     175000
49      127000
273     139000
984     126000
1248    129500
620      67000
27      306000
877     350000
1271    185750
1142    424870
927     176000
972      99500
175     243000
1405    275000
567     214000
816     137000
1191    174000
166     190000
368     132000
463     188700
1423    274970
285     164700
1148    116900
54      130000
117     155000
932     320000
173     163000
123     153900
1440    191000
10      129500
541     248000
239     113000
548     125000
162     220000
395     129000
701     140000
223      97000
1387    136000
1125    115000
100     205000
893     165000
1035     84000
663     137500
1022     87000
1390    235000
595     319000
338     202500
369     162000
565     128000
1413    257000
1280    227000
426     275000
144     125000
944     137500
590     185900
0       208500
1054    255000
195     148500
79      110000
469     187000
490     115000
1414    207000
989     197000
981     336000
1120    118400
802     189000
1355    170000
393     100000
1331    132500
277     141000
1432     64500
91       98600
170     128500
272     290000
75       91000
1137     94000
324     242000
1084    187500
1394    246578
1090     92900
56      172500
1000     82000
87      164500
980     178400
107     115000
536     188000
236     185500
711     102776
498     130000
1066    178000
1235    138887
1229    127000
357     134000
269     148000
461     155000
74      107400
59      124900
404     168000
286     159000
492     172785
571     120000
1237    195000
1049     84900
947     270000
1376     91000
739     190000
1124    163900
11      345000
907     250000
227     106000
1341    155000
1163    108959
26      134800
1345    108500
527     446261
1071    154000
242      79000
727     194500
1377    117000
1226    214000
1183    120000
1327    130500
883     118500
379     179000
397     169500
71      129500
1310    335000
1362    104900
786     139000
505     124500
1449     92000
1357    149900
211     186000
1103    159500
1448    112000
917     135000
619     305000
1064    154000
353     105900
1307    138000
479      89471
1099    157000
513     134000
482     155000
878     148000
354     140000
148     141000
1162    129000
825     385000
487     175000
965     178900
645     143250
1009    102000
363     118000
988     195000
1319    111000
902     180000
688     392000
842     174900
1140    139000
1155    218000
237     194500
1264    181000
828     185000
63      140000
365     147000
641     226000
1311    203000
1308    147000
1274    139000
621     240000
1157    230000
1334    125000
1241    248328
1217    229456
709     109900
759     290000
974     167500
1442    310000
690     141000
1121    212900
1375    239000
335     228950
1275    137000
848     240000
202     112000
812      55993
789     187500
230     148000
1233    142000
678     372500
1145    149000
685     207500
775     162000
864     250580
1106    179900
232      94500
662     110000
1031    197000
341      82000
132     150750
1379    167500
343     266000
521     150000
254     145000
1352    134900
283     244600
1118    140000
82      245000
64      219500
677     109500
1083    160000
1186     95000
770     134900
1015    227000
1207    200000
631     209500
1368    144000
1040    155000
115     176000
1182    745000
664     423000
1279     68400
531     128000
1082    192000
378     394432
1001     86000
1216    112000
121     100000
1412     90000
1305    325000
1062     90000
470     212000
1262    161500
465     178740
423     315000
1422    136500
1104    106000
1421    127500
374     219500
1004    181000
827     189000
693     108480
1435    174000
1320    156500
1245    178000
483     164000
849     187000
506     215000
217     107000
1340    123000
1065    328000
389     426000
710      52000
1323     82500
425     135000
1330    227000
1261    128900
382     213500
1431    143750
329      78000
349     437154
535     107500
930     201000
681     159434
1023    191000
22      230000
717     157000
34      277500
276     201000
821      93000
1113    134500
414     228000
675     148500
370     172400
159     320000
287      88000
183     200000
1135    102000
1453     84500
532     107500
533      39300
813     157900
1411    140000
1313    333168
871     200500
1070    135000
1452    145000
1306    202500
160     162500
990     348000
632      82500
945     124900
127      87000
6       307000
941     214000
581     253293
80      193500
904     125500
187     135000
1060    213500
1005    149900
364     190000
415     181134
1078    155900
192     192000
534     178000
181     200100
214     161750
485     147000
1098    128000
648     155000
122     136000
1151    149900
358     130000
559     234000
605     205000
416     149500
872     116000
724     320000
474     251000
578     146000
403     258000
284     179200
702     361919
1430    192140
754     156000
1171    163000
386      81000
667     193500
331     139000
774     395000
1350    200000
868     169000
653     135000
447     199900
691     755000
101     178000
446     190000
740     132000
1076    170000
1344    155835
207     141000
726     222000
788     107900
1367    127000
94      204750
430      85400
288     122000
1088    137500
768     216837
1252    130000
1247    169900
844     153900
1253    294000
1326     79000
1008    240000
725     120500
801     109900
916      35311
142     166000
1055    180000
1276    162000
489      86000
743     175000
1202    117000
804     118000
964     214900
1287    190000
1437    394617
234     216500
655      88000
253     158000
1220    115000
936     184900
455     175500
538     158000
874      66500
268     120500
765     264132
545     229000
1335    167900
118     320000
413     115000
1116    184100
174     184000
1189    189000
400     245500
1456    210000
93      133900
1007     88000
311     132000
518     211000
1072     91500
153     235000
920     201000
1317    208900
443     172500
1129    140000
1458    142125
1047    145000
225     112000
1024    287000
1354    235000
713     129000
435     212000
179     100000
1391    124000
508     161000
32      179900
1195    176000
38      109000
24      154000
29       68500
199     274900
832     237000
1131     93500
180     177000
823     139500
1403    282922
264      73000
126     128000
1075    219500
719     128500
295     142500
794     194500
652     191000
660     197900
1194    158000
105     250000
347     157500
745     299800
922     169990
419     142000
402     108000
509     124500
1073    159500
1198    178000
669     137500
915      75000
231     403000
730     236500
703     140000
869     236000
1407    112000
716     159500
125      84500
687     148800
1282    150500
551     112500
747     265979
607     225000
1364    144152
1044    278000
808     159950
1032    310000
540     315000
577     164500
796     143500
1114    117000
398      67000
1450    136000
1417    340000
89      123600
888     268000
191     184000
1130    135000
1184    186700
897     142953
1356    110000
1051    200141
248     180000
1179     93000
70      244000
799     175000
852     164000
699     196000
1408    125500
1444    179600
880     157000
771     102000
377     340000
951     119900
672     165000
366     159000
986     117000
859     250000
514      96500
851     215000
1164    194000
606     152000
333     207000
1128    215000
563     185000
241     110500
845     171000
1030    160000
1173    200500
222     179900
549     263000
1180    250000
1181    392500
892     154500
1085    147000
526     132000
445     127500
1086     83500
943     143000
1061     81000
1333    125500
640     274000
625     160000
14      157000
165     127500
618     314813
1290    180500
1036    315500
1212    113000
439     110000
1168    235000
405     150000
593     140000
1285    132500
1243    465000
477     380000
1219     91500
1302    290000
25      256300
589      79500
1105    325000
361     145000
133     220000
1       181500
293     235000
1043    262280
1053    144500
886     145000
1063    110500
583     325000
350     318061
1107    274725
881     187500
896     106500
495      34900
330     119000
53      385000
790     160200
1197    144000
913     145000
488     160000
769     538000
1399    137450
1418    124000
544     179665
149     115000
516     158000
885     328900
751     162000
1006    163500
494      91300
639     264561
464     124000
143     204000
1150    124000
1176    119500
238     318000
752     217000
592     138000
629     168500
924     207500
830     166000
1369    232000
247     140000
1013     85000
573     170000
1132    117500
383      76000
999     206000
337     214000
339     155000
604     221000
1068    151400
818     155000
601     141000
744     180000
215     134450
168     183500
137     171000
901     153000
422     113000
220     204900
978     110000
454     188000
519     234000
355     177500
992     187000
757     158900
1160    146000
1258    190000
194     127000
1395    281213
401     164990
665     230500
1273    177000
1420    179900
731     187500
791     146800
1034    119750
322     301000
1231    132500
636      60000
1093    146000
673     257500
997     185000
1218     80500
649      84500
572     224500
312     119900
1136    119000
325      87000
900     110000
612     261500
855     127000
983     255900
432     122500
955     145000
718     341000
259      97000
622     135000
441     118000
795     171000
281     185000
407     177000
1211    164000
442     162900
634     144000
1298    160000
899     135000
459     110000
92      163500
574     139000
977     199900
1447    240000
503     289000
686     227875
475     132500
931     117500
557     108000
658      97500
1154    201800
562     108000
609     118500
197     235000
1239    265900
750      96500
1112    129900
17       90000
1383    112000
481     374000
575     118500
471     190000
1348    215000
1281    180000
763     337000
781     175900
135     174000
635     200000
460     263435
1100     60000
552     255500
1366    193000
1373    466500
1089    197000
1402    193879
1230    190000
8       129900
77      127000
58      438780
959     155000
762     215200
884     100000
424     139000
480     326000
496     430000
1443    121000
412     222000
1165    233170
88       85000
998      91000
819     224000
323     126175
766     196500
321     354000
60      158000
926     285000
836     153500
979     139000
1325     55000
296     152000
1339    128500
271     241500
46      239686
1110    188000
1133    239500
360     156000
16      149000
493     155000
815     224900
193     130000
1426    271000
867     129000
806     135500
539     272000
438      90350
140     115000
1222    143000
889     149500
467     146500
1038     97000
1111    205000
265     175500
262     151000
1246    186500
1016    203000
755     172500
1283    139000
3       140000
1378     83000
473     440000
661     402000
139     231500
1091    160000
515     402861
342      87500
1080    145000
1328    256000
940     150900
51      114500
530     175000
1329    176500
434      81000
537     111250
695     176000
1381    237500
1210    189000
555     113000
1153    120500
950     129000
359     280000
1268    381000
255     230000
390     119000
720     275000
1178    154900
371     134432
1459    147500
1424    144000
158     254900
411     145000
1003    136905
1295    138500
484     132500
146     105000
826     109500
843     141000
576     145000
837     100000
1454    185000
588     143000
290     233230
862     152000
213     156000
1382    157000
1204    153500
380     127000
99      128950
1159    185000
1200    116050
504     147000
596     114504
1457    266500
39       82000
340     202900
2       223500
451     280000
1092    136500
1232    101800
608     359100
420     206300
1277    197900
846     213000
1363    156932
1433    186500
111     180000
224     386250
942     150000
73      144900
47      249700
638      85000
113     217000
96      214000
1238    142500
1147    174500
106     100000
1041    173000
1122    112000
1346    262500
1406    133000
1389    131000
Name: SalePrice, dtype: int64

#Linear regression - model 1
from sklearn.linear_model import LinearRegression
#Create linear regression model
model_1 = LinearRegression()
#Fit the linear regressor on the train
model_1.fit(X_train, y_train)
#Linear regression coefficients
print(model_1.coef_)
print(model_1.intercept_)

[-2.02196897e+02  5.64642541e-01  1.96200851e+02  8.52412764e+01
  2.33734568e+00  5.84787420e-01  8.12413564e+00 -4.41916257e+00
  4.28975359e+00  2.23773073e+01  4.10246804e+01 -3.73813829e+01
  2.60206333e+01  4.79952942e+03  4.07224834e+03  7.28007129e+03
  1.52299568e+03 -4.23294470e+03 -1.97725253e+04  2.12502989e+03
  4.46768030e+03  4.37446720e+01  1.67454184e+04 -2.42566002e+01
  1.05538738e+01  4.84997357e+00  1.27603570e+01  4.50573659e+01
  2.83998577e+01  3.44820117e+01  1.77588078e+00 -1.06803311e+02
 -5.16196497e+02 -6.57058882e+03  2.88607211e+03 -4.60101981e+03
  5.53054093e+03  7.82674725e+03 -1.27627471e+03 -4.74189051e+03
 -1.92328969e+03 -2.93248094e+04 -7.57964495e+03 -7.50529912e+03
 -8.59859005e+03 -2.56852562e+04  9.96245973e+02  6.13276551e+03
 -3.19680429e+04  7.98875508e+02  3.15981671e+04  1.49657997e+04
  2.13678795e+04  5.96157559e+03 -1.16290579e+04 -7.97856495e+03
 -2.58262325e+03  6.80389028e+03 -1.54170194e+04 -1.67480985e+03
  1.74192288e+04 -1.82643966e+04 -9.21639930e+03 -8.03159378e+03
 -1.55499847e+04 -7.93500057e+03 -7.28311859e+03  4.47116027e+04
  3.62589655e+04 -1.17909029e+04 -1.03945115e+04  2.92136242e+03
  1.13116272e+04 -1.16665472e+04  9.44728158e+03 -2.28357857e+03
  9.79452125e+03 -5.83662630e+01  2.46659583e+04 -1.27627471e+03
 -3.33176317e+04 -3.02363773e+04  1.82540167e+04 -4.91660237e+03
  1.04066083e+04  2.91285783e+02  2.10606093e+04  5.22068587e+02
  3.30994204e+03  6.98344627e+03  2.77107690e+04  4.39014490e+04
  1.37845485e+04  5.01150699e+03  1.22967946e+04  1.66538757e+04
  1.58203189e+04  3.34484281e+03  3.13616448e+02  5.58557641e+03
 -4.13059850e+03  2.91685932e+03 -1.97799281e+04 -1.39575459e+04
 -1.29849652e+04 -1.19954145e+04 -1.45162702e+04 -2.43927912e+04
  2.64859567e+04  2.05675946e+04  1.89613655e+04  2.12545931e+04
  2.20589280e+04  2.07179653e+04  2.36806791e+04 -2.68704036e+03
 -1.37359817e+03 -3.33204073e+04 -2.15074468e+04 -2.74715220e+04
  2.87720445e+03  7.40710086e+03  5.42984081e+03  4.83733637e+03
 -5.86339481e+03 -1.07718006e+04 -1.85905642e+04 -1.62717993e+04
  1.55810208e+04  1.38753146e+04  1.78948449e+04 -1.13645733e+03
 -5.25903936e+03 -2.87655790e+03  4.48447036e+03 -5.97305765e+03
  1.00175273e+03 -6.01329970e+03  8.15679507e+03  1.08912833e+04
  1.38808285e+04  1.22203994e+04 -7.30706528e+03 -3.56118953e+03
 -5.61638132e+02  5.35702047e+02  4.45037892e+03 -1.49663908e+03
 -5.15526134e+02 -1.90845681e+04 -2.51313408e+04 -2.59508313e+04
 -2.47404307e+03  1.23514681e+04 -4.12580610e+03 -2.52396221e+03
 -2.38441380e+03  9.75763850e+03 -4.87358553e+03 -2.90181637e+03
 -3.91115578e+03 -4.85183141e+03 -6.09884171e+03  7.97876897e+02
  1.08216187e+04  4.67886144e+03 -3.52246826e+02 -1.67194280e+03
 -2.89335752e+03 -1.78446546e+03  5.62135655e+03 -1.00044365e+04
 -2.10393171e+04  2.80267201e+04 -2.21958613e+01  1.17476452e+04
  6.18700136e+03 -1.27403612e+04  1.17806570e+03]
453151.5562922607

#Predict the response in the train
y_train_pred_1 = model_1.predict(X_train)

#Calculate residuals
res_1 = y_train - y_train_pred_1

from sklearn.metrics import root_mean_squared_error, mean_absolute_percentage_error, r2_score
#The root mean squared error
print(f'RMSE: {root_mean_squared_error(y_train, y_train_pred_1):.3f}')
#The mean absolute percentage error
print(f'MAPE: {mean_absolute_percentage_error(y_train, y_train_pred_1) * 100:.3f}')
#The coefficinet of determination
print(f'R2: {r2_score(y_train, y_train_pred_1):.3f}')

RMSE: 26727.804
MAPE: 9.879
R2: 0.887

#Function to plot histogram of residuals
def hist_residuals(res, bins = 50):
    #Calculate density
    from scipy import stats
    density = stats.gaussian_kde(res)
    xp = np.linspace(np.min(res), np.max(res), 100)
    yp = density.pdf(xp)

    #Histogram
    plt.hist(res, bins = bins,
             color = 'red', alpha = 0.7, density = True)
    plt.axvline(np.mean(res), color = 'black',
                linewidth = 2, linestyle = '--', label = 'Average')
    plt.title('Histogram of Residuals')
    plt.xlabel('Residuals')
    plt.ylabel('Density')
    plt.plot(xp, yp, color = 'black', linewidth = 2)
    plt.legend()

    return plt.show()

#Histogram of residuals - model 1
hist_residuals(res_1)

#QQ-plot - model 1
import statsmodels.api as sm
sm.qqplot(res_1, line = 's')
plt.show()

#Function to plot residuals vs. fitted values
def residuals_fittedvalues_plot(res, fitted_values):
    #Implement Lowess algorithm
    lowess_res = sm.nonparametric.lowess(res, fitted_values)

    #Scatter plot: residuals vs. fitted values
    plt.scatter(x = fitted_values, y = res,
                color = 'red', alpha = 0.7, label = 'data')
    plt.title('Residuals vs. Fitted values')
    plt.xlabel('Fitted Values', fontsize = 12)
    plt.ylabel('Residuals', fontsize = 12)
    plt.grid()

    #Add LOWESS line
    plt.plot(lowess_res[:, 0], lowess_res[:, 1], 'black',
             alpha = 0.8, linewidth = 2, label = 'LOWESS')
    plt.legend()

    return plt.show()

#Scatter plot of residuals vs. fitted values - model 1
residuals_fittedvalues_plot(res_1, y_train_pred_1)

#Predict the response in the test - model 1

#Create dummy variables for categorical variables in the test
dummy_vars = pd.get_dummies(test[categorical_features])

#Define base level for each categorical variable
dummy_vars.drop(columns = ['MSSubClass_20', 'MSZoning_FV', 'Street_Pave',
                           'Alley_Grvl', 'LotShape_IR1', 'LandContour_Bnk',
                           'Utilities_AllPub', 'LotConfig_Corner', 'LandSlope_Gtl',
                           'Neighborhood_BrkSide', 'Condition1_Artery', 'Condition2_Norm',
                           'BldgType_1Fam', 'HouseStyle_1.5Fin', 'OverallQual_4',
                           'OverallCond_4', 'RoofStyle_Gable', 'RoofMatl_CompShg',
                           'Exterior1st_BrkFace', 'Exterior2nd_CmentBd', 'MasVnrType_BrkCmn',
                           'ExterQual_Ex', 'ExterCond_Gd', 'Foundation_BrkTil',
                           'BsmtQual_Ex', 'BsmtCond_Fa', 'BsmtExposure_Av',
                           'BsmtFinType1_ALQ', 'BsmtFinType2_BLQ', 'Heating_GasA',
                           'HeatingQC_Ex', 'CentralAir_N', 'Electrical_FuseA',
                           'KitchenQual_Ex', 'Functional_Min1', 'FireplaceQu_Fa',
                           'GarageType_Attchd', 'GarageFinish_Fin', 'GarageQual_Fa',
                           'GarageCond_Fa', 'PavedDrive_N',
                           'Fence_GdPrv', 'MiscFeature_Shed', 'SaleType_COD',
                           'SaleCondition_Abnorml'], inplace = True)

#Define feature matrix
numeric_features_copy = numeric_features.copy()
numeric_features_copy.pop()
X_ = test[numeric_features_copy]
X_test = pd.concat([X_, dummy_vars], axis = 1)

#Prediction
y_test_pred_1 = model_1.predict(X_test)

#Absolute error
abs_err_1 = abs(test['SalePrice'] - y_test_pred_1)

#RMSE, MAPE, MAE, and median, sd, IQR, max, min of absolute errors
from scipy.stats import iqr
models_comp = pd.DataFrame({'RMSE': root_mean_squared_error(test['SalePrice'], y_test_pred_1),
                            'MAPE': mean_absolute_percentage_error(test['SalePrice'], y_test_pred_1) * 100,
                            'MAE': abs_err_1.mean(),
                            'Median of AbsErrors': abs_err_1.median(),
                            'SD of AbsErrors': abs_err_1.std(),
                            'IQR of AbsErrors': iqr(abs_err_1),
                            'Min of AbsErrors': abs_err_1.min(),
                            'Max of AbsErrors': abs_err_1.max()},
                           index = ['LM - All Features'])
models_comp

#Plot actual vs. prediction - Test
plt.scatter(test['SalePrice'], y_test_pred_1, c = 'black', alpha = 0.7)
plt.xlabel('Actual')
plt.ylabel('Prediction')
plt.title('Actual vs. Prediction - LM - All Features')
#Add 45 degree line
xp = np.linspace(test['SalePrice'].min() - 0.2, test['SalePrice'].max() + 0.2, 100)
plt.plot(xp, xp, c = 'red', linewidth = 3)
plt.show()

#Because the response is right skewed, we can use -->
#Box-Cox transformation
from sklearn.preprocessing import PowerTransformer
boxcox = PowerTransformer(method = 'box-cox')
boxcox.fit(y_train.values.reshape(-1, 1))
print(boxcox.lambdas_)

[-0.06284094]

trans_y_train = boxcox.fit_transform(y_train.values.reshape(-1, 1))
plt.hist(trans_y_train, color = 'red', alpha = 0.5, bins = 50)
plt.show()

#Linear regression w/ Box-Cox transformation - model 2
from sklearn.linear_model import LinearRegression
#Create linear regression model
model_2 = LinearRegression()
#Fit the linear regressor on the train
model_2.fit(X_train, trans_y_train)
#Linear regression coefficients
print(model_2.coef_)
print(model_2.intercept_)

[[-1.01316241e-03  4.18860972e-06  1.87236144e-03  2.69217674e-03
  -7.08131437e-05 -5.03933843e-05  1.30691174e-04 -3.62060450e-05
   4.40917714e-05  2.22089646e-04  2.41433327e-04 -1.24126072e-04
   3.39396790e-04  1.07035619e-01  5.12894583e-02  1.27478500e-01
   6.67558825e-02 -4.47358734e-03 -1.80495171e-01  2.72854120e-02
   4.01664751e-02 -2.50512919e-04  1.65666740e-01 -2.67545127e-05
   2.97718231e-04  1.99311038e-04  8.97600127e-05  3.36682879e-04
   5.72255692e-04  6.22361290e-05  4.06724037e-05  1.96993250e-04
  -1.50843771e-02 -2.08008442e-01  8.77135931e-02 -1.50503890e-01
   6.19269509e-02 -2.27278173e-02  3.78348617e-03  2.30768875e-01
  -2.93230442e-02 -2.16404544e-01 -7.58706290e-02 -1.31133117e-01
  -1.44106661e-01 -5.28239099e-01  1.10966210e-01  5.38348879e-02
  -3.40524528e-01  8.34519530e-03  2.46319610e-01  1.19300459e-01
   1.34296938e-01  7.70555257e-02 -1.08921004e-01 -1.37261499e-01
  -4.14739840e-02  4.17667768e-02  2.29893460e-02  2.31643179e-02
   3.03941269e-01 -1.14109176e-01 -3.00957049e-02 -2.13853560e-01
  -9.53441524e-02 -9.39428133e-04 -2.53604220e-02  2.42626878e-01
   3.69496734e-01 -1.37604329e-01 -6.80996500e-02  5.80769839e-02
   1.59636041e-01 -3.86826180e-02  1.37673992e-01  3.42028410e-02
   1.75808752e-01  7.99844542e-02  2.23580244e-01  3.78348617e-03
  -6.00710759e-01 -5.39592154e-01  1.36412687e-01  6.88123184e-02
   1.20304294e-01  1.08282567e-01  2.14082462e-01  1.02349112e-01
   1.89062239e-01  2.58369710e-01  4.26944474e-01  4.67347761e-01
  -1.29517481e-01  8.38989084e-02  1.72051349e-01  2.36039728e-01
   2.05820464e-01 -1.68397811e-02  1.68608129e-02  8.96938244e-02
  -1.36585971e-01 -4.24351108e-01 -2.49800106e-01 -1.65828471e-01
  -1.14614106e-01 -9.26836985e-02 -2.40800750e-01 -2.52235530e-01
  -1.10458965e-01 -1.72646560e-01 -1.84606940e-01 -2.41770605e-01
  -1.51502522e-01 -2.20724292e-01 -2.22396148e-01  7.34274235e-03
   2.32179906e-02 -3.59034685e-01 -1.76909640e-01 -2.56061869e-01
   3.96465010e-02 -3.18260543e-02  6.49322558e-02  8.14941859e-02
  -4.34277657e-02 -6.79458290e-02 -8.95587430e-02 -1.13970825e-01
   2.15448882e-01  1.83726188e-01  1.40629997e-01 -1.70143568e-02
  -2.59212700e-02 -5.28731326e-02  1.16533270e-02 -1.17042928e-01
  -4.99107119e-03 -1.32190414e-01  1.57723506e-01  1.73858870e-01
   2.37060208e-01  1.85401717e-01  8.97545692e-02 -1.04459573e-01
  -2.32543235e-02 -7.02457824e-02  2.17949766e-01 -3.21106597e-02
  -2.01271279e-02 -1.06080247e-01 -1.85458470e-01 -2.03909081e-01
  -7.67556230e-02  7.39941383e-02 -2.62343696e-01  2.88938317e-02
   1.87420862e-02  8.98167548e-02 -6.07204474e-02 -5.40550610e-02
  -9.53467565e-02 -3.39688221e-02 -5.80766307e-02  7.46101686e-02
   2.62072927e-01  6.72472171e-02  1.42218154e-02  5.65298613e-02
   3.08886910e-02 -8.69794815e-02  8.06116804e-03 -1.18848307e-01
  -4.65282447e-01  1.96878607e-01 -8.55584114e-03  2.19480489e-01
   1.73325963e-01 -9.30918055e-03  2.89189362e-02]]
[19.73057804]

#Predict the response in the train
y_train_pred_2 = model_2.predict(X_train)
#Inverse transformation of predicted values
y_train_pred_2 = pd.Series(boxcox.inverse_transform(y_train_pred_2.reshape(-1, 1)).reshape(-1))

from sklearn.metrics import root_mean_squared_error, mean_absolute_percentage_error, r2_score
#The root mean squared error
print(f'RMSE: {root_mean_squared_error(y_train, y_train_pred_2):.3f}')
#The mean absolute percentage error
print(f'MAPE: {mean_absolute_percentage_error(y_train, y_train_pred_2) * 100:.3f}')
#The coefficinet of determination
print(f'R2: {r2_score(y_train, y_train_pred_2):.3f}')

RMSE: 27045.896
MAPE: 8.492
R2: 0.885

#Predict the response in the test - model 2
y_test_pred_2 = model_2.predict(X_test)
#Invesre transformation of predicted values
y_test_pred_2 = pd.Series(boxcox.inverse_transform(y_test_pred_2.reshape(-1, 1)).reshape(-1),
                          index = test.index)

#Absolute error
abs_err_2 = abs(test['SalePrice'] - y_test_pred_2)

#RMSE, MAPE, MAE, and median, sd, IQR, max, min of absolute errors
from scipy.stats import iqr
models_comp = pd.concat([models_comp,
                         pd.DataFrame({'RMSE': root_mean_squared_error(test['SalePrice'], y_test_pred_2),
                                       'MAPE': mean_absolute_percentage_error(test['SalePrice'], y_test_pred_2) * 100,
                                       'MAE': abs_err_2.mean(),
                                       'Median of AbsErrors': abs_err_2.median(),
                                       'SD of AbsErrors': abs_err_2.std(),
                                       'IQR of AbsErrors': iqr(abs_err_2),
                                       'Min of AbsErrors': abs_err_2.min(),
                                       'Max of AbsErrors': abs_err_2.max()},
                                      index = ['LM - All Feature - Box Cox'])])
models_comp

#Plot actual vs. prediction - Test
plt.scatter(test['SalePrice'], y_test_pred_2, c = 'black', alpha = 0.7)
plt.xlabel('Actual')
plt.ylabel('Prediction')
plt.title('Actual vs. Prediction - LM - All Features - Box Cox')
#Add 45 degree line
xp = np.linspace(test['SalePrice'].min() - 0.2, test['SalePrice'].max() + 0.2, 100)
plt.plot(xp, xp, c = 'red', linewidth = 3)
plt.show()

#Scale data
from sklearn.preprocessing import StandardScaler
scaler = StandardScaler()
X_train_scaled = scaler.fit_transform(X_train)

#Feature selection
from sklearn.feature_selection import RFECV
rfe = RFECV(LinearRegression(), cv = 10, scoring = 'neg_root_mean_squared_error')
rfe.fit(X_train_scaled, trans_y_train)

#Selected features indices
selected_features_ind = np.where(rfe.support_)
print(selected_features_ind)

(array([  1,   2,   3,   6,   9,  10,  12,  13,  15,  16,  18,  19,  20,
        22,  24,  28,  33,  35,  39,  41,  43,  44,  45,  48,  53,  60,
        61,  63,  67,  68,  69,  72,  74,  76,  78,  80,  81,  82,  87,
        88,  89,  90,  91,  93,  94,  95,  96, 101, 102, 104, 105, 106,
       107, 109, 117, 118, 119, 123, 128, 129, 130, 137, 140, 146, 150,
       151, 154, 173, 176]),)

#Check dataframe columns
X_train.info(verbose = True)

<class 'pandas.core.frame.DataFrame'>
Index: 1168 entries, 318 to 1389
Data columns (total 179 columns):
 #    Column                 Dtype  
---   ------                 -----  
 0    LotFrontage            float64
 1    LotArea                int64  
 2    YearBuilt              int64  
 3    YearRemodAdd           int64  
 4    MasVnrArea             float64
 5    BsmtFinSF1             int64  
 6    BsmtFinSF2             int64  
 7    BsmtUnfSF              int64  
 8    TotalBsmtSF            int64  
 9    1stFlrSF               int64  
 10   2ndFlrSF               int64  
 11   LowQualFinSF           int64  
 12   GrLivArea              int64  
 13   BsmtFullBath           int64  
 14   BsmtHalfBath           int64  
 15   FullBath               int64  
 16   HalfBath               int64  
 17   BedroomAbvGr           int64  
 18   KitchenAbvGr           int64  
 19   TotRmsAbvGrd           int64  
 20   Fireplaces             int64  
 21   GarageYrBlt            float64
 22   GarageCars             int64  
 23   GarageArea             int64  
 24   WoodDeckSF             int64  
 25   OpenPorchSF            int64  
 26   EnclosedPorch          int64  
 27   3SsnPorch              int64  
 28   ScreenPorch            int64  
 29   PoolArea               int64  
 30   MiscVal                int64  
 31   MoSold                 int64  
 32   YrSold                 int64  
 33   MSSubClass_30          bool   
 34   MSSubClass_50          bool   
 35   MSSubClass_60          bool   
 36   MSSubClass_70          bool   
 37   MSSubClass_80          bool   
 38   MSSubClass_90          bool   
 39   MSSubClass_120         bool   
 40   MSSubClass_160         bool   
 41   MSSubClass_190         bool   
 42   MSSubClass_other       bool   
 43   MSZoning_RL            bool   
 44   MSZoning_RM            bool   
 45   MSZoning_other         bool   
 46   Alley_Pave             bool   
 47   LotShape_IR2           bool   
 48   LotShape_IR3           bool   
 49   LotShape_Reg           bool   
 50   LandContour_HLS        bool   
 51   LandContour_Low        bool   
 52   LandContour_Lvl        bool   
 53   LotConfig_CulDSac      bool   
 54   LotConfig_FR2          bool   
 55   LotConfig_FR3          bool   
 56   LotConfig_Inside       bool   
 57   LandSlope_Mod          bool   
 58   LandSlope_Sev          bool   
 59   Neighborhood_CollgCr   bool   
 60   Neighborhood_Crawfor   bool   
 61   Neighborhood_Edwards   bool   
 62   Neighborhood_Gilbert   bool   
 63   Neighborhood_IDOTRR    bool   
 64   Neighborhood_Mitchel   bool   
 65   Neighborhood_NAmes     bool   
 66   Neighborhood_NWAmes    bool   
 67   Neighborhood_NoRidge   bool   
 68   Neighborhood_NridgHt   bool   
 69   Neighborhood_OldTown   bool   
 70   Neighborhood_Sawyer    bool   
 71   Neighborhood_SawyerW   bool   
 72   Neighborhood_Somerst   bool   
 73   Neighborhood_Timber    bool   
 74   Neighborhood_other     bool   
 75   Condition1_Feedr       bool   
 76   Condition1_Norm        bool   
 77   Condition1_other       bool   
 78   BldgType_2fmCon        bool   
 79   BldgType_Duplex        bool   
 80   BldgType_Twnhs         bool   
 81   BldgType_TwnhsE        bool   
 82   HouseStyle_1Story      bool   
 83   HouseStyle_2Story      bool   
 84   HouseStyle_SFoyer      bool   
 85   HouseStyle_SLvl        bool   
 86   HouseStyle_other       bool   
 87   OverallQual_5          bool   
 88   OverallQual_6          bool   
 89   OverallQual_7          bool   
 90   OverallQual_8          bool   
 91   OverallQual_9          bool   
 92   OverallQual_other      bool   
 93   OverallCond_5          bool   
 94   OverallCond_6          bool   
 95   OverallCond_7          bool   
 96   OverallCond_8          bool   
 97   OverallCond_other      bool   
 98   RoofStyle_Hip          bool   
 99   RoofStyle_other        bool   
 100  RoofMatl_other         bool   
 101  Exterior1st_CemntBd    bool   
 102  Exterior1st_HdBoard    bool   
 103  Exterior1st_MetalSd    bool   
 104  Exterior1st_Plywood    bool   
 105  Exterior1st_VinylSd    bool   
 106  Exterior1st_Wd Sdng    bool   
 107  Exterior1st_other      bool   
 108  Exterior2nd_HdBoard    bool   
 109  Exterior2nd_MetalSd    bool   
 110  Exterior2nd_Plywood    bool   
 111  Exterior2nd_VinylSd    bool   
 112  Exterior2nd_Wd Sdng    bool   
 113  Exterior2nd_Wd Shng    bool   
 114  Exterior2nd_other      bool   
 115  MasVnrType_BrkFace     bool   
 116  MasVnrType_Stone       bool   
 117  ExterQual_Fa           bool   
 118  ExterQual_Gd           bool   
 119  ExterQual_TA           bool   
 120  ExterCond_TA           bool   
 121  ExterCond_other        bool   
 122  Foundation_CBlock      bool   
 123  Foundation_PConc       bool   
 124  Foundation_other       bool   
 125  BsmtQual_Fa            bool   
 126  BsmtQual_Gd            bool   
 127  BsmtQual_TA            bool   
 128  BsmtCond_Gd            bool   
 129  BsmtCond_TA            bool   
 130  BsmtExposure_Gd        bool   
 131  BsmtExposure_Mn        bool   
 132  BsmtExposure_No        bool   
 133  BsmtFinType1_BLQ       bool   
 134  BsmtFinType1_GLQ       bool   
 135  BsmtFinType1_LwQ       bool   
 136  BsmtFinType1_Rec       bool   
 137  BsmtFinType1_Unf       bool   
 138  BsmtFinType2_LwQ       bool   
 139  BsmtFinType2_Rec       bool   
 140  BsmtFinType2_Unf       bool   
 141  BsmtFinType2_other     bool   
 142  Heating_other          bool   
 143  HeatingQC_Fa           bool   
 144  HeatingQC_Gd           bool   
 145  HeatingQC_TA           bool   
 146  CentralAir_Y           bool   
 147  Electrical_SBrkr       bool   
 148  Electrical_other       bool   
 149  KitchenQual_Fa         bool   
 150  KitchenQual_Gd         bool   
 151  KitchenQual_TA         bool   
 152  Functional_Min2        bool   
 153  Functional_Typ         bool   
 154  Functional_other       bool   
 155  FireplaceQu_Gd         bool   
 156  FireplaceQu_TA         bool   
 157  FireplaceQu_other      bool   
 158  GarageType_BuiltIn     bool   
 159  GarageType_Detchd      bool   
 160  GarageType_other       bool   
 161  GarageFinish_RFn       bool   
 162  GarageFinish_Unf       bool   
 163  GarageQual_TA          bool   
 164  GarageQual_other       bool   
 165  GarageCond_TA          bool   
 166  GarageCond_other       bool   
 167  PavedDrive_P           bool   
 168  PavedDrive_Y           bool   
 169  Fence_GdWo             bool   
 170  Fence_MnPrv            bool   
 171  Fence_MnWw             bool   
 172  MiscFeature_other      bool   
 173  SaleType_New           bool   
 174  SaleType_WD            bool   
 175  SaleType_other         bool   
 176  SaleCondition_Normal   bool   
 177  SaleCondition_Partial  bool   
 178  SaleCondition_other    bool   
dtypes: bool(146), float64(3), int64(30)
memory usage: 476.8 KB

#Linear regression w/ selected features and Box Cox transformation - model 3
from sklearn.linear_model import LinearRegression
#Create linear regression model
model_3 = LinearRegression()
#Fit the linear regressor on the train
model_3.fit(X_train_scaled[:, selected_features_ind[0]], trans_y_train)
#Linear regression coefficinets
print(model_3.coef_)
print(model_3.intercept_)

[[ 0.03591563  0.08537167  0.06023181  0.03370751  0.15211178  0.15673963
   0.09933075  0.05760381  0.06831552  0.03034346 -0.04520181  0.04249024
   0.04544299  0.12518047  0.03756192  0.02800853 -0.05599696 -0.04762019
   0.06470089 -0.02599561 -0.05925361 -0.0551682  -0.06700501 -0.03422058
   0.03519855  0.06505839 -0.0305956  -0.0305266   0.03347872  0.07152329
  -0.02829444  0.03496693  0.03325009  0.04530712  0.03176814 -0.10314791
  -0.13498523  0.03316346  0.05898482  0.11457075  0.145752    0.17369021
   0.10739275  0.039164    0.07551659  0.08889486  0.05320432 -0.03934147
  -0.06732726 -0.03427494 -0.06726183 -0.07045807 -0.06010402 -0.04706742
  -0.05475859 -0.10023607 -0.15882088  0.03795599  0.04470323  0.0581528
   0.05221125 -0.05200945  0.04027422  0.05675782 -0.06243651 -0.07290228
  -0.0552372   0.05608552  0.05781193]]
[3.71595492e-15]

#Predict the response in the train
y_train_pred_3 = model_3.predict(X_train_scaled[:, selected_features_ind[0]])
#Inverse transformation of predicted values
y_train_pred_3 = pd.Series(boxcox.inverse_transform(y_train_pred_3.reshape(-1, 1)).reshape(-1))

from sklearn.metrics import root_mean_squared_error, mean_absolute_percentage_error, r2_score
#The root mean squared error
print(f'RMSE: {root_mean_squared_error(y_train, y_train_pred_3):.3f}')
#MAPE
print(f'MAPE: {mean_absolute_percentage_error(y_train, y_train_pred_3) * 100:.3f}')
#The coefficinet of determination
print(f'R2: {r2_score(y_train, y_train_pred_3):.3f}')

RMSE: 29350.875
MAPE: 8.892
R2: 0.864

#Scale data
X_test_scaled = scaler.transform(X_test)

#Predict the response in the test - model 3
y_test_pred_3 = model_3.predict(X_test_scaled[:, selected_features_ind[0]])
#Inverse transformation of predicted values
y_test_pred_3 = pd.Series(boxcox.inverse_transform(y_test_pred_3.reshape(-1, 1)).reshape(-1),
                          index = test.index)

#Absolute error
abs_err_3 = abs(test['SalePrice'] - y_test_pred_3)

#RMSE, MAPE, MAE, and median, sd, IQR, max, min of absolute errors
from scipy.stats import iqr
models_comp = pd.concat([models_comp,
                         pd.DataFrame({'RMSE': root_mean_squared_error(test['SalePrice'], y_test_pred_3),
                                       'MAPE': mean_absolute_percentage_error(test['SalePrice'], y_test_pred_3) * 100,
                                       'MAE': abs_err_3.mean(),
                                       'Median of AbsErrors': abs_err_3.median(),
                                       'SD of AbsErrors': abs_err_3.std(),
                                       'IQR of AbsErrors': iqr(abs_err_3),
                                       'Min of AbsErrors': abs_err_3.min(),
                                       'Max of AbsErrors': abs_err_3.max()},
                                      index = ['LM - Selected Features - Box Cox'])])
models_comp

#Plot actual vs. prediction - Test
plt.scatter(test['SalePrice'], y_test_pred_3, c = 'black', alpha = 0.7)
plt.xlabel('Actual')
plt.ylabel('Prediction')
plt.title('Actual vs. Prediction - LM - Selected Features - Box Cox')
#Add 45 degree line
xp = np.linspace(test['SalePrice'].min() - 0.2, test['SalePrice'].max() + 0.2, 100)
plt.plot(xp, xp, c = 'red', linewidth = 3)
plt.show()

#Implement Ridge regression w/o hyperparameter tuning - model 4
from sklearn.linear_model import Ridge
#Create ridge regression model
model_4 = Ridge(alpha = 0.1)
#Fit the ridge regressor on the train
model_4.fit(X_train_scaled, trans_y_train)
#Ridge regression coefficients
print(model_4.coef_)
print(model_4.intercept_)

[-2.14725432e-02  3.93097406e-02  5.68552976e-02  5.53196949e-02
 -1.26266559e-02 -6.48637730e-03  2.75817111e-02  1.24131411e-04
  3.53792233e-03  9.86041564e-02  1.17122453e-01 -4.67137505e-03
  1.67638282e-01  5.59554633e-02  1.15167574e-02  7.02344016e-02
  3.35483537e-02 -3.69366287e-03 -3.92317992e-02  4.50022604e-02
  2.56115094e-02 -6.07546426e-03  1.23475586e-01 -5.61940286e-03
  3.80457758e-02  1.31062935e-02  5.40251033e-03  1.03769412e-02
  3.14669869e-02  2.77898414e-03  2.22482152e-02  5.32549347e-04
 -2.00885655e-02 -4.48455920e-02  2.53669737e-02 -6.00125836e-02
  1.28676275e-02 -4.31773300e-03  7.20814576e-04  5.41564987e-02
 -6.18207527e-03 -3.05210654e-02 -1.49385224e-02 -5.37349474e-02
 -5.19904058e-02 -7.48600970e-02  1.91894006e-02  8.49522816e-03
 -2.80892549e-02  3.97774926e-03  4.42149706e-02  1.85780657e-02
  4.10007941e-02  1.84024199e-02 -1.93213658e-02 -5.67652752e-03
 -1.85188423e-02  8.17332731e-03  2.13975806e-03  6.92172046e-03
  5.72371592e-02 -2.78345410e-02 -6.57379819e-03 -3.54593263e-02
 -1.71434262e-02 -3.61955477e-04 -5.69664175e-03  4.07828766e-02
  7.75526329e-02 -3.70817191e-02 -1.48266901e-02  1.18290343e-02
  3.68889365e-02 -6.45652725e-03  4.33430684e-02  7.69102527e-03
  6.07277020e-02  1.81802128e-02  3.21492817e-02  7.20814576e-04
 -1.03595291e-01 -1.43531822e-01  6.77087454e-02  3.13942744e-02
  1.79458388e-02  2.18538906e-02  3.02544426e-02  4.55481711e-02
  8.15544229e-02  1.06447325e-01  1.38099118e-01  7.63245888e-02
 -2.29753252e-02  4.16461728e-02  6.57817719e-02  8.02574594e-02
  4.71448408e-02 -3.21741546e-03  6.72740144e-03  1.39489507e-02
 -1.77178879e-02 -8.30967291e-02 -8.96296792e-02 -5.84092797e-02
 -3.00079596e-02 -4.42394209e-02 -8.47991255e-02 -5.46584901e-02
 -3.52790402e-02 -5.67073093e-02 -5.22905517e-02 -1.10094767e-01
 -4.89824569e-02 -3.34340977e-02 -5.30831498e-02  3.35773031e-03
  6.31972800e-03 -3.76097414e-02 -8.30044007e-02 -1.24094474e-01
  1.30246991e-02 -4.61047767e-03  3.22014135e-02  4.03861719e-02
 -6.75267863e-03 -1.12710403e-02 -4.41667344e-02 -5.66929236e-02
  4.36207045e-02  5.49398256e-02  4.02419177e-02 -4.54286992e-03
 -1.22438668e-02 -1.60313140e-02  5.32333300e-03 -2.56116611e-02
 -1.37767815e-03 -6.01433817e-02  2.53085240e-02  3.44684054e-02
  8.07979784e-02  2.67988044e-02  1.16604509e-02 -1.89940095e-02
 -8.68661301e-03 -3.17421257e-02  5.37690468e-02 -9.10109779e-03
 -2.90721818e-03 -1.64786722e-02 -9.09662123e-02 -1.01813125e-01
 -1.21178446e-02  1.90287238e-02 -3.94618408e-02  1.27198197e-02
  7.60085658e-03  1.53211688e-02 -1.37251405e-02 -2.37183193e-02
 -1.43291730e-02 -1.53116675e-02 -2.86084388e-02  2.31210803e-02
  3.31310589e-02  1.96087541e-02  1.62638829e-03  8.33096343e-03
  8.62359281e-03 -1.70829902e-02  2.46243696e-03 -9.80111551e-03
 -2.71452620e-02  5.39539010e-02 -2.89729071e-03  3.04846903e-02
  6.65417324e-02 -2.46677319e-03  4.33657022e-03]
[3.52170638e-15]

#Grid
alpha_grid = 10 ** np.linspace(3, -3, 100)
print(alpha_grid)

[1.00000000e+03 8.69749003e+02 7.56463328e+02 6.57933225e+02
 5.72236766e+02 4.97702356e+02 4.32876128e+02 3.76493581e+02
 3.27454916e+02 2.84803587e+02 2.47707636e+02 2.15443469e+02
 1.87381742e+02 1.62975083e+02 1.41747416e+02 1.23284674e+02
 1.07226722e+02 9.32603347e+01 8.11130831e+01 7.05480231e+01
 6.13590727e+01 5.33669923e+01 4.64158883e+01 4.03701726e+01
 3.51119173e+01 3.05385551e+01 2.65608778e+01 2.31012970e+01
 2.00923300e+01 1.74752840e+01 1.51991108e+01 1.32194115e+01
 1.14975700e+01 1.00000000e+01 8.69749003e+00 7.56463328e+00
 6.57933225e+00 5.72236766e+00 4.97702356e+00 4.32876128e+00
 3.76493581e+00 3.27454916e+00 2.84803587e+00 2.47707636e+00
 2.15443469e+00 1.87381742e+00 1.62975083e+00 1.41747416e+00
 1.23284674e+00 1.07226722e+00 9.32603347e-01 8.11130831e-01
 7.05480231e-01 6.13590727e-01 5.33669923e-01 4.64158883e-01
 4.03701726e-01 3.51119173e-01 3.05385551e-01 2.65608778e-01
 2.31012970e-01 2.00923300e-01 1.74752840e-01 1.51991108e-01
 1.32194115e-01 1.14975700e-01 1.00000000e-01 8.69749003e-02
 7.56463328e-02 6.57933225e-02 5.72236766e-02 4.97702356e-02
 4.32876128e-02 3.76493581e-02 3.27454916e-02 2.84803587e-02
 2.47707636e-02 2.15443469e-02 1.87381742e-02 1.62975083e-02
 1.41747416e-02 1.23284674e-02 1.07226722e-02 9.32603347e-03
 8.11130831e-03 7.05480231e-03 6.13590727e-03 5.33669923e-03
 4.64158883e-03 4.03701726e-03 3.51119173e-03 3.05385551e-03
 2.65608778e-03 2.31012970e-03 2.00923300e-03 1.74752840e-03
 1.51991108e-03 1.32194115e-03 1.14975700e-03 1.00000000e-03]

#K-fold cross validation to choose the best model
from sklearn.model_selection import cross_val_score

cv_errors = np.zeros(shape = len(alpha_grid)) #to save cv results

import time #to measure the processing time
start_time = time.time()

#K-fold cross validation
for i in range(len(alpha_grid)):
    ridge = Ridge(alpha = alpha_grid[i])
    scores = cross_val_score(estimator = ridge,
                             X = X_train_scaled,
                             y = trans_y_train,
                             scoring = 'neg_root_mean_squared_error',
                             cv = 10, n_jobs = -1)
    cv_errors[i] = scores.mean()

end_time = time.time()
print(f'The Processing time is: {end_time - start_time} seconds')

The Processing time is: 24.376080989837646 seconds

#Best alpha
best_alpha = alpha_grid[np.argmax(cv_errors)]
print(best_alpha)

376.49358067924675

#Ridge regression w/ Box Cox transformation - model 4
from sklearn.linear_model import Ridge
#Create ridge regression model
model_4 = Ridge(alpha = best_alpha)
#Fit the ridge regressor on the train
model_4.fit(X_train_scaled, trans_y_train)
#Ridge regression coefficinets
print(model_4.coef_)
print(model_4.intercept_)

[ 3.43156462e-03  2.92647089e-02  2.98247787e-02  5.64018859e-02
  9.60711662e-03  2.96336140e-02  1.78498227e-02  1.33795436e-02
  5.05998444e-02  7.37634819e-02  4.88117052e-02 -1.08243980e-03
  9.40407139e-02  3.78108695e-02  4.46986769e-03  6.40238813e-02
  3.58034357e-02  1.91402050e-02 -2.20613914e-02  6.42085264e-02
  4.53003827e-02  5.86369316e-03  7.08088863e-02  4.56064625e-02
  3.29377295e-02  1.44408218e-02  2.63331537e-03  1.15493985e-02
  2.66613664e-02 -4.21767252e-03  9.20824338e-03  3.35802776e-03
 -1.27817591e-02 -4.72549069e-02  6.37824747e-03  1.40406714e-04
  2.18607460e-02  3.97432788e-03 -4.84577432e-03 -1.42577978e-03
 -3.07740713e-02 -4.56645466e-03 -8.70632632e-03  1.55927166e-02
 -2.42428294e-02 -4.51746710e-02  1.88110902e-02  1.31583383e-02
 -2.82378250e-02 -5.55891491e-03  2.43529487e-02  4.38537350e-03
  8.67869206e-03  2.21063459e-02 -1.13042230e-02 -3.36014963e-03
 -9.83300058e-03  1.10131179e-02  3.63001029e-03 -1.01483052e-02
  4.87949246e-02 -3.45941472e-02 -1.72078158e-02 -3.47887019e-02
 -1.25295768e-02 -8.44487062e-03 -1.61815839e-03  2.66336199e-02
  5.18800961e-02 -1.70747455e-02 -1.87263813e-02 -1.90437776e-03
  3.09777909e-02 -1.86627661e-03  9.98546336e-03 -1.50872790e-02
  2.84065110e-02 -1.12107820e-04 -4.33286347e-03 -4.84577432e-03
 -3.30961806e-02 -3.00843278e-02 -4.44167417e-03  1.33842251e-03
 -8.40913377e-03 -2.46350186e-03  1.33437633e-02 -1.15283018e-02
  1.12562765e-02  2.72050163e-02  5.91026079e-02  5.81088447e-02
 -2.50864469e-02 -2.81887995e-03  1.72775562e-02  3.93722493e-02
  2.25198711e-02 -1.85430323e-02  2.07065243e-02  1.09968002e-02
 -3.60664474e-03 -9.78511606e-03 -1.51842397e-02 -6.43930167e-04
  6.54169715e-03  2.43394683e-04 -2.01316875e-02 -2.53743465e-02
  2.85779150e-03 -3.48496486e-03 -3.92605423e-04 -4.57875169e-04
  4.97062847e-03  8.02616331e-04 -3.13800105e-06  2.14036199e-03
  9.93469515e-03 -2.61839317e-02  7.43614028e-03 -4.05951068e-02
  6.62678647e-03 -1.22057822e-02 -7.19527017e-03  2.54543225e-02
 -1.27240285e-02 -8.60063755e-03 -7.54882139e-03 -2.81349445e-02
  2.35179613e-02  2.69840962e-02  3.38924466e-02 -3.04084231e-03
 -1.45970974e-02 -4.13079885e-03  2.78491835e-02 -8.61869222e-03
  3.97596086e-03 -2.85240682e-02  5.88321302e-03  5.32878550e-03
  2.37150518e-02  1.18095827e-02  8.74489780e-03 -1.68978898e-02
 -7.22885124e-03 -3.10044849e-02  4.70224893e-02  3.24578398e-05
 -4.02034064e-03 -7.27784321e-03 -1.25504620e-02 -4.08818663e-02
 -8.73109819e-03  1.82821758e-02 -2.56183614e-02  2.76001021e-02
  1.20444466e-02  2.08644104e-02  4.79642333e-03 -2.32354579e-02
 -1.47835569e-02 -6.97382676e-03 -2.18974114e-02  1.56432866e-02
  2.36846274e-02  3.01259866e-02  6.77558630e-03  3.99546611e-03
  1.62489920e-02 -1.27041132e-02  2.26204291e-03 -7.92853022e-03
 -1.25172127e-02  2.11130600e-02 -4.43934042e-03  1.35023228e-02
  3.59123038e-02  1.76451743e-02 -2.58691924e-03]
[3.43363731e-15]

#Predict the response in the train
y_train_pred_4 = model_4.predict(X_train_scaled)
#Inverse transformation of predicted values
y_train_pred_4 = pd.Series(boxcox.inverse_transform(y_train_pred_4.reshape(-1, 1)).reshape(-1))

from sklearn.metrics import root_mean_squared_error, mean_absolute_percentage_error, r2_score
#The root mean squared error
print(f'RMSE: {root_mean_squared_error(y_train, y_train_pred_4):.3f}')
#MAPE
print(f'MAPE: {mean_absolute_percentage_error(y_train, y_train_pred_4) * 100:.3f}')
#The coefficient of determination
print(f'R2: {r2_score(y_train, y_train_pred_4):.3f}')

RMSE: 31614.136
MAPE: 9.082
R2: 0.842

#Predict the response in the test - model 4
y_test_pred_4 = model_4.predict(X_test_scaled)
#Inverse transformation of predicted values
y_test_pred_4 = pd.Series(boxcox.inverse_transform(y_test_pred_4.reshape(-1, 1)).reshape(-1),
                          index = test.index)

#Absolute error
abs_err_4 = abs(test['SalePrice'] - y_test_pred_4)

#RMSE, MAPE, MAE, and median, sd, IQR, max, min of absolute errors
from scipy.stats import iqr
models_comp = pd.concat([models_comp,
                         pd.DataFrame({'RMSE': root_mean_squared_error(test['SalePrice'], y_test_pred_4),
                                       'MAPE': mean_absolute_percentage_error(test['SalePrice'], y_test_pred_4) * 100,
                                       'MAE': abs_err_4.mean(),
                                       'Median of AbsErrors': abs_err_4.median(),
                                       'SD of AbsErrors': abs_err_4.std(),
                                       'IQR of AbsErrors': iqr(abs_err_4),
                                       'Min of AbsErrors': abs_err_4.min(),
                                       'Max of AbsErrors': abs_err_4.max()},
                                      index = ['Ridge Regression - Box Cox'])])
models_comp

#Plot actual vs. prediction - Test
plt.scatter(test['SalePrice'], y_test_pred_4, c = 'black', alpha = 0.7)
plt.xlabel('Actual')
plt.ylabel('Prediction')
plt.title('Actual vs. Prediction - Ridge regression - Box Cox')
#Add 45 degree line
xp = np.linspace(test['SalePrice'].min() - 0.2, test['SalePrice'].max() + 0.2, 100)
plt.plot(xp, xp, c = 'red', linewidth = 3)
plt.show()

#Implement Lasso regression w/o hyperparameter tuning - model 5
from sklearn.linear_model import Lasso
#Create Lasso regression model
model_5 = Lasso(alpha = 0.1)
#Fit the Lasso regressor on the train
model_5.fit(X_train_scaled, trans_y_train)
#Lasso regression coefficients
print(model_5.coef_)
print(model_5.intercept_)

[ 0.          0.          0.1110084   0.10920339  0.          0.
  0.         -0.          0.12121451  0.          0.         -0.
  0.30712137  0.          0.          0.          0.          0.
 -0.          0.          0.08263526  0.          0.18869221  0.
  0.          0.         -0.          0.          0.         -0.
  0.          0.         -0.         -0.00696611 -0.          0.
  0.          0.         -0.          0.         -0.         -0.
 -0.          0.02457954 -0.00503136 -0.         -0.          0.
 -0.         -0.          0.          0.         -0.          0.
 -0.         -0.         -0.          0.          0.          0.
  0.         -0.         -0.         -0.         -0.         -0.
  0.          0.          0.00167869 -0.         -0.         -0.
  0.          0.         -0.         -0.          0.         -0.
 -0.         -0.         -0.         -0.         -0.          0.
 -0.          0.         -0.         -0.         -0.          0.
  0.02320223  0.01147055 -0.          0.          0.          0.
  0.         -0.          0.          0.          0.          0.
 -0.         -0.          0.          0.         -0.         -0.
 -0.         -0.          0.          0.         -0.         -0.
 -0.          0.          0.         -0.          0.         -0.02248484
  0.         -0.         -0.          0.01828533 -0.         -0.
  0.         -0.          0.          0.          0.          0.
 -0.         -0.          0.02587214 -0.         -0.         -0.
  0.          0.          0.          0.         -0.         -0.
 -0.         -0.          0.04384523  0.         -0.         -0.
  0.         -0.03398466 -0.          0.         -0.          0.
  0.          0.          0.         -0.         -0.          0.
 -0.          0.          0.          0.          0.         -0.
  0.         -0.         -0.         -0.         -0.          0.
 -0.         -0.          0.          0.         -0.        ]
[3.49066264e-15]

#K-fold cross validation to choose the best model
from sklearn.model_selection import cross_val_score

cv_errors = np.zeros(shape = len(alpha_grid)) #to save cv results

import time #to measure the processing time
start_time = time.time()

#K-fold cross validation
for i in range(len(alpha_grid)):
    lasso = Lasso(alpha = alpha_grid[i])
    scores = cross_val_score(estimator = lasso,
                             X = X_train_scaled,
                             y = trans_y_train,
                             scoring = 'neg_root_mean_squared_error',
                             cv = 12, n_jobs = -1)
    cv_errors[i] = scores.mean()

end_time = time.time()
print(f'The Processing time is: {end_time - start_time} seconds')

The Processing time is: 23.23290252685547 seconds

#Best alpha
best_alpha = alpha_grid[np.argmax(cv_errors)]
print(best_alpha)

0.007054802310718645

#Lasso regression w/ Box Cox transformation - model 5
from sklearn.linear_model import Lasso
#Create lasso regression model
model_5 = Lasso(alpha = best_alpha)
#Fit the lasso regressor on the train
model_5.fit(X_train_scaled, trans_y_train)
#Lasso regression coefficinets
print(model_5.coef_)
print(model_5.intercept_)

[-0.00000000e+00  2.76532357e-02  4.78196763e-02  6.58523118e-02
  0.00000000e+00  0.00000000e+00  4.41762815e-03 -0.00000000e+00
  4.61908758e-02  4.81712056e-02  0.00000000e+00 -2.33307033e-03
  2.45556954e-01  5.08715164e-02  3.72897682e-03  6.20122343e-02
  2.55141876e-02  0.00000000e+00 -4.14623421e-02  3.86652413e-02
  4.92101508e-02  0.00000000e+00  1.27219963e-01  0.00000000e+00
  3.09623219e-02  5.36469892e-03  0.00000000e+00  2.96981192e-03
  2.64687412e-02 -3.78168454e-03  0.00000000e+00  0.00000000e+00
 -7.51634375e-03 -5.46134755e-02 -0.00000000e+00 -0.00000000e+00
  9.51131654e-03  0.00000000e+00 -0.00000000e+00  0.00000000e+00
 -2.77193111e-02 -0.00000000e+00 -0.00000000e+00  0.00000000e+00
 -3.12507198e-02 -5.10861886e-02  9.99140252e-03  8.23812818e-03
 -2.98838647e-02 -0.00000000e+00  1.77208858e-02  2.12941158e-04
  0.00000000e+00  2.76925610e-02 -1.99791513e-03 -0.00000000e+00
 -0.00000000e+00  0.00000000e+00  0.00000000e+00  0.00000000e+00
  6.01795128e-02 -3.04736214e-02 -5.36502753e-03 -2.75075149e-02
 -2.58608421e-03  0.00000000e+00 -0.00000000e+00  1.82557255e-02
  6.98434189e-02 -1.42767251e-02 -1.17275372e-02  0.00000000e+00
  3.90658762e-02  0.00000000e+00  1.29788926e-02 -6.04006570e-03
  3.65060979e-02  0.00000000e+00 -0.00000000e+00 -0.00000000e+00
 -4.58910642e-02 -4.06803885e-02  0.00000000e+00 -0.00000000e+00
 -5.29724630e-03  0.00000000e+00  0.00000000e+00  0.00000000e+00
  2.88867819e-02  5.08325215e-02  9.65838459e-02  8.40782110e-02
 -1.81713482e-02 -0.00000000e+00  2.68371379e-02  4.77518402e-02
  2.42139266e-02 -1.68486753e-02  1.01464745e-02  5.93986666e-03
 -0.00000000e+00 -5.08182199e-03 -5.17796091e-03 -0.00000000e+00
  0.00000000e+00  0.00000000e+00 -1.15839719e-02 -2.59298194e-02
  0.00000000e+00 -0.00000000e+00  0.00000000e+00  0.00000000e+00
  0.00000000e+00 -0.00000000e+00  0.00000000e+00 -0.00000000e+00
  0.00000000e+00 -2.72215394e-02 -0.00000000e+00 -4.94855622e-02
  2.89004027e-03 -7.25115973e-03 -0.00000000e+00  2.35051698e-02
 -7.69023153e-03 -0.00000000e+00 -0.00000000e+00 -6.63729739e-03
  2.89478341e-02  3.61844916e-02  4.22103743e-02  0.00000000e+00
 -1.19893708e-03 -0.00000000e+00  1.70049916e-02 -3.09527209e-03
  0.00000000e+00 -3.97895911e-02  0.00000000e+00  0.00000000e+00
  1.37142632e-02  5.44061462e-03  3.74395530e-03 -6.16871502e-03
 -0.00000000e+00 -2.64919788e-02  5.55630534e-02 -0.00000000e+00
 -0.00000000e+00 -0.00000000e+00 -2.59277045e-03 -1.99985746e-02
 -0.00000000e+00  2.73553033e-02 -2.74766794e-02  9.81931740e-03
  0.00000000e+00  1.21907071e-02 -0.00000000e+00 -1.18783272e-02
 -1.25820323e-02 -0.00000000e+00 -1.38167151e-02  4.36886200e-04
  2.30331804e-02  2.46460787e-02  1.60105065e-03  0.00000000e+00
  6.26931789e-03 -8.17430790e-03  0.00000000e+00 -2.27852512e-03
 -0.00000000e+00  4.52267013e-02 -0.00000000e+00  1.53030833e-02
  4.34809371e-02  0.00000000e+00 -0.00000000e+00]
[3.47559285e-15]

#Predict the response in the train
y_train_pred_5 = model_5.predict(X_train_scaled)
#Inverse transformation of predicted values
y_train_pred_5 = pd.Series(boxcox.inverse_transform(y_train_pred_5.reshape(-1, 1)).reshape(-1))

from sklearn.metrics import root_mean_squared_error, mean_absolute_percentage_error, r2_score
#The root mean squared error
print(f'RMSE: {root_mean_squared_error(y_train, y_train_pred_5):.3f}')
#MAPE
print(f'MAPE: {mean_absolute_percentage_error(y_train, y_train_pred_5) * 100:.3f}')
#The coefficinet of determination
print(f'R2: {r2_score(y_train, y_train_pred_5):.3f}')

RMSE: 31295.548
MAPE: 9.003
R2: 0.845

#Predict the response in the test - model 5
y_test_pred_5 = model_5.predict(X_test_scaled)
#Inverse transformation of predicted values
y_test_pred_5 = pd.Series(boxcox.inverse_transform(y_test_pred_5.reshape(-1, 1)).reshape(-1),
                          index = test.index)

#Absolute error
abs_err_5 = abs(test['SalePrice'] - y_test_pred_5)

#RMSE, MAPE, MAE, and median, sd, IQR, max, min of absolute errors
from scipy.stats import iqr
models_comp = pd.concat([models_comp,
                         pd.DataFrame({'RMSE': root_mean_squared_error(test['SalePrice'], y_test_pred_5),
                                       'MAPE': mean_absolute_percentage_error(test['SalePrice'], y_test_pred_5) * 100,
                                       'MAE': abs_err_5.mean(),
                                       'Median of AbsErrors': abs_err_5.median(),
                                       'SD of AbsErrors': abs_err_5.std(),
                                       'IQR of AbsErrors': iqr(abs_err_5),
                                       'Min of AbsErrors': abs_err_5.min(),
                                       'Max of AbsErrors': abs_err_5.max()}, 
                                     index = ['Lasso Regression - Box Cox'])])
models_comp

#Plot actual vs. prediction - Test
plt.scatter(test['SalePrice'], y_test_pred_5, c = 'black', alpha = 0.7)
plt.xlabel('Actual')
plt.ylabel('Prediction')
plt.title('Actual vs. Prediction - Lasso regression - Box Cox')
#Add 45 degree line
xp = np.linspace(test['SalePrice'].min() - 0.2, test['SalePrice'].max() + 0.2, 100)
plt.plot(xp, xp, c = 'red', linewidth = 3)
plt.show()

#Decision Tree - model 6
from sklearn.tree import DecisionTreeRegressor
#Post prunning approach
#Create decision tree model
model_6 = DecisionTreeRegressor(criterion = 'squared_error',
                                max_depth = 10,
                                min_samples_leaf = 5,
                                ccp_alpha = 0)
#Fit the decision tree regressor on the train
model_6.fit(X_train_scaled, trans_y_train)
#Plot the Tree
from sklearn.tree import plot_tree
plt.figure(figsize = (25, 20))
plot_tree(model_6, feature_names = X_train.columns)
plt.show()

#Post prunning
prunning_path = model_6.cost_complexity_pruning_path(X_train_scaled, trans_y_train)
prunning_path

{'ccp_alphas': array([0.00000000e+00, 2.32295221e-05, 5.70302336e-05, 6.18117700e-05,
        6.49185058e-05, 7.88602550e-05, 8.08607364e-05, 8.75982703e-05,
        9.57968327e-05, 1.04172857e-04, 1.23906788e-04, 1.25169660e-04,
        1.31026775e-04, 1.48611767e-04, 1.48707747e-04, 1.61666432e-04,
        1.67852652e-04, 1.69188799e-04, 1.70201597e-04, 1.83636389e-04,
        1.90215963e-04, 1.92345164e-04, 1.93567202e-04, 2.01792234e-04,
        2.07836870e-04, 2.08344488e-04, 2.08485368e-04, 2.09988934e-04,
        2.14603542e-04, 2.14631815e-04, 2.32706080e-04, 2.49503430e-04,
        2.58792464e-04, 2.61232745e-04, 2.66773941e-04, 2.67546011e-04,
        2.69455974e-04, 2.75211063e-04, 2.81059990e-04, 2.83739457e-04,
        3.11616287e-04, 3.19583442e-04, 3.20248017e-04, 3.29690649e-04,
        3.31791136e-04, 3.52909250e-04, 3.53902358e-04, 3.55505973e-04,
        3.84724542e-04, 3.86766510e-04, 4.02219319e-04, 4.07830778e-04,
        4.10996845e-04, 4.11443602e-04, 4.12712588e-04, 4.17199078e-04,
        4.19652749e-04, 4.24727936e-04, 4.26003853e-04, 4.33520042e-04,
        4.40733393e-04, 4.45159166e-04, 4.56239047e-04, 4.68048316e-04,
        4.78555837e-04, 4.78832536e-04, 4.81451040e-04, 4.88490283e-04,
        5.08783838e-04, 5.11983846e-04, 5.17051150e-04, 5.22939451e-04,
        5.31125965e-04, 5.45948072e-04, 5.64905076e-04, 5.73122328e-04,
        5.85168997e-04, 5.85471100e-04, 5.90704220e-04, 5.97746654e-04,
        6.12568941e-04, 6.14807227e-04, 6.28476031e-04, 6.53226592e-04,
        6.72454592e-04, 6.74646436e-04, 6.82196188e-04, 6.82993984e-04,
        6.84228883e-04, 7.08014804e-04, 7.09997200e-04, 7.11906492e-04,
        7.23504235e-04, 7.51701501e-04, 7.52801419e-04, 8.15012379e-04,
        8.21449373e-04, 8.31243147e-04, 1.01429791e-03, 1.05137532e-03,
        1.06640737e-03, 1.08785001e-03, 1.08904426e-03, 1.11989529e-03,
        1.12187839e-03, 1.13122524e-03, 1.17438654e-03, 1.18387432e-03,
        1.20317666e-03, 1.20895264e-03, 1.25804829e-03, 1.37838896e-03,
        1.38641504e-03, 1.40924526e-03, 1.41376978e-03, 1.48212114e-03,
        1.48239924e-03, 1.62461645e-03, 1.69997497e-03, 1.70497794e-03,
        1.83279016e-03, 1.86329163e-03, 1.89362218e-03, 1.95459072e-03,
        2.12861387e-03, 2.25079464e-03, 2.32971084e-03, 2.42187577e-03,
        2.56551310e-03, 2.60555733e-03, 2.65068738e-03, 2.70654904e-03,
        2.77753522e-03, 2.83256517e-03, 2.86613548e-03, 3.00793967e-03,
        3.06245055e-03, 3.18541272e-03, 3.42649850e-03, 4.17211401e-03,
        4.34558958e-03, 4.41615369e-03, 4.47204022e-03, 4.77224777e-03,
        5.67088827e-03, 6.25282434e-03, 7.89109031e-03, 8.01023858e-03,
        8.19506416e-03, 1.22797859e-02, 1.31209830e-02, 1.42188304e-02,
        1.56695294e-02, 1.68915142e-02, 1.70892874e-02, 3.63826357e-02,
        5.36634672e-02, 6.94676369e-02, 1.28406429e-01, 3.76757800e-01]),
 'impurities': array([0.06766693, 0.06769016, 0.06774719, 0.067809  , 0.06787392,
        0.06795278, 0.0681145 , 0.0682021 , 0.0682979 , 0.06850625,
        0.06863015, 0.06875532, 0.06888635, 0.06903496, 0.06918367,
        0.06934533, 0.06951319, 0.06968238, 0.06985258, 0.07003621,
        0.07022643, 0.07041878, 0.07061234, 0.07081413, 0.07102197,
        0.07123032, 0.0714388 , 0.07164879, 0.07186339, 0.07207803,
        0.07231073, 0.07256024, 0.07281903, 0.07308026, 0.07334703,
        0.07361458, 0.07388404, 0.07415925, 0.07444031, 0.07472405,
        0.07503566, 0.07535525, 0.07567549, 0.07600519, 0.07633698,
        0.07668989, 0.07704379, 0.07739929, 0.07778402, 0.07817079,
        0.078573  , 0.07898084, 0.07939183, 0.07980328, 0.08021599,
        0.08063319, 0.08105284, 0.08147757, 0.08190357, 0.08233709,
        0.08277783, 0.08322298, 0.08367922, 0.08414727, 0.08462583,
        0.08510466, 0.08558611, 0.0860746 , 0.08658339, 0.08709537,
        0.08761242, 0.08813536, 0.08866649, 0.08921243, 0.08977734,
        0.09035046, 0.09093563, 0.0915211 , 0.09211181, 0.09270955,
        0.09332212, 0.09393693, 0.0945654 , 0.09521863, 0.09589109,
        0.09724038, 0.09792257, 0.09860557, 0.0992898 , 0.09999781,
        0.10070781, 0.10141972, 0.10214322, 0.10289492, 0.10440052,
        0.10521554, 0.10603699, 0.10686823, 0.10788253, 0.1089339 ,
        0.11000031, 0.11108816, 0.1121772 , 0.1132971 , 0.11441898,
        0.1155502 , 0.11672459, 0.11790846, 0.11911164, 0.12032059,
        0.12157864, 0.12295703, 0.12434345, 0.12575269, 0.12716646,
        0.12864858, 0.13013098, 0.13338021, 0.13508019, 0.13678517,
        0.13861796, 0.14048125, 0.14237487, 0.14432946, 0.14645808,
        0.14870887, 0.15103858, 0.15346046, 0.15602597, 0.15863153,
        0.16128221, 0.16669531, 0.16947285, 0.17230541, 0.17517155,
        0.17817949, 0.18124194, 0.18442735, 0.18785385, 0.19202596,
        0.19637155, 0.20078771, 0.20525975, 0.210032  , 0.21570288,
        0.22195571, 0.2298468 , 0.23785704, 0.2460521 , 0.25833189,
        0.27145287, 0.2856717 , 0.30134123, 0.31823274, 0.33532203,
        0.37170467, 0.42536813, 0.49483577, 0.6232422 , 1.        ])}

#Grid
alpha_grid = prunning_path['ccp_alphas']

#K-fold cross validation to choose the best model
from sklearn.model_selection import cross_val_score

cv_errors = np.zeros(shape = len(alpha_grid)) #to save cv results

import time #to measure the processing time
start_time = time.time()
for i in range(len(alpha_grid)):
    tree_reg = DecisionTreeRegressor(criterion = 'squared_error',
                                     max_depth = 10,
                                     min_samples_leaf = 5,
                                     ccp_alpha = alpha_grid[i])
    scores = cross_val_score(estimator = tree_reg,
                             X = X_train_scaled,
                             y = trans_y_train,
                             scoring = 'neg_root_mean_squared_error',
                             cv = 5, n_jobs = -1)
    cv_errors[i] = scores.mean()

end_time = time.time()
print(f'The Processing time is: {end_time - start_time} seconds')

The Processing time is: 29.707626819610596 seconds

#Best alpha
best_alpha = alpha_grid[np.argmax(cv_errors)]
print(best_alpha)

0.0011743865352135709

#Best model
#Create decision tree model - model 6
model_6 = DecisionTreeRegressor(criterion = 'squared_error',
                                max_depth = 10,
                                min_samples_leaf = 5,
                                ccp_alpha = best_alpha)
#Fit the decision tree regressor on the train
model_6.fit(X_train_scaled, trans_y_train)
#Plot the Tree
from sklearn.tree import plot_tree
plt.figure(figsize = (25, 20))
plot_tree(model_6, feature_names = X_train.columns)
plt.show()

#Predict the response in the train
y_train_pred_6 = model_6.predict(X_train_scaled)
#Invesre transformation of predicted values
y_train_pred_6 = pd.Series(boxcox.inverse_transform(y_train_pred_6.reshape(-1, 1)).reshape(-1))

from sklearn.metrics import root_mean_squared_error, mean_absolute_percentage_error, r2_score
#The root mean squared error
print(f'RMSE: {root_mean_squared_error(y_train, y_train_pred_6):.3f}')
#MAPE
print(f'MAPE: {mean_absolute_percentage_error(y_train, y_train_pred_6) * 100:.3f}')
#The coefficient of determination
print(f'R2: {r2_score(y_train, y_train_pred_6):.3f}')

RMSE: 27780.208
MAPE: 10.355
R2: 0.878

#Predict the response in the test - model 6
y_test_pred_6 = model_6.predict(X_test_scaled)
#Inverse transformation of predicted values
y_test_pred_6 = pd.Series(boxcox.inverse_transform(y_test_pred_6.reshape(-1, 1)).reshape(-1),
                          index = test.index)

#Absolute error
abs_err_6 = abs(test['SalePrice'] - y_test_pred_6)

#RMSE, MAPE, MAE, and median, sd, IQR, max, min of absolute errors
from scipy.stats import iqr
models_comp = pd.concat([models_comp,
                         pd.DataFrame({'RMSE': root_mean_squared_error(test['SalePrice'], y_test_pred_6),
                                       'MAPE': mean_absolute_percentage_error(test['SalePrice'], y_test_pred_6) * 100,
                                       'MAE': abs_err_6.mean(),
                                       'Median of AbsErrors': abs_err_6.median(),
                                       'SD of AbsErrors': abs_err_6.std(),
                                       'IQR of AbsErrors': iqr(abs_err_6),
                                       'Min of AbsErrors': abs_err_6.min(),
                                       'Max of AbsErrors': abs_err_6.max()},
                                      index = ['Decision Tree - Box Cox'])])
models_comp

#Actual vs. Prediction
plt.scatter(x = test['SalePrice'], y = y_test_pred_6, c = 'black', alpha = 0.7)
plt.xlabel('Actual')
plt.ylabel('Prediction')
plt.title('Actual vs. Prediction - Decision Tree - Box Cox')

#Add 45 degree line
xp = np.linspace(test['SalePrice'].min() - 0.2, test['SalePrice'].max() + 0.2, 100)
plt.plot(xp, xp, c = 'red', linewidth = 3)
plt.show()

#Sample Random Forest model (not tuned) - model 7
from sklearn.ensemble import RandomForestRegressor
#Create random forest model
model_7 = RandomForestRegressor(n_estimators = 100,
                                max_features = 4,
                                criterion = 'squared_error',
                                max_depth = 15,
                                min_samples_leaf = 10,
                                ccp_alpha = 0,
                                random_state = 123)
#Fit the random forest regressor on the train
model_7.fit(X_train_scaled, trans_y_train.flatten())

#Predict the response in the train
y_train_pred_7 = model_7.predict(X_train_scaled)
#Inverse transformation of predicted values
y_train_pred_7 = pd.Series(boxcox.inverse_transform(y_train_pred_7.reshape(-1, 1)).reshape(-1))

from sklearn.metrics import root_mean_squared_error, mean_absolute_percentage_error, r2_score
#The root mean squared error
print(f'RMSE: {root_mean_squared_error(y_train, y_train_pred_7):.3f}')
#MAPE
print(f'MAPE: {mean_absolute_percentage_error(y_train, y_train_pred_7) * 100:.3f}')
#The coefficinet of determination
print(f'R2: {r2_score(y_train, y_train_pred_7):.3f}')

RMSE: 45758.846
MAPE: 13.879
R2: 0.670

#Create hyper-parameters grid
import itertools
n_estimators = [100, 200, 300]
max_features = ['sqrt', 'log2', None] #If None or 1.0, then max_features = n_features
max_depth = [2, 5, 10]
min_samples_leaf = [5, 10, 15]
params_grid = list(itertools.product(n_estimators, max_features, max_depth, min_samples_leaf))
params_grid = pd.DataFrame(data = params_grid,
                           index = range(1, len(params_grid) + 1),
                           columns = ['n_estimators',
                                      'max_features',
                                      'max_depth',
                                      'min_samples_leaf'])
params_grid

#K-fold cross validation to choose the best model
from sklearn.model_selection import cross_val_score

import time #to measure the processing time
start_time = time.time()
cv_errors = np.zeros(shape = len(params_grid)) #to save cv results
for i in range(len(params_grid)):
    rf_reg = RandomForestRegressor(n_estimators = params_grid.iloc[i, 0],
                                   max_features = params_grid.iloc[i, 1],
                                   criterion = 'squared_error',
                                   max_depth = params_grid.iloc[i, 2],
                                   min_samples_leaf = params_grid.iloc[i, 3],
                                   ccp_alpha = 0)
    scores = cross_val_score(estimator = rf_reg,
                             X = X_train_scaled,
                             y = trans_y_train.flatten(),
                             scoring = 'neg_root_mean_squared_error',
                             cv = 5, n_jobs = -1)
    cv_errors[i] = scores.mean()

end_time = time.time()
print(f'The Processing time is: {end_time - start_time} seconds')

The Processing time is: 125.64390993118286 seconds

#Best model
params_grid.iloc[np.argmax(cv_errors), :]

n_estimators         200
max_features        None
max_depth             10
min_samples_leaf       5
Name: 52, dtype: object

#Create random forest model - model 7
model_7 = RandomForestRegressor(n_estimators = params_grid.iloc[np.argmax(cv_errors), 0],
                                max_features = params_grid.iloc[np.argmax(cv_errors), 1],
                                criterion = 'squared_error',
                                max_depth = params_grid.iloc[np.argmax(cv_errors), 2],
                                min_samples_leaf = params_grid.iloc[np.argmax(cv_errors), 3],
                                ccp_alpha = 0,
                                random_state = 123)
#Fit the random forest regressor om the train
model_7.fit(X_train_scaled, trans_y_train.flatten())

#Predict the response in the train
y_train_pred_7 = model_7.predict(X_train_scaled)
#Inverse transformation of predicted values
y_train_pred_7 = pd.Series(boxcox.inverse_transform(y_train_pred_7.reshape(-1, 1)).reshape(-1))

from sklearn.metrics import root_mean_squared_error, mean_absolute_percentage_error, r2_score
#The root mean squared error
print(f'RMSE: {root_mean_squared_error(y_train, y_train_pred_7):.3f}')
#MAPE
print(f'MAPE: {mean_absolute_percentage_error(y_train, y_train_pred_7) * 100:.3f}')
#The coefficient of determination
print(f'R2: {r2_score(y_train, y_train_pred_7):.3f}')

RMSE: 21774.288
MAPE: 6.629
R2: 0.925

#Calculate variable importance
importance = pd.DataFrame({'importance': model_7.feature_importances_ * 100},
                          index = X_train.columns)
importance.sort_values(by = 'importance', axis = 0, ascending = True, inplace = True)
importance.tail(10)

#Predict the response in the test - model 7
y_test_pred_7 = model_7.predict(X_test_scaled)
#Inverse transformation of predicted values
y_test_pred_7 = pd.Series(boxcox.inverse_transform(y_test_pred_7.reshape(-1, 1)).reshape(-1),
                          index = test.index)

#Absolute error
abs_err_7 = abs(test['SalePrice'] - y_test_pred_7)

#RMSE, MAPE, MAE, and median, sd, IQR, max, min of absolute errors
from scipy.stats import iqr
models_comp = pd.concat([models_comp, 
                         pd.DataFrame({'RMSE': root_mean_squared_error(test['SalePrice'], y_test_pred_7),
                                       'MAPE': mean_absolute_percentage_error(test['SalePrice'], y_test_pred_7) * 100,
                                       'MAE': abs_err_7.mean(),
                                       'Median of AbsErrors': abs_err_7.median(),
                                       'SD of AbsErrors': abs_err_7.std(),
                                       'IQR of AbsErrros': iqr(abs_err_7),
                                       'Min of AbsErrros': abs_err_7.min(),
                                       'Max of AbsErrors': abs_err_7.max()},
                                      index = ['Random Forest - Box Cox'])])
models_comp

#Actual vs. Prediction
plt.scatter(x = test['SalePrice'], y = y_test_pred_7, c = 'black', alpha = 0.7)
plt.xlabel('Actual')
plt.ylabel('Prediction')
plt.title('Actual vs. Prediction - Random Forest - Box Cox')

#Add 45 degree line
xp = np.linspace(test['SalePrice'].min() - 0.2, test['SalePrice'].max() + 0.2, 100)
plt.plot(xp, xp, c = 'red', linewidth = 3)
plt.show()

#SGB Regressor (not tuned) - model 8
from sklearn.ensemble import GradientBoostingRegressor
#Create SGB regressor model
model_8 = GradientBoostingRegressor(learning_rate = 0.1, #learning rate
                                    n_estimators = 100, #the total number of trees to fit
                                    subsample = 1.0, #the fraction of samples to be used,
                                                     #if <1, Stochastic GB
                                    max_depth = 1, #the maximum depth of each tree
                                    min_samples_leaf = 20, #the minimum number of observations in leaf nodes of each tree
                                    random_state = 123)
#Fit the SGB regressor on the train
model_8.fit(X_train_scaled, trans_y_train.flatten())

#Predict the response in the train
y_train_pred_8 = model_8.predict(X_train_scaled)
#Inverse transformation of predicted values
y_train_pred_8 = pd.Series(boxcox.inverse_transform(y_train_pred_8.reshape(-1, 1)).reshape(-1))

from sklearn.metrics import root_mean_squared_error, mean_absolute_percentage_error, r2_score
#The root mean squared error
print(f'RMSE: {root_mean_squared_error(y_train, y_train_pred_8):.3f}')
#MAPE
print(f'MAPE: {mean_absolute_percentage_error(y_train, y_train_pred_8) * 100:.3f}')
#The coefficient of determination
print(f'R2: {r2_score(y_train, y_train_pred_8):.3f}')

RMSE: 34162.554
MAPE: 11.061
R2: 0.816

#Grid
#K-Fold Cross Validation for Choosing Hyper-parameters
#Create Hyper-parameters grid
import itertools
learning_rate = [0.001, 0.01, 0.1]
n_estimators = [100, 200, 500]
subsample = [0.5, 0.8, 1]
max_depth = [1, 2, 5]
min_samples_leaf = [5, 10, 20]
params_grid = list(itertools.product(learning_rate, n_estimators, subsample, max_depth, min_samples_leaf))
params_grid = pd.DataFrame(data = params_grid, index = range(1, len(params_grid) + 1), columns = ['learning_rate',
                                                                                                  'n_estimators',
                                                                                                  'subsample',
                                                                                                  'max_depth', 
                                                                                                  'min_samples_leaf'])
params_grid

#K-fold cross validation to choose the best model
from sklearn.model_selection import cross_val_score

#Save cv results
cv_errors = np.zeros(shape = len(params_grid))

import time #to measure the processing time
start_time = time.time()
for i in range(len(params_grid)):
    gb_reg = GradientBoostingRegressor(learning_rate = params_grid.iloc[i, 0],
                                       n_estimators = params_grid.iloc[i, 1],
                                       subsample = params_grid.iloc[i, 2],
                                       max_depth = params_grid.iloc[i, 3],
                                       min_samples_leaf = params_grid.iloc[i, 4])
    scores = cross_val_score(estimator = gb_reg,
                             X = X_train_scaled,
                             y = trans_y_train.flatten(),
                             scoring = 'neg_root_mean_squared_error',
                             cv = 5, n_jobs = -1)
    cv_errors[i] = scores.mean()

end_time = time.time()
print(f'The Processing time is: {end_time - start_time} seconds')

The Processing time is: 691.3464777469635 seconds

#Best model
params_grid.iloc[np.argmax(cv_errors)]

learning_rate         0.1
n_estimators        500.0
subsample             0.8
max_depth             2.0
min_samples_leaf     20.0
Name: 231, dtype: float64

#SGB Regressor (tuned) - model 8
from sklearn.ensemble import GradientBoostingRegressor
#Create SGB regressor model
model_8 = GradientBoostingRegressor(learning_rate = params_grid.iloc[np.argmax(cv_errors), 0],
                                    n_estimators = params_grid.iloc[np.argmax(cv_errors), 1],
                                    subsample = params_grid.iloc[np.argmax(cv_errors), 2],
                                    max_depth = params_grid.iloc[np.argmax(cv_errors), 3],
                                    min_samples_leaf = params_grid.iloc[np.argmax(cv_errors), 4],
                                    random_state = 123)

#Fit the SGB regressor on the train
model_8.fit(X_train_scaled, trans_y_train.flatten())

#Predict the response in the train
y_train_pred_8 = model_8.predict(X_train_scaled)
#Inverse transformation of predicted values
y_train_pred_8 = pd.Series(boxcox.inverse_transform(y_train_pred_8.reshape(-1, 1)).reshape(-1))

from sklearn.metrics import root_mean_squared_error, mean_absolute_percentage_error, r2_score
#The root mean squared error
print(f'RMSE: {root_mean_squared_error(y_train, y_train_pred_8):.3f}')
#MAPE
print(f'MAPE: {mean_absolute_percentage_error(y_train, y_train_pred_8) * 100:.3f}')
#The coefficient of determination
print(f'R2: {r2_score(y_train, y_train_pred_8):.3f}')

RMSE: 16006.387
MAPE: 6.074
R2: 0.960

#Predict the response in the test - model 8
y_test_pred_8 = model_8.predict(X_test_scaled)
#Inverse transformation of predicted values
y_test_pred_8 = pd.Series(boxcox.inverse_transform(y_test_pred_8.reshape(-1, 1)).reshape(-1),
                          index = test.index)

#Absolute error
abs_err_8 = abs(test['SalePrice'] - y_test_pred_8)

#RMSE, MAPE, MAE, and median, sd, IQR, max, min of absolute errors
from scipy.stats import iqr
models_comp = pd.concat([models_comp,
                         pd.DataFrame({'RMSE': root_mean_squared_error(test['SalePrice'], y_test_pred_8),
                                       'MAPE': mean_absolute_percentage_error(test['SalePrice'], y_test_pred_8) * 100,
                                       'MAE': abs_err_8.mean(),
                                       'Median of AbsErrors': abs_err_8.median(),
                                       'SD of AbsErrors': abs_err_8.std(),
                                       'IQR of AbsErrors': iqr(abs_err_8),
                                       'Min of AbsErrors': abs_err_8.min(),
                                       'Max of AbsErrors': abs_err_8.max()},
                                      index = ['SGB Regressor - Box Cox'])])
models_comp

#Actual vs. Prediction
plt.scatter(x = test['SalePrice'], y = y_test_pred_8, c = 'black', alpha = 0.7)
plt.xlabel('Actual')
plt.ylabel('Prediction')
plt.title('Actual vs. Prediction - Stochastic Gradient Boost')

#Add 45 degree line
xp = np.linspace(test['SalePrice'].min() - 0.2, test['SalePrice'].max() + 0.2, 100)
plt.plot(xp, xp, c = 'red', linewidth = 3)
plt.show()

#PCA (Principal Components Analysis)
from sklearn.decomposition import PCA
pca = PCA()
pca_model = pca.fit(X_train_scaled)

#Explaind variance percentage - Cumulative explained variance percentage
pca_results = pd.DataFrame({'Explained Variance Percentage': pca_model.explained_variance_ratio_ * 100,
                            'Cumulative explained Variance Percentage': np.cumsum(np.round(pca_model.explained_variance_ratio_ * 100, 1))})
pca_results.sort_values('Cumulative explained Variance Percentage', ascending = False, inplace = True)
pca_results

#Principal axes in feature space
print(pca_model.components_.shape)
print(pca_model.components_)

(179, 179)
[[ 6.81641176e-02  3.25149190e-02  2.10448359e-01 ... -5.30191303e-02
   1.11467167e-01 -1.89812935e-02]
 [ 1.18195755e-01  1.25384390e-01  5.07984832e-02 ...  4.74680150e-02
  -6.65079762e-02  8.13430487e-03]
 [ 1.43244977e-01  1.13855846e-01 -1.05116045e-01 ...  4.28303703e-02
  -5.73444933e-02  1.55230331e-02]
 ...
 [-3.22359114e-16  5.31921132e-16  5.29533297e-16 ... -1.80411242e-16
   2.91433544e-16  4.16333634e-17]
 [ 0.00000000e+00 -3.36536354e-16 -1.57906901e-16 ...  4.16333634e-17
   4.30211422e-16 -1.17961196e-16]
 [ 0.00000000e+00 -2.58473798e-16 -9.10197117e-17 ...  1.38777878e-16
   2.42861287e-17  6.24500451e-17]]

#Transform data into new dimensions
X_train_pca = pca_model.transform(X_train_scaled)
X_train_pca.shape

(1168, 179)

#K-fold cross validation to choose the best model
from sklearn.model_selection import cross_val_score
from sklearn.linear_model import LinearRegression

cv_errors = np.zeros(shape = X_train_pca.shape[1]) #to save cv results

import time #to measure the processing time
start_time = time.time()

for i in range(X_train_pca.shape[1]):
    linear_reg = LinearRegression()
    scores = cross_val_score(estimator = linear_reg,
                             X = X_train_pca[:, : i + 1],
                             y = trans_y_train,
                             scoring = 'neg_root_mean_squared_error',
                             cv = 5, n_jobs = -1)
    cv_errors[i] = scores.mean()

end_time = time.time()
print(f'The Processing time is: {end_time - start_time} seconds')
cv_errors

The Processing time is: 14.613354206085205 seconds

array([-0.58172767, -0.55454029, -0.49127621, -0.48410675, -0.48063574,
       -0.43825759, -0.42980657, -0.4192332 , -0.41670678, -0.41626053,
       -0.4171069 , -0.417926  , -0.41388783, -0.41688007, -0.41581749,
       -0.41207699, -0.41279777, -0.41211885, -0.41317112, -0.40723465,
       -0.40780245, -0.40812831, -0.40805586, -0.4083742 , -0.40818528,
       -0.40758122, -0.407605  , -0.40683399, -0.4072595 , -0.40733225,
       -0.40814868, -0.40585181, -0.40720563, -0.4089835 , -0.40735674,
       -0.40750834, -0.4065422 , -0.40689263, -0.40477537, -0.4047005 ,
       -0.4052315 , -0.40555859, -0.40623409, -0.40732614, -0.40758334,
       -0.40907016, -0.40970125, -0.40874632, -0.40875091, -0.41048678,
       -0.41154194, -0.41009339, -0.41130764, -0.40570463, -0.40608241,
       -0.4065873 , -0.40828634, -0.40818626, -0.40878045, -0.40824717,
       -0.40880279, -0.40810099, -0.40840145, -0.40930304, -0.40918689,
       -0.4089962 , -0.41033782, -0.41058501, -0.41082199, -0.41052368,
       -0.4058928 , -0.40664862, -0.40673653, -0.40720023, -0.40800276,
       -0.40932166, -0.40915439, -0.40937192, -0.40847191, -0.4089022 ,
       -0.40914014, -0.41014434, -0.41029736, -0.41124392, -0.4121675 ,
       -0.41278362, -0.4132707 , -0.41375775, -0.41390953, -0.41567388,
       -0.41695379, -0.41785488, -0.41878259, -0.41834406, -0.41850718,
       -0.41771275, -0.41827539, -0.41863589, -0.41897711, -0.41892256,
       -0.42022041, -0.41786168, -0.41724762, -0.41770432, -0.41692017,
       -0.41334673, -0.41351763, -0.41124766, -0.41179964, -0.4117328 ,
       -0.41227063, -0.41073956, -0.41159931, -0.41198394, -0.41259058,
       -0.41343328, -0.41476988, -0.41446236, -0.41472587, -0.41479685,
       -0.41585686, -0.41666806, -0.4170063 , -0.41760358, -0.41868745,
       -0.41898783, -0.41662322, -0.41665158, -0.41687751, -0.41830347,
       -0.41880741, -0.42027709, -0.42183471, -0.42353199, -0.4230281 ,
       -0.42352211, -0.42291566, -0.42342796, -0.4227406 , -0.42282557,
       -0.42336379, -0.42300786, -0.42308501, -0.42264618, -0.42287983,
       -0.42344803, -0.42392824, -0.4242592 , -0.42280333, -0.42321427,
       -0.42274584, -0.42466603, -0.42328231, -0.42122096, -0.4178729 ,
       -0.41686231, -0.41432321, -0.41575897, -0.41606124, -0.4113675 ,
       -0.40828734, -0.40870869, -0.40918624, -0.40929855, -0.40977819,
       -0.40868703, -0.40912562, -0.40904242, -0.40916233, -0.40990291,
       -0.40986357, -0.41107087, -0.43347755, -0.4404996 , -4.19065877,
       -0.41885289, -0.41885289, -0.41885289, -0.41885289])

#Best number of components
components_number = np.argmax(cv_errors)
print(components_number)

39

#Correlation btw components
np.round(pd.DataFrame(X_train_pca[:, : components_number]).corr(), 3)

#Best model
from sklearn.linear_model import LinearRegression
linear_reg = LinearRegression()
model_9 = linear_reg.fit(X_train_pca[:, : components_number],
                         trans_y_train)

#Predict the response in the train
y_train_pred_9 = model_9.predict(X_train_pca[:, : components_number])
#Inverse transformation of predicted values
y_train_pred_9 = pd.Series(boxcox.inverse_transform(y_train_pred_9.reshape(-1, 1)).reshape(-1))

from sklearn.metrics import root_mean_squared_error, mean_absolute_percentage_error, r2_score
#The root mean squared error
print(f'RMSE: {root_mean_squared_error(y_train, y_train_pred_9):.3f}')
#MAPE
print(f'MAPE: {mean_absolute_percentage_error(y_train, y_train_pred_9) * 100:.3f}')
#The coefficinet of determination
print(f'R2: {r2_score(y_train, y_train_pred_9):.3f}')

RMSE: 39221.404
MAPE: 10.776
R2: 0.757

#Predict on test - model 9
#Transform data into new dimensions
X_test_pca = pca_model.transform(X_test_scaled)

#Prediction on test
y_test_pred_9 = model_9.predict(X_test_pca[:, : components_number])
y_test_pred_9 = pd.Series(boxcox.inverse_transform(y_test_pred_9.reshape(-1, 1)).reshape(-1),
                          index = test.index)

#Absolute error
abs_err_9 = abs(test['SalePrice'] - y_test_pred_9)

#RMSE, MAPE, MAE, and median, sd, IQR, max, min of absolute errors
from scipy.stats import iqr
models_comp = pd.concat([models_comp,
                         pd.DataFrame({'RMSE': root_mean_squared_error(test['SalePrice'], y_test_pred_9),
                                       'MAPE': mean_absolute_percentage_error(test['SalePrice'], y_test_pred_9) * 100,
                                       'MAE': abs_err_9.mean(),
                                       'Median of AbsErrors': abs_err_9.median(),
                                       'SD of AbsErrors': abs_err_9.std(),
                                       'IQR of AbsErrors': iqr(abs_err_9),
                                       'Min of AbsErrors': abs_err_9.min(),
                                       'Max of AbsErrors': abs_err_9.max()},
                                      index = ['LM - PCA - Box Cox'])])
models_comp

#Actual vs. Prediction
plt.scatter(x = test['SalePrice'], y = y_test_pred_9, c = 'black', alpha = 0.7)
plt.xlabel('Actual')
plt.ylabel('Prediction')
plt.title('Actual vs. Prediction - PCR')

#Add 45 degree line
xp = np.linspace(test['SalePrice'].min() - 0.2, test['SalePrice'].max() + 0.2, 100)
plt.plot(xp, xp, c = 'red', linewidth = 3)
plt.show()

#Decision Tree PCA - model 10
from sklearn.tree import DecisionTreeRegressor
#Post prunning approach
#Create decision tree model
model_10 = DecisionTreeRegressor(criterion = 'squared_error',
                                max_depth = 10,
                                min_samples_leaf = 5,
                                ccp_alpha = 0)
#Fit the decision tree regressor on the train
model_10.fit(X_train_pca[:, : components_number], trans_y_train)
#Plot the Tree
from sklearn.tree import plot_tree
plt.figure(figsize = (25, 20))
plot_tree(model_10, feature_names = range(1, components_number + 1))
plt.show()

#Post prunning
prunning_path = model_10.cost_complexity_pruning_path(X_train_pca[:, : components_number], trans_y_train)
prunning_path

{'ccp_alphas': array([0.00000000e+00, 3.02578503e-05, 5.39421097e-05, 6.86206115e-05,
        8.20778951e-05, 8.60321576e-05, 8.71709662e-05, 8.75255107e-05,
        8.83479730e-05, 9.33240096e-05, 1.01752075e-04, 1.04555883e-04,
        1.13099592e-04, 1.19920388e-04, 1.22941428e-04, 1.25283497e-04,
        1.26921862e-04, 1.32687055e-04, 1.37010295e-04, 1.37892380e-04,
        1.42583122e-04, 1.43931773e-04, 1.47396616e-04, 1.67339756e-04,
        1.69368905e-04, 1.69992661e-04, 1.72625672e-04, 1.72755770e-04,
        1.78835923e-04, 1.82989204e-04, 2.08079713e-04, 2.15580756e-04,
        2.31061053e-04, 2.31618258e-04, 2.36444189e-04, 2.38126909e-04,
        2.53333436e-04, 2.54407903e-04, 2.57054496e-04, 2.57892738e-04,
        2.58502671e-04, 2.61176143e-04, 2.66304283e-04, 2.68925467e-04,
        2.72234056e-04, 2.77170643e-04, 2.98228736e-04, 3.01949359e-04,
        3.12444697e-04, 3.13371350e-04, 3.27790833e-04, 3.33335680e-04,
        3.55040969e-04, 3.55586052e-04, 3.63975436e-04, 3.65129232e-04,
        3.70606034e-04, 3.86612272e-04, 3.89047654e-04, 3.97684678e-04,
        3.99678711e-04, 4.09508430e-04, 4.28995656e-04, 4.38447657e-04,
        4.41267667e-04, 4.53469702e-04, 5.05762607e-04, 5.32522751e-04,
        5.42429263e-04, 5.52373993e-04, 5.60595883e-04, 5.78048192e-04,
        5.88653080e-04, 5.94273737e-04, 5.95300772e-04, 6.04230189e-04,
        6.27214015e-04, 6.62943786e-04, 6.94824658e-04, 7.00705602e-04,
        7.01602802e-04, 7.41565711e-04, 7.54970340e-04, 7.58399150e-04,
        7.85178840e-04, 7.89521331e-04, 8.16193782e-04, 8.24267756e-04,
        8.26131372e-04, 8.35788892e-04, 8.65233961e-04, 8.76924894e-04,
        9.04869660e-04, 9.32173987e-04, 9.33154449e-04, 9.52797994e-04,
        9.85219010e-04, 1.04350764e-03, 1.05233861e-03, 1.07003930e-03,
        1.07645220e-03, 1.08081890e-03, 1.10563118e-03, 1.13509451e-03,
        1.14037148e-03, 1.19184095e-03, 1.22734733e-03, 1.22754121e-03,
        1.23806908e-03, 1.29142711e-03, 1.32049782e-03, 1.32865890e-03,
        1.40495566e-03, 1.42848090e-03, 1.54608660e-03, 1.58317922e-03,
        1.60658219e-03, 1.64419549e-03, 1.65529724e-03, 1.69557113e-03,
        1.89387314e-03, 1.92880070e-03, 1.96519493e-03, 1.99815807e-03,
        2.01629086e-03, 2.01948355e-03, 2.06039076e-03, 2.09142503e-03,
        2.09597837e-03, 2.21323941e-03, 2.30733863e-03, 2.39211294e-03,
        2.45833309e-03, 2.45922785e-03, 2.53693616e-03, 2.87420695e-03,
        3.07987482e-03, 3.28221656e-03, 3.43719322e-03, 3.53338229e-03,
        3.56290741e-03, 3.71755989e-03, 3.74168291e-03, 4.26045566e-03,
        4.73142268e-03, 5.22051245e-03, 5.32659842e-03, 5.42577215e-03,
        5.95000375e-03, 7.59502668e-03, 8.61939274e-03, 9.01483214e-03,
        9.75340204e-03, 1.36985553e-02, 1.54166976e-02, 1.88520267e-02,
        2.00321916e-02, 2.08165547e-02, 2.56036527e-02, 6.56850944e-02,
        9.69105965e-02, 4.74882530e-01]),
 'impurities': array([0.04955138, 0.04958164, 0.04963558, 0.04970421, 0.04978628,
        0.04987232, 0.04995949, 0.05004701, 0.05013536, 0.05022868,
        0.05033044, 0.05043499, 0.05054809, 0.05066801, 0.05079095,
        0.05091624, 0.05104316, 0.05117585, 0.05131286, 0.05145075,
        0.05159333, 0.05173726, 0.05188466, 0.052052  , 0.05222137,
        0.05239136, 0.05256399, 0.05273674, 0.05291558, 0.05309857,
        0.05330665, 0.05352223, 0.05375329, 0.05398491, 0.05422135,
        0.05445948, 0.05471281, 0.05496722, 0.05522427, 0.05548217,
        0.05574067, 0.05600185, 0.05626815, 0.05653708, 0.05680931,
        0.05708648, 0.05738471, 0.05768666, 0.0579991 , 0.05831247,
        0.05864027, 0.0589736 , 0.05932864, 0.05968423, 0.0600482 ,
        0.06041333, 0.06078394, 0.06117055, 0.0615596 , 0.06195728,
        0.06235696, 0.06276647, 0.06319547, 0.06363391, 0.06407518,
        0.06452865, 0.06503441, 0.06556694, 0.06610937, 0.06666174,
        0.06722234, 0.06780038, 0.06838904, 0.06898331, 0.06957861,
        0.07018284, 0.07081006, 0.071473  , 0.07216782, 0.07356924,
        0.07427084, 0.0750124 , 0.07576737, 0.07652577, 0.07731095,
        0.07810047, 0.07891667, 0.07974094, 0.08056707, 0.08140286,
        0.08313332, 0.08401025, 0.08491512, 0.08584729, 0.08678045,
        0.08868604, 0.08967126, 0.09071477, 0.09176711, 0.09283715,
        0.0939136 , 0.09499442, 0.09610005, 0.09723514, 0.09837552,
        0.09956736, 0.1007947 , 0.10324979, 0.10448786, 0.10577928,
        0.10709978, 0.10842844, 0.10983339, 0.11126188, 0.11435405,
        0.11593723, 0.11754381, 0.11918801, 0.1208433 , 0.12253887,
        0.12443275, 0.12636155, 0.12832674, 0.1303249 , 0.13234119,
        0.13436068, 0.13642107, 0.13851249, 0.14060847, 0.14282171,
        0.14512905, 0.14752116, 0.14997949, 0.15243872, 0.15497566,
        0.15784986, 0.16092974, 0.16421196, 0.16764915, 0.17118253,
        0.17474544, 0.178463  , 0.18220468, 0.18646514, 0.19119656,
        0.19641707, 0.20174367, 0.20716944, 0.21311945, 0.22071447,
        0.22933387, 0.2383487 , 0.2481021 , 0.26180066, 0.27721735,
        0.29606938, 0.31610157, 0.33691813, 0.36252178, 0.42820687,
        0.52511747, 1.        ])}

#Grid
alpha_grid = prunning_path['ccp_alphas']

#K-fold cross validation to choose the best model
from sklearn.model_selection import cross_val_score

cv_errors = np.zeros(shape = len(alpha_grid)) #to save cv results

import time #to measure the processing time
start_time = time.time()
for i in range(len(alpha_grid)):
    tree_reg = DecisionTreeRegressor(criterion = 'squared_error',
                                     max_depth = 10,
                                     min_samples_leaf = 5,
                                     ccp_alpha = alpha_grid[i])
    scores = cross_val_score(estimator = tree_reg,
                             X = X_train_pca[:, : components_number],
                             y = trans_y_train,
                             scoring = 'neg_root_mean_squared_error',
                             cv = 5, n_jobs = -1)
    cv_errors[i] = scores.mean()

end_time = time.time()
print(f'The Processing time is: {end_time - start_time} seconds')

The Processing time is: 13.919599294662476 seconds

#Best alpha
best_alpha = alpha_grid[np.argmax(cv_errors)]
print(best_alpha)

0.0024592278481103715

#Best model
#Create decision tree model - model 10
model_10 = DecisionTreeRegressor(criterion = 'squared_error',
                                max_depth = 10,
                                min_samples_leaf = 5,
                                ccp_alpha = best_alpha)
#Fit the decision tree regressor on the train
model_10.fit(X_train_pca[:, : components_number], trans_y_train)
#Plot the Tree
from sklearn.tree import plot_tree
plt.figure(figsize = (25, 20))
plot_tree(model_10, feature_names = range(1, components_number + 1))
plt.show()

#Predict the response in the train
y_train_pred_10 = model_10.predict(X_train_pca[:, : components_number])
#Invesre transformation of predicted values
y_train_pred_10 = pd.Series(boxcox.inverse_transform(y_train_pred_10.reshape(-1, 1)).reshape(-1))

from sklearn.metrics import root_mean_squared_error, mean_absolute_percentage_error, r2_score
#The root mean squared error
print(f'RMSE: {root_mean_squared_error(y_train, y_train_pred_10):.3f}')
#MAPE
print(f'MAPE: {mean_absolute_percentage_error(y_train, y_train_pred_10) * 100:.3f}')
#The coefficient of determination
print(f'R2: {r2_score(y_train, y_train_pred_10):.3f}')

RMSE: 32299.041
MAPE: 12.179
R2: 0.835

#Predict the response in the test - model 10
y_test_pred_10 = model_10.predict(X_test_pca[:, : components_number])
#Inverse transformation of predicted values
y_test_pred_10 = pd.Series(boxcox.inverse_transform(y_test_pred_10.reshape(-1, 1)).reshape(-1),
                          index = test.index)

#Absolute error
abs_err_10 = abs(test['SalePrice'] - y_test_pred_10)

#RMSE, MAPE, MAE, and median, sd, IQR, max, min of absolute errors
from scipy.stats import iqr
models_comp = pd.concat([models_comp,
                         pd.DataFrame({'RMSE': root_mean_squared_error(test['SalePrice'], y_test_pred_10),
                                       'MAPE': mean_absolute_percentage_error(test['SalePrice'], y_test_pred_10) * 100,
                                       'MAE': abs_err_10.mean(),
                                       'Median of AbsErrors': abs_err_10.median(),
                                       'SD of AbsErrors': abs_err_10.std(),
                                       'IQR of AbsErrors': iqr(abs_err_10),
                                       'Min of AbsErrors': abs_err_10.min(),
                                       'Max of AbsErrors': abs_err_10.max()},
                                      index = ['Decision Tree - PCA- Box Cox'])])
models_comp

#Actual vs. Prediction
plt.scatter(x = test['SalePrice'], y = y_test_pred_10, c = 'black', alpha = 0.7)
plt.xlabel('Actual')
plt.ylabel('Prediction')
plt.title('Actual vs. Prediction - Decision Tree - PCA - Box Cox')

#Add 45 degree line
xp = np.linspace(test['SalePrice'].min() - 0.2, test['SalePrice'].max() + 0.2, 100)
plt.plot(xp, xp, c = 'red', linewidth = 3)
plt.show()

#Sample Random Forest model PCA (not tuned) - model 11
from sklearn.ensemble import RandomForestRegressor
#Create random forest model
model_11 = RandomForestRegressor(n_estimators = 100,
                                max_features = 4,
                                criterion = 'squared_error',
                                max_depth = 15,
                                min_samples_leaf = 10,
                                ccp_alpha = 0,
                                random_state = 123)
#Fit the random forest regressor on the train
model_11.fit(X_train_pca[:, : components_number], trans_y_train.flatten())

#Predict the response in the train
y_train_pred_11 = model_11.predict(X_train_pca[:, : components_number])
#Inverse transformation of predicted values
y_train_pred_11 = pd.Series(boxcox.inverse_transform(y_train_pred_11.reshape(-1, 1)).reshape(-1))

from sklearn.metrics import root_mean_squared_error, mean_absolute_percentage_error, r2_score
#The root mean squared error
print(f'RMSE: {root_mean_squared_error(y_train, y_train_pred_11):.3f}')
#MAPE
print(f'MAPE: {mean_absolute_percentage_error(y_train, y_train_pred_11) * 100:.3f}')
#The coefficinet of determination
print(f'R2: {r2_score(y_train, y_train_pred_11):.3f}')

RMSE: 40800.066
MAPE: 12.243
R2: 0.737

#Create hyper-parameters grid
import itertools
n_estimators = [100, 200, 300]
max_features = ['sqrt', 'log2', None] #If None or 1.0, then max_features = n_features
max_depth = [2, 5, 10]
min_samples_leaf = [5, 10, 15]
params_grid = list(itertools.product(n_estimators, max_features, max_depth, min_samples_leaf))
params_grid = pd.DataFrame(data = params_grid,
                           index = range(1, len(params_grid) + 1),
                           columns = ['n_estimators',
                                      'max_features',
                                      'max_depth',
                                      'min_samples_leaf'])
params_grid

#K-fold cross validation to choose the best model
from sklearn.model_selection import cross_val_score

import time #to measure the processing time
start_time = time.time()
cv_errors = np.zeros(shape = len(params_grid)) #to save cv results
for i in range(len(params_grid)):
    rf_reg = RandomForestRegressor(n_estimators = params_grid.iloc[i, 0],
                                   max_features = params_grid.iloc[i, 1],
                                   criterion = 'squared_error',
                                   max_depth = params_grid.iloc[i, 2],
                                   min_samples_leaf = params_grid.iloc[i, 3],
                                   ccp_alpha = 0)
    scores = cross_val_score(estimator = rf_reg,
                             X = X_train_pca[:, : components_number],
                             y = trans_y_train.flatten(),
                             scoring = 'neg_root_mean_squared_error',
                             cv = 5, n_jobs = -1)
    cv_errors[i] = scores.mean()

end_time = time.time()
print(f'The Processing time is: {end_time - start_time} seconds')

The Processing time is: 198.82398414611816 seconds

#Best model
params_grid.iloc[np.argmax(cv_errors), :]

n_estimators         300
max_features        None
max_depth             10
min_samples_leaf       5
Name: 79, dtype: object

#Create random forest model - model 11
model_11 = RandomForestRegressor(n_estimators = params_grid.iloc[np.argmax(cv_errors), 0],
                                max_features = params_grid.iloc[np.argmax(cv_errors), 1],
                                criterion = 'squared_error',
                                max_depth = params_grid.iloc[np.argmax(cv_errors), 2],
                                min_samples_leaf = params_grid.iloc[np.argmax(cv_errors), 3],
                                ccp_alpha = 0,
                                random_state = 123)
#Fit the random forest regressor om the train
model_11.fit(X_train_pca[:, : components_number], trans_y_train.flatten())

#Predict the response in the train
y_train_pred_11 = model_11.predict(X_train_pca[:, : components_number])
#Inverse transformation of predicted values
y_train_pred_11 = pd.Series(boxcox.inverse_transform(y_train_pred_11.reshape(-1, 1)).reshape(-1))

from sklearn.metrics import root_mean_squared_error, mean_absolute_percentage_error, r2_score
#The root mean squared error
print(f'RMSE: {root_mean_squared_error(y_train, y_train_pred_11):.3f}')
#MAPE
print(f'MAPE: {mean_absolute_percentage_error(y_train, y_train_pred_11) * 100:.3f}')
#The coefficient of determination
print(f'R2: {r2_score(y_train, y_train_pred_11):.3f}')

RMSE: 21372.334
MAPE: 6.432
R2: 0.928

#Calculate variable importance
importance = pd.DataFrame({'importance': model_11.feature_importances_ * 100},
                          index = range(1, components_number + 1))
importance.sort_values(by = 'importance', axis = 0, ascending = True, inplace = True)
importance.tail(10)

#Predict the response in the test - model 11
y_test_pred_11 = model_11.predict(X_test_pca[:, : components_number])
#Inverse transformation of predicted values
y_test_pred_11 = pd.Series(boxcox.inverse_transform(y_test_pred_11.reshape(-1, 1)).reshape(-1),
                          index = test.index)

#Absolute error
abs_err_11 = abs(test['SalePrice'] - y_test_pred_11)

#RMSE, MAPE, MAE, and median, sd, IQR, max, min of absolute errors
from scipy.stats import iqr
models_comp = pd.concat([models_comp, 
                         pd.DataFrame({'RMSE': root_mean_squared_error(test['SalePrice'], y_test_pred_11),
                                       'MAPE': mean_absolute_percentage_error(test['SalePrice'], y_test_pred_11) * 100,
                                       'MAE': abs_err_11.mean(),
                                       'Median of AbsErrors': abs_err_11.median(),
                                       'SD of AbsErrors': abs_err_11.std(),
                                       'IQR of AbsErrros': iqr(abs_err_11),
                                       'Min of AbsErrros': abs_err_11.min(),
                                       'Max of AbsErrors': abs_err_11.max()},
                                      index = ['Random Forest - PCA - Box Cox'])])
models_comp

#Actual vs. Prediction
plt.scatter(x = test['SalePrice'], y = y_test_pred_11, c = 'black', alpha = 0.7)
plt.xlabel('Actual')
plt.ylabel('Prediction')
plt.title('Actual vs. Prediction - Random Forest - PCA - Box Cox')

#Add 45 degree line
xp = np.linspace(test['SalePrice'].min() - 0.2, test['SalePrice'].max() + 0.2, 100)
plt.plot(xp, xp, c = 'red', linewidth = 3)
plt.show()

#SGB Regressor PCA (not tuned) - model 12
from sklearn.ensemble import GradientBoostingRegressor
#Create SGB regressor model
model_12 = GradientBoostingRegressor(learning_rate = 0.1, #learning rate
                                    n_estimators = 100, #the total number of trees to fit
                                    subsample = 1.0, #the fraction of samples to be used,
                                                     #if <1, Stochastic GB
                                    max_depth = 1, #the maximum depth of each tree
                                    min_samples_leaf = 20, #the minimum number of observations in leaf nodes of each tree
                                    random_state = 123)
#Fit the SGB regressor on the train
model_12.fit(X_train_pca[:, : components_number], trans_y_train.flatten())

#Predict the response in the train
y_train_pred_12 = model_12.predict(X_train_pca[:, : components_number])
#Inverse transformation of predicted values
y_train_pred_12 = pd.Series(boxcox.inverse_transform(y_train_pred_12.reshape(-1, 1)).reshape(-1))

from sklearn.metrics import root_mean_squared_error, mean_absolute_percentage_error, r2_score
#The root mean squared error
print(f'RMSE: {root_mean_squared_error(y_train, y_train_pred_12):.3f}')
#MAPE
print(f'MAPE: {mean_absolute_percentage_error(y_train, y_train_pred_12) * 100:.3f}')
#The coefficient of determination
print(f'R2: {r2_score(y_train, y_train_pred_12):.3f}')

RMSE: 37796.112
MAPE: 12.003
R2: 0.775

#Grid
#K-Fold Cross Validation for Choosing Hyper-parameters
#Create Hyper-parameters grid
import itertools
learning_rate = [0.001, 0.01, 0.1]
n_estimators = [100, 150, 200]
subsample = [0.5, 0.8, 1]
max_depth = [1, 2, 5]
min_samples_leaf = [5, 10, 20]
params_grid = list(itertools.product(learning_rate, n_estimators, subsample, max_depth, min_samples_leaf))
params_grid = pd.DataFrame(data = params_grid, index = range(1, len(params_grid) + 1), columns = ['learning_rate',
                                                                                                  'n_estimators',
                                                                                                  'subsample',
                                                                                                  'max_depth', 
                                                                                                  'min_samples_leaf'])
params_grid

#K-fold cross validation to choose the best model
from sklearn.model_selection import cross_val_score

#Save cv results
cv_errors = np.zeros(shape = len(params_grid))

import time #to measure the processing time
start_time = time.time()
for i in range(len(params_grid)):
    gb_reg = GradientBoostingRegressor(learning_rate = params_grid.iloc[i, 0],
                                       n_estimators = params_grid.iloc[i, 1],
                                       subsample = params_grid.iloc[i, 2],
                                       max_depth = params_grid.iloc[i, 3],
                                       min_samples_leaf = params_grid.iloc[i, 4])
    scores = cross_val_score(estimator = gb_reg,
                             X = X_train_pca[:, : components_number],
                             y = trans_y_train.flatten(),
                             scoring = 'neg_root_mean_squared_error',
                             cv = 5, n_jobs = -1)
    cv_errors[i] = scores.mean()

end_time = time.time()
print(f'The Processing time is: {end_time - start_time} seconds')

The Processing time is: 684.4000382423401 seconds

#Best model
params_grid.iloc[np.argmax(cv_errors)]

learning_rate         0.1
n_estimators        200.0
subsample             0.8
max_depth             5.0
min_samples_leaf     20.0
Name: 234, dtype: float64

#SGB Regressor (tuned) - model 12
from sklearn.ensemble import GradientBoostingRegressor
#Create SGB regressor model
model_12 = GradientBoostingRegressor(learning_rate = params_grid.iloc[np.argmax(cv_errors), 0],
                                    n_estimators = params_grid.iloc[np.argmax(cv_errors), 1],
                                    subsample = params_grid.iloc[np.argmax(cv_errors), 2],
                                    max_depth = params_grid.iloc[np.argmax(cv_errors), 3],
                                    min_samples_leaf = params_grid.iloc[np.argmax(cv_errors), 4],
                                    random_state = 123)

#Fit the SGB regressor on the train
model_12.fit(X_train_pca[:, : components_number], trans_y_train.flatten())

#Predict the response in the train
y_train_pred_12 = model_12.predict(X_train_pca[:, : components_number])
#Inverse transformation of predicted values
y_train_pred_12 = pd.Series(boxcox.inverse_transform(y_train_pred_12.reshape(-1, 1)).reshape(-1))

from sklearn.metrics import root_mean_squared_error, mean_absolute_percentage_error, r2_score
#The root mean squared error
print(f'RMSE: {root_mean_squared_error(y_train, y_train_pred_12):.3f}')
#MAPE
print(f'MAPE: {mean_absolute_percentage_error(y_train, y_train_pred_12) * 100:.3f}')
#The coefficient of determination
print(f'R2: {r2_score(y_train, y_train_pred_12):.3f}')

RMSE: 7409.592
MAPE: 2.675
R2: 0.991

#Predict the response in the test - model 12
y_test_pred_12 = model_12.predict(X_test_pca[:, : components_number])
#Inverse transformation of predicted values
y_test_pred_12 = pd.Series(boxcox.inverse_transform(y_test_pred_12.reshape(-1, 1)).reshape(-1),
                          index = test.index)

#Absolute error
abs_err_12 = abs(test['SalePrice'] - y_test_pred_12)

#RMSE, MAPE, MAE, and median, sd, IQR, max, min of absolute errors
from scipy.stats import iqr
models_comp = pd.concat([models_comp,
                         pd.DataFrame({'RMSE': root_mean_squared_error(test['SalePrice'], y_test_pred_12),
                                       'MAPE': mean_absolute_percentage_error(test['SalePrice'], y_test_pred_12) * 100,
                                       'MAE': abs_err_12.mean(),
                                       'Median of AbsErrors': abs_err_12.median(),
                                       'SD of AbsErrors': abs_err_12.std(),
                                       'IQR of AbsErrors': iqr(abs_err_12),
                                       'Min of AbsErrors': abs_err_12.min(),
                                       'Max of AbsErrors': abs_err_12.max()},
                                      index = ['SGB Regressor - PCA - Box Cox'])])
models_comp

#Actual vs. Prediction
plt.scatter(x = test['SalePrice'], y = y_test_pred_12, c = 'black', alpha = 0.7)
plt.xlabel('Actual')
plt.ylabel('Prediction')
plt.title('Actual vs. Prediction - Stochastic Gradient Boost')

#Add 45 degree line
xp = np.linspace(test['SalePrice'].min() - 0.2, test['SalePrice'].max() + 0.2, 100)
plt.plot(xp, xp, c = 'red', linewidth = 3)
plt.show()

#Installing tensorflow
#%pip install tensorflow

#Building Artificial Neural Network (ANN) (not tuned) - model 13
#Define the model architecture
from tensorflow import keras
model_13 = keras.Sequential()
#Hidden Layer 1
model_13.add(keras.layers.Dense(4,
                                input_dim = len(X_train.columns),
                                activation = 'sigmoid'))

#Hidden Layer 2
model_13.add(keras.layers.Dense(3,
                                input_dim = 4,
                                activation = 'sigmoid'))

#Output Layer
model_13.add(keras.layers.Dense(1, activation = 'linear'))
model_13.summary()

C:\Users\User\anaconda3\Lib\site-packages\keras\src\layers\core\dense.py:95: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

Model: "sequential"

┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Layer (type)                    ┃ Output Shape           ┃       Param # ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ dense (Dense)                   │ (None, 4)              │           720 │
├─────────────────────────────────┼────────────────────────┼───────────────┤
│ dense_1 (Dense)                 │ (None, 3)              │            15 │
├─────────────────────────────────┼────────────────────────┼───────────────┤
│ dense_2 (Dense)                 │ (None, 1)              │             4 │
└─────────────────────────────────┴────────────────────────┴───────────────┘

 Total params: 739 (2.89 KB)

 Trainable params: 739 (2.89 KB)

 Non-trainable params: 0 (0.00 B)

#Configure the model
model_13.compile(optimizer = 'Adam',
                 loss = 'mean_squared_error',
                 metrics = ['r2_score'])

#Train the model
model_13.fit(X_train_scaled,
             trans_y_train,
             epochs = 20,
             batch_size = 128,
             validation_split = 0.3)

Epoch 1/20
7/7 ━━━━━━━━━━━━━━━━━━━━ 2s 80ms/step - loss: 2.1108 - r2_score: -1.1134 - val_loss: 2.0213 - val_r2_score: -1.0160
Epoch 2/20
7/7 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 2.0264 - r2_score: -1.0288 - val_loss: 1.9444 - val_r2_score: -0.9392
Epoch 3/20
7/7 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 1.9474 - r2_score: -0.9498 - val_loss: 1.8722 - val_r2_score: -0.8672
Epoch 4/20
7/7 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 1.8735 - r2_score: -0.8758 - val_loss: 1.8050 - val_r2_score: -0.8002
Epoch 5/20
7/7 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 1.8040 - r2_score: -0.8061 - val_loss: 1.7436 - val_r2_score: -0.7390
Epoch 6/20
7/7 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 1.7410 - r2_score: -0.7431 - val_loss: 1.6869 - val_r2_score: -0.6824
Epoch 7/20
7/7 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 1.6834 - r2_score: -0.6854 - val_loss: 1.6344 - val_r2_score: -0.6301
Epoch 8/20
7/7 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 1.6290 - r2_score: -0.6310 - val_loss: 1.5862 - val_r2_score: -0.5819
Epoch 9/20
7/7 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 1.5805 - r2_score: -0.5824 - val_loss: 1.5403 - val_r2_score: -0.5362
Epoch 10/20
7/7 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 1.5334 - r2_score: -0.5353 - val_loss: 1.4977 - val_r2_score: -0.4938
Epoch 11/20
7/7 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 1.4907 - r2_score: -0.4925 - val_loss: 1.4561 - val_r2_score: -0.4523
Epoch 12/20
7/7 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 1.4489 - r2_score: -0.4507 - val_loss: 1.4167 - val_r2_score: -0.4129
Epoch 13/20
7/7 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 1.4084 - r2_score: -0.4101 - val_loss: 1.3798 - val_r2_score: -0.3761
Epoch 14/20
7/7 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 1.3711 - r2_score: -0.3727 - val_loss: 1.3450 - val_r2_score: -0.3414
Epoch 15/20
7/7 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 1.3361 - r2_score: -0.3377 - val_loss: 1.3121 - val_r2_score: -0.3086
Epoch 16/20
7/7 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 1.3032 - r2_score: -0.3047 - val_loss: 1.2814 - val_r2_score: -0.2780
Epoch 17/20
7/7 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 1.2723 - r2_score: -0.2739 - val_loss: 1.2526 - val_r2_score: -0.2493
Epoch 18/20
7/7 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 1.2436 - r2_score: -0.2451 - val_loss: 1.2253 - val_r2_score: -0.2220
Epoch 19/20
7/7 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 1.2158 - r2_score: -0.2173 - val_loss: 1.1999 - val_r2_score: -0.1967
Epoch 20/20
7/7 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 1.1903 - r2_score: -0.1917 - val_loss: 1.1752 - val_r2_score: -0.1720

<keras.src.callbacks.history.History at 0x27c7a549400>

train_loss, mape_loss = model_13.evaluate(X_train_scaled, trans_y_train)
train_loss

37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 1.1752 - r2_score: -0.1752

1.1751829385757446

#Making a grid for hyper-parameter tuning (1-hidden layer ANN)
import itertools
neuron_count = [5, 10, 20, 40, 80, 160]
activation_func = ['relu', 'sigmoid', 'tanh', 'softplus']
epoch = [10, 20]
batch_size = [64, 128, 256]
params_grid = list(itertools.product(neuron_count, activation_func, epoch, batch_size))
params_grid = pd.DataFrame(data = params_grid,
                           index = range(1, len(params_grid) + 1),
                           columns = ['neuron_count', 'activation_func',
                                      'epoch', 'batch_size'])
params_grid

#Choose the best model

val_losses = np.zeros(shape = len(params_grid)) #to save the validation losses

import time #to measure the processing time
start_time = time.time()
for i in range(len(params_grid)):
    #Define the model architecture
    ann_reg = keras.Sequential()
    ann_reg.add(keras.layers.Dense(params_grid.iloc[i, 0],
                                           input_dim = len(X_train.columns),
                                           activation = params_grid.iloc[i, 1]))
    ann_reg.add(keras.layers.Dense(1,
                                   input_dim = params_grid.iloc[i, 0],
                                   activation = 'linear'))
    #Configure the model
    ann_reg.compile(optimizer = 'Adam',
                    loss = 'mean_squared_error',
                    metrics = ['r2_score'])
    #Train the model
    ann_reg.fit(X_train_scaled,
                trans_y_train,
                epochs = params_grid.iloc[i, 2],
                batch_size = params_grid.iloc[i, 3],
                validation_split = 0.2)
    #Get the model's performance on the train
    train_loss, train_r2_score = ann_reg.evaluate(X_train_scaled, trans_y_train)
    #Add the model's performance into the val_losses
    val_losses[i] = train_loss

end_time = time.time()
print(f'The Processing time is: {end_time - start_time} seconds')

Epoch 1/10

C:\Users\User\anaconda3\Lib\site-packages\keras\src\layers\core\dense.py:95: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 26ms/step - loss: 2.1980 - r2_score: -1.1612 - val_loss: 2.1625 - val_r2_score: -1.3233
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 1.4597 - r2_score: -0.4352 - val_loss: 1.6043 - val_r2_score: -0.7236
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 1.0837 - r2_score: -0.0656 - val_loss: 1.2948 - val_r2_score: -0.3911
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.8575 - r2_score: 0.1568 - val_loss: 1.0650 - val_r2_score: -0.1442
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6867 - r2_score: 0.3248 - val_loss: 0.9082 - val_r2_score: 0.0242
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5651 - r2_score: 0.4443 - val_loss: 0.7905 - val_r2_score: 0.1507
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.4736 - r2_score: 0.5343 - val_loss: 0.6974 - val_r2_score: 0.2508
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.4030 - r2_score: 0.6038 - val_loss: 0.6378 - val_r2_score: 0.3147
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3512 - r2_score: 0.6547 - val_loss: 0.5904 - val_r2_score: 0.3657
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3095 - r2_score: 0.6956 - val_loss: 0.5592 - val_r2_score: 0.3992
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.3400 - r2_score: 0.6600 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - loss: 1.8300 - r2_score: -0.7994 - val_loss: 1.6254 - val_r2_score: -0.7463
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 1.4398 - r2_score: -0.4157 - val_loss: 1.2857 - val_r2_score: -0.3813
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 1.1892 - r2_score: -0.1693 - val_loss: 1.0593 - val_r2_score: -0.1381
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 1.0116 - r2_score: 0.0053 - val_loss: 0.9071 - val_r2_score: 0.0254
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.8707 - r2_score: 0.1439 - val_loss: 0.7990 - val_r2_score: 0.1416
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.7539 - r2_score: 0.2587 - val_loss: 0.7224 - val_r2_score: 0.2238
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.6615 - r2_score: 0.3495 - val_loss: 0.6628 - val_r2_score: 0.2879
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.5832 - r2_score: 0.4266 - val_loss: 0.6168 - val_r2_score: 0.3373
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.5205 - r2_score: 0.4883 - val_loss: 0.5831 - val_r2_score: 0.3735
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.4674 - r2_score: 0.5404 - val_loss: 0.5580 - val_r2_score: 0.4005
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.4649 - r2_score: 0.5351 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 110ms/step - loss: 3.4588 - r2_score: -2.4009 - val_loss: 3.6848 - val_r2_score: -2.9589
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 2.9270 - r2_score: -1.8780 - val_loss: 3.3010 - val_r2_score: -2.5466
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 2.5211 - r2_score: -1.4789 - val_loss: 2.9949 - val_r2_score: -2.2177
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 2.1940 - r2_score: -1.1573 - val_loss: 2.7345 - val_r2_score: -1.9379
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 1.9389 - r2_score: -0.9065 - val_loss: 2.5212 - val_r2_score: -1.7088
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 1.7252 - r2_score: -0.6963 - val_loss: 2.3341 - val_r2_score: -1.5077
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 1.5406 - r2_score: -0.5148 - val_loss: 2.1716 - val_r2_score: -1.3332
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 1.3832 - r2_score: -0.3601 - val_loss: 2.0278 - val_r2_score: -1.1787
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 1.2445 - r2_score: -0.2236 - val_loss: 1.9002 - val_r2_score: -1.0415
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 1.1224 - r2_score: -0.1036 - val_loss: 1.7863 - val_r2_score: -0.9192
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 1.1997 - r2_score: -0.1997 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 1.9457 - r2_score: -0.9132 - val_loss: 1.5447 - val_r2_score: -0.6596
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 1.2613 - r2_score: -0.2402 - val_loss: 1.1967 - val_r2_score: -0.2857
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.9305 - r2_score: 0.0851 - val_loss: 0.9990 - val_r2_score: -0.0733
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.7016 - r2_score: 0.3102 - val_loss: 0.8591 - val_r2_score: 0.0770
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.5624 - r2_score: 0.4470 - val_loss: 0.7657 - val_r2_score: 0.1773
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4691 - r2_score: 0.5388 - val_loss: 0.7031 - val_r2_score: 0.2446
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4042 - r2_score: 0.6026 - val_loss: 0.6548 - val_r2_score: 0.2965
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3558 - r2_score: 0.6502 - val_loss: 0.6209 - val_r2_score: 0.3329
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3201 - r2_score: 0.6852 - val_loss: 0.5893 - val_r2_score: 0.3669
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2926 - r2_score: 0.7123 - val_loss: 0.5587 - val_r2_score: 0.3997
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2683 - r2_score: 0.7361 - val_loss: 0.5429 - val_r2_score: 0.4168
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2485 - r2_score: 0.7557 - val_loss: 0.5113 - val_r2_score: 0.4507
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2314 - r2_score: 0.7725 - val_loss: 0.4948 - val_r2_score: 0.4684
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2173 - r2_score: 0.7864 - val_loss: 0.4703 - val_r2_score: 0.4947
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2042 - r2_score: 0.7993 - val_loss: 0.4597 - val_r2_score: 0.5061
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1935 - r2_score: 0.8097 - val_loss: 0.4441 - val_r2_score: 0.5229
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1839 - r2_score: 0.8192 - val_loss: 0.4386 - val_r2_score: 0.5288
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1757 - r2_score: 0.8272 - val_loss: 0.4201 - val_r2_score: 0.5486
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1682 - r2_score: 0.8346 - val_loss: 0.4115 - val_r2_score: 0.5579
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1613 - r2_score: 0.8414 - val_loss: 0.4095 - val_r2_score: 0.5601
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2061 - r2_score: 0.7939 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 2s 50ms/step - loss: 2.7888 - r2_score: -1.7421 - val_loss: 2.8913 - val_r2_score: -2.1064
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 2.3568 - r2_score: -1.3174 - val_loss: 2.5462 - val_r2_score: -1.7356
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 2.0216 - r2_score: -0.9878 - val_loss: 2.2643 - val_r2_score: -1.4327
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 1.7696 - r2_score: -0.7399 - val_loss: 2.0247 - val_r2_score: -1.1753
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 1.5640 - r2_score: -0.5378 - val_loss: 1.8286 - val_r2_score: -0.9646
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 1.4070 - r2_score: -0.3834 - val_loss: 1.6542 - val_r2_score: -0.7772
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 1.2776 - r2_score: -0.2563 - val_loss: 1.5107 - val_r2_score: -0.6231
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 1.1680 - r2_score: -0.1484 - val_loss: 1.3911 - val_r2_score: -0.4946
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 1.0810 - r2_score: -0.0629 - val_loss: 1.2944 - val_r2_score: -0.3907
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 1.0037 - r2_score: 0.0131 - val_loss: 1.2127 - val_r2_score: -0.3029
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.9379 - r2_score: 0.0778 - val_loss: 1.1348 - val_r2_score: -0.2192
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.8808 - r2_score: 0.1339 - val_loss: 1.0680 - val_r2_score: -0.1474
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.8303 - r2_score: 0.1836 - val_loss: 1.0026 - val_r2_score: -0.0772
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.7854 - r2_score: 0.2278 - val_loss: 0.9453 - val_r2_score: -0.0156
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.7471 - r2_score: 0.2654 - val_loss: 0.8937 - val_r2_score: 0.0398
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.7090 - r2_score: 0.3028 - val_loss: 0.8496 - val_r2_score: 0.0872
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.6714 - r2_score: 0.3399 - val_loss: 0.8067 - val_r2_score: 0.1333
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.6314 - r2_score: 0.3792 - val_loss: 0.7538 - val_r2_score: 0.1902
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.5830 - r2_score: 0.4267 - val_loss: 0.6923 - val_r2_score: 0.2562
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.5260 - r2_score: 0.4828 - val_loss: 0.6279 - val_r2_score: 0.3253
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.5150 - r2_score: 0.4850 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 112ms/step - loss: 2.7698 - r2_score: -1.7234 - val_loss: 2.2469 - val_r2_score: -1.4140
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 2.4431 - r2_score: -1.4022 - val_loss: 2.0335 - val_r2_score: -1.1847
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 2.1942 - r2_score: -1.1575 - val_loss: 1.8588 - val_r2_score: -0.9970
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 1.9865 - r2_score: -0.9532 - val_loss: 1.7129 - val_r2_score: -0.8403
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 1.8016 - r2_score: -0.7714 - val_loss: 1.5896 - val_r2_score: -0.7078
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 1.6537 - r2_score: -0.6260 - val_loss: 1.4798 - val_r2_score: -0.5899
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 1.5092 - r2_score: -0.4840 - val_loss: 1.3858 - val_r2_score: -0.4889
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 1.3862 - r2_score: -0.3630 - val_loss: 1.3008 - val_r2_score: -0.3976
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 1.2770 - r2_score: -0.2556 - val_loss: 1.2213 - val_r2_score: -0.3122
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 1.1795 - r2_score: -0.1598 - val_loss: 1.1492 - val_r2_score: -0.2347
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 1.0930 - r2_score: -0.0747 - val_loss: 1.0818 - val_r2_score: -0.1623
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 1.0148 - r2_score: 0.0022 - val_loss: 1.0185 - val_r2_score: -0.0943
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.9433 - r2_score: 0.0725 - val_loss: 0.9638 - val_r2_score: -0.0355
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.8804 - r2_score: 0.1344 - val_loss: 0.9115 - val_r2_score: 0.0207
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.8212 - r2_score: 0.1926 - val_loss: 0.8666 - val_r2_score: 0.0690
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.7706 - r2_score: 0.2423 - val_loss: 0.8244 - val_r2_score: 0.1143
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.7225 - r2_score: 0.2896 - val_loss: 0.7859 - val_r2_score: 0.1556
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.6790 - r2_score: 0.3323 - val_loss: 0.7500 - val_r2_score: 0.1942
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.6381 - r2_score: 0.3726 - val_loss: 0.7188 - val_r2_score: 0.2277
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.6028 - r2_score: 0.4073 - val_loss: 0.6892 - val_r2_score: 0.2595
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.6019 - r2_score: 0.3981 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 1.1644 - r2_score: -0.1450 - val_loss: 0.8170 - val_r2_score: 0.1222
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.7716 - r2_score: 0.2414 - val_loss: 0.5677 - val_r2_score: 0.3901
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5685 - r2_score: 0.4410 - val_loss: 0.4386 - val_r2_score: 0.5288
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.4540 - r2_score: 0.5536 - val_loss: 0.3673 - val_r2_score: 0.6053
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3819 - r2_score: 0.6244 - val_loss: 0.3170 - val_r2_score: 0.6594
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3301 - r2_score: 0.6754 - val_loss: 0.2805 - val_r2_score: 0.6986
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2920 - r2_score: 0.7129 - val_loss: 0.2540 - val_r2_score: 0.7272
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2627 - r2_score: 0.7417 - val_loss: 0.2342 - val_r2_score: 0.7484
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2413 - r2_score: 0.7627 - val_loss: 0.2190 - val_r2_score: 0.7647
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2244 - r2_score: 0.7794 - val_loss: 0.2078 - val_r2_score: 0.7767
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2148 - r2_score: 0.7852 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 2s 68ms/step - loss: 1.1731 - r2_score: -0.1535 - val_loss: 0.9164 - val_r2_score: 0.0155
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.9023 - r2_score: 0.1128 - val_loss: 0.7098 - val_r2_score: 0.2374
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.7006 - r2_score: 0.3111 - val_loss: 0.5634 - val_r2_score: 0.3947
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.5658 - r2_score: 0.4436 - val_loss: 0.4622 - val_r2_score: 0.5034
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.4716 - r2_score: 0.5363 - val_loss: 0.3956 - val_r2_score: 0.5750
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.4113 - r2_score: 0.5956 - val_loss: 0.3503 - val_r2_score: 0.6236
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.3675 - r2_score: 0.6387 - val_loss: 0.3190 - val_r2_score: 0.6572
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.3365 - r2_score: 0.6692 - val_loss: 0.2960 - val_r2_score: 0.6819
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.3119 - r2_score: 0.6933 - val_loss: 0.2781 - val_r2_score: 0.7012
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2929 - r2_score: 0.7120 - val_loss: 0.2631 - val_r2_score: 0.7173
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2783 - r2_score: 0.7217 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 157ms/step - loss: 1.6630 - r2_score: -0.6351 - val_loss: 1.4551 - val_r2_score: -0.5634
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 43ms/step - loss: 1.5138 - r2_score: -0.4885 - val_loss: 1.3325 - val_r2_score: -0.4316
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 43ms/step - loss: 1.3805 - r2_score: -0.3574 - val_loss: 1.2292 - val_r2_score: -0.3206
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 1.2680 - r2_score: -0.2468 - val_loss: 1.1418 - val_r2_score: -0.2268
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 1.1731 - r2_score: -0.1534 - val_loss: 1.0687 - val_r2_score: -0.1482
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 1.0909 - r2_score: -0.0727 - val_loss: 1.0074 - val_r2_score: -0.0823
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 1.0245 - r2_score: -0.0074 - val_loss: 0.9541 - val_r2_score: -0.0250
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.9659 - r2_score: 0.0503 - val_loss: 0.9073 - val_r2_score: 0.0252
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 45ms/step - loss: 0.9117 - r2_score: 0.1035 - val_loss: 0.8658 - val_r2_score: 0.0698
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.8648 - r2_score: 0.1497 - val_loss: 0.8275 - val_r2_score: 0.1109
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.8335 - r2_score: 0.1665  
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 26ms/step - loss: 1.5639 - r2_score: -0.5378 - val_loss: 1.3482 - val_r2_score: -0.4485
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 1.1872 - r2_score: -0.1673 - val_loss: 1.0563 - val_r2_score: -0.1349
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.9522 - r2_score: 0.0637 - val_loss: 0.8671 - val_r2_score: 0.0684
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.7900 - r2_score: 0.2232 - val_loss: 0.7356 - val_r2_score: 0.2097
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.6758 - r2_score: 0.3355 - val_loss: 0.6371 - val_r2_score: 0.3155
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5875 - r2_score: 0.4224 - val_loss: 0.5603 - val_r2_score: 0.3980
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5156 - r2_score: 0.4931 - val_loss: 0.4998 - val_r2_score: 0.4630
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.4607 - r2_score: 0.5471 - val_loss: 0.4465 - val_r2_score: 0.5203
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4128 - r2_score: 0.5941 - val_loss: 0.4039 - val_r2_score: 0.5661
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3752 - r2_score: 0.6311 - val_loss: 0.3685 - val_r2_score: 0.6041
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3446 - r2_score: 0.6612 - val_loss: 0.3382 - val_r2_score: 0.6366
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3190 - r2_score: 0.6863 - val_loss: 0.3138 - val_r2_score: 0.6629
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2987 - r2_score: 0.7063 - val_loss: 0.2930 - val_r2_score: 0.6852
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2810 - r2_score: 0.7237 - val_loss: 0.2766 - val_r2_score: 0.7028
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2673 - r2_score: 0.7372 - val_loss: 0.2623 - val_r2_score: 0.7182
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2551 - r2_score: 0.7492 - val_loss: 0.2501 - val_r2_score: 0.7313
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2450 - r2_score: 0.7591 - val_loss: 0.2398 - val_r2_score: 0.7423
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2362 - r2_score: 0.7677 - val_loss: 0.2305 - val_r2_score: 0.7523
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2284 - r2_score: 0.7754 - val_loss: 0.2221 - val_r2_score: 0.7614
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2210 - r2_score: 0.7827 - val_loss: 0.2148 - val_r2_score: 0.7693
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2167 - r2_score: 0.7833 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 1.1192 - r2_score: -0.1005 - val_loss: 0.8975 - val_r2_score: 0.0358
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.9026 - r2_score: 0.1125 - val_loss: 0.7201 - val_r2_score: 0.2263
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.7379 - r2_score: 0.2745 - val_loss: 0.5923 - val_r2_score: 0.3637
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.6221 - r2_score: 0.3883 - val_loss: 0.5006 - val_r2_score: 0.4622
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.5351 - r2_score: 0.4739 - val_loss: 0.4379 - val_r2_score: 0.5295
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.4745 - r2_score: 0.5335 - val_loss: 0.3934 - val_r2_score: 0.5773
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.4304 - r2_score: 0.5768 - val_loss: 0.3595 - val_r2_score: 0.6137
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.3957 - r2_score: 0.6109 - val_loss: 0.3326 - val_r2_score: 0.6426
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.3673 - r2_score: 0.6389 - val_loss: 0.3103 - val_r2_score: 0.6667
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.3443 - r2_score: 0.6615 - val_loss: 0.2912 - val_r2_score: 0.6871
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.3237 - r2_score: 0.6817 - val_loss: 0.2757 - val_r2_score: 0.7037
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.3074 - r2_score: 0.6977 - val_loss: 0.2626 - val_r2_score: 0.7179
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2927 - r2_score: 0.7122 - val_loss: 0.2521 - val_r2_score: 0.7291
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2806 - r2_score: 0.7241 - val_loss: 0.2427 - val_r2_score: 0.7393
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2698 - r2_score: 0.7347 - val_loss: 0.2346 - val_r2_score: 0.7479
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2603 - r2_score: 0.7441 - val_loss: 0.2274 - val_r2_score: 0.7557
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2516 - r2_score: 0.7527 - val_loss: 0.2215 - val_r2_score: 0.7621
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2443 - r2_score: 0.7597 - val_loss: 0.2158 - val_r2_score: 0.7682
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2377 - r2_score: 0.7663 - val_loss: 0.2110 - val_r2_score: 0.7734
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2312 - r2_score: 0.7726 - val_loss: 0.2069 - val_r2_score: 0.7777
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2236 - r2_score: 0.7764 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 114ms/step - loss: 1.0280 - r2_score: -0.0108 - val_loss: 0.8516 - val_r2_score: 0.0850
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.9174 - r2_score: 0.0980 - val_loss: 0.7600 - val_r2_score: 0.1834
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.8216 - r2_score: 0.1922 - val_loss: 0.6809 - val_r2_score: 0.2685
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.7416 - r2_score: 0.2708 - val_loss: 0.6131 - val_r2_score: 0.3413
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.6704 - r2_score: 0.3409 - val_loss: 0.5567 - val_r2_score: 0.4019
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.6104 - r2_score: 0.3998 - val_loss: 0.5101 - val_r2_score: 0.4520
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.5606 - r2_score: 0.4488 - val_loss: 0.4717 - val_r2_score: 0.4932
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.5203 - r2_score: 0.4884 - val_loss: 0.4398 - val_r2_score: 0.5275
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.4866 - r2_score: 0.5215 - val_loss: 0.4131 - val_r2_score: 0.5562
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.4563 - r2_score: 0.5514 - val_loss: 0.3909 - val_r2_score: 0.5800
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.4310 - r2_score: 0.5762 - val_loss: 0.3719 - val_r2_score: 0.6004
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.4097 - r2_score: 0.5971 - val_loss: 0.3551 - val_r2_score: 0.6185
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.3910 - r2_score: 0.6155 - val_loss: 0.3406 - val_r2_score: 0.6341
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.3741 - r2_score: 0.6321 - val_loss: 0.3276 - val_r2_score: 0.6481
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.3588 - r2_score: 0.6472 - val_loss: 0.3163 - val_r2_score: 0.6602
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.3456 - r2_score: 0.6602 - val_loss: 0.3062 - val_r2_score: 0.6710
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.3331 - r2_score: 0.6725 - val_loss: 0.2972 - val_r2_score: 0.6807
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.3221 - r2_score: 0.6833 - val_loss: 0.2889 - val_r2_score: 0.6896
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.3121 - r2_score: 0.6931 - val_loss: 0.2813 - val_r2_score: 0.6978
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.3025 - r2_score: 0.7025 - val_loss: 0.2745 - val_r2_score: 0.7051
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2922 - r2_score: 0.7078 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step - loss: 1.1682 - r2_score: -0.1487 - val_loss: 0.9808 - val_r2_score: -0.0537
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.7924 - r2_score: 0.2208 - val_loss: 0.7125 - val_r2_score: 0.2345
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5884 - r2_score: 0.4214 - val_loss: 0.5524 - val_r2_score: 0.4065
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.4621 - r2_score: 0.5456 - val_loss: 0.4548 - val_r2_score: 0.5114
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3796 - r2_score: 0.6268 - val_loss: 0.3929 - val_r2_score: 0.5779
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3180 - r2_score: 0.6873 - val_loss: 0.3523 - val_r2_score: 0.6215
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2777 - r2_score: 0.7270 - val_loss: 0.3239 - val_r2_score: 0.6520
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2479 - r2_score: 0.7562 - val_loss: 0.3005 - val_r2_score: 0.6772
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2245 - r2_score: 0.7793 - val_loss: 0.2853 - val_r2_score: 0.6935
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2071 - r2_score: 0.7964 - val_loss: 0.2708 - val_r2_score: 0.7090
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2109 - r2_score: 0.7891 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - loss: 1.7786 - r2_score: -0.7488 - val_loss: 1.2041 - val_r2_score: -0.2937
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 1.2614 - r2_score: -0.2403 - val_loss: 0.8848 - val_r2_score: 0.0493
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.9847 - r2_score: 0.0317 - val_loss: 0.7241 - val_r2_score: 0.2221
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.8119 - r2_score: 0.2017 - val_loss: 0.6208 - val_r2_score: 0.3330
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.6771 - r2_score: 0.3342 - val_loss: 0.5444 - val_r2_score: 0.4151
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.5746 - r2_score: 0.4351 - val_loss: 0.4903 - val_r2_score: 0.4732
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.4995 - r2_score: 0.5088 - val_loss: 0.4510 - val_r2_score: 0.5155
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.4457 - r2_score: 0.5618 - val_loss: 0.4145 - val_r2_score: 0.5547
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.3995 - r2_score: 0.6072 - val_loss: 0.3831 - val_r2_score: 0.5885
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.3604 - r2_score: 0.6456 - val_loss: 0.3582 - val_r2_score: 0.6151
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.3434 - r2_score: 0.6566 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 150ms/step - loss: 3.5024 - r2_score: -2.4438 - val_loss: 2.8777 - val_r2_score: -2.0918
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 2.7687 - r2_score: -1.7223 - val_loss: 2.2810 - val_r2_score: -1.4507
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 2.1941 - r2_score: -1.1574 - val_loss: 1.8665 - val_r2_score: -1.0053
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 1.7910 - r2_score: -0.7610 - val_loss: 1.5937 - val_r2_score: -0.7123
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 1.5312 - r2_score: -0.5055 - val_loss: 1.4134 - val_r2_score: -0.5185
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 1.3576 - r2_score: -0.3348 - val_loss: 1.2857 - val_r2_score: -0.3813
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 1.2250 - r2_score: -0.2045 - val_loss: 1.1817 - val_r2_score: -0.2696
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 1.1141 - r2_score: -0.0955 - val_loss: 1.0909 - val_r2_score: -0.1721
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 1.0108 - r2_score: 0.0061 - val_loss: 1.0089 - val_r2_score: -0.0839
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.9168 - r2_score: 0.0986 - val_loss: 0.9358 - val_r2_score: -0.0054
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.8757 - r2_score: 0.1243  
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 36ms/step - loss: 1.3944 - r2_score: -0.3711 - val_loss: 1.1115 - val_r2_score: -0.1942
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.9012 - r2_score: 0.1139 - val_loss: 0.8482 - val_r2_score: 0.0887
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6670 - r2_score: 0.3441 - val_loss: 0.6668 - val_r2_score: 0.2836
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5281 - r2_score: 0.4808 - val_loss: 0.5581 - val_r2_score: 0.4004
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4381 - r2_score: 0.5693 - val_loss: 0.4902 - val_r2_score: 0.4733
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3772 - r2_score: 0.6291 - val_loss: 0.4415 - val_r2_score: 0.5257
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3305 - r2_score: 0.6750 - val_loss: 0.4015 - val_r2_score: 0.5686
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2947 - r2_score: 0.7102 - val_loss: 0.3724 - val_r2_score: 0.5999
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2668 - r2_score: 0.7377 - val_loss: 0.3481 - val_r2_score: 0.6260
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2439 - r2_score: 0.7601 - val_loss: 0.3282 - val_r2_score: 0.6474
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2256 - r2_score: 0.7782 - val_loss: 0.3118 - val_r2_score: 0.6650
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2088 - r2_score: 0.7947 - val_loss: 0.2988 - val_r2_score: 0.6790
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1953 - r2_score: 0.8079 - val_loss: 0.2882 - val_r2_score: 0.6904
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1838 - r2_score: 0.8192 - val_loss: 0.2806 - val_r2_score: 0.6985
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1744 - r2_score: 0.8285 - val_loss: 0.2718 - val_r2_score: 0.7080
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1646 - r2_score: 0.8382 - val_loss: 0.2667 - val_r2_score: 0.7135
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1569 - r2_score: 0.8457 - val_loss: 0.2622 - val_r2_score: 0.7183
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1499 - r2_score: 0.8526 - val_loss: 0.2581 - val_r2_score: 0.7227
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1429 - r2_score: 0.8595 - val_loss: 0.2547 - val_r2_score: 0.7264
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1366 - r2_score: 0.8656 - val_loss: 0.2504 - val_r2_score: 0.7310
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1555 - r2_score: 0.8445 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - loss: 2.7264 - r2_score: -1.6808 - val_loss: 2.4306 - val_r2_score: -1.6114
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 1.8953 - r2_score: -0.8636 - val_loss: 1.8151 - val_r2_score: -0.9502
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 1.4004 - r2_score: -0.3769 - val_loss: 1.4790 - val_r2_score: -0.5891
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 1.1178 - r2_score: -0.0991 - val_loss: 1.2750 - val_r2_score: -0.3699
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.9297 - r2_score: 0.0858 - val_loss: 1.1184 - val_r2_score: -0.2016
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.7967 - r2_score: 0.2166 - val_loss: 0.9909 - val_r2_score: -0.0646
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.6892 - r2_score: 0.3224 - val_loss: 0.8889 - val_r2_score: 0.0450
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.6102 - r2_score: 0.4000 - val_loss: 0.8057 - val_r2_score: 0.1343
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.5478 - r2_score: 0.4614 - val_loss: 0.7352 - val_r2_score: 0.2101
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.4967 - r2_score: 0.5116 - val_loss: 0.6766 - val_r2_score: 0.2731
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.4567 - r2_score: 0.5510 - val_loss: 0.6267 - val_r2_score: 0.3267
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.4235 - r2_score: 0.5836 - val_loss: 0.5838 - val_r2_score: 0.3728
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.3937 - r2_score: 0.6129 - val_loss: 0.5492 - val_r2_score: 0.4100
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.3692 - r2_score: 0.6370 - val_loss: 0.5201 - val_r2_score: 0.4412
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.3481 - r2_score: 0.6577 - val_loss: 0.4934 - val_r2_score: 0.4699
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.3294 - r2_score: 0.6761 - val_loss: 0.4725 - val_r2_score: 0.4923
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.3120 - r2_score: 0.6933 - val_loss: 0.4518 - val_r2_score: 0.5145
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2973 - r2_score: 0.7077 - val_loss: 0.4334 - val_r2_score: 0.5344
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.2835 - r2_score: 0.7213 - val_loss: 0.4176 - val_r2_score: 0.5513
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.2719 - r2_score: 0.7327 - val_loss: 0.4040 - val_r2_score: 0.5659
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2917 - r2_score: 0.7083 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 109ms/step - loss: 2.1639 - r2_score: -1.1276 - val_loss: 2.0539 - val_r2_score: -1.2066
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 1.8264 - r2_score: -0.7959 - val_loss: 1.7703 - val_r2_score: -0.9020
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 1.5641 - r2_score: -0.5379 - val_loss: 1.5405 - val_r2_score: -0.6551
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 1.3495 - r2_score: -0.3269 - val_loss: 1.3539 - val_r2_score: -0.4546
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 1.1864 - r2_score: -0.1666 - val_loss: 1.2008 - val_r2_score: -0.2901
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 1.0423 - r2_score: -0.0248 - val_loss: 1.0753 - val_r2_score: -0.1552
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.9200 - r2_score: 0.0954 - val_loss: 0.9700 - val_r2_score: -0.0421
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.8183 - r2_score: 0.1953 - val_loss: 0.8810 - val_r2_score: 0.0535
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.7346 - r2_score: 0.2777 - val_loss: 0.8060 - val_r2_score: 0.1341
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.6573 - r2_score: 0.3537 - val_loss: 0.7442 - val_r2_score: 0.2005
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.5944 - r2_score: 0.4155 - val_loss: 0.6924 - val_r2_score: 0.2561
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.5441 - r2_score: 0.4651 - val_loss: 0.6478 - val_r2_score: 0.3040
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.4991 - r2_score: 0.5093 - val_loss: 0.6092 - val_r2_score: 0.3455
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.4612 - r2_score: 0.5466 - val_loss: 0.5756 - val_r2_score: 0.3816
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.4283 - r2_score: 0.5789 - val_loss: 0.5456 - val_r2_score: 0.4138
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.3999 - r2_score: 0.6068 - val_loss: 0.5188 - val_r2_score: 0.4426
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.3739 - r2_score: 0.6324 - val_loss: 0.4951 - val_r2_score: 0.4681
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.3511 - r2_score: 0.6548 - val_loss: 0.4733 - val_r2_score: 0.4915
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.3308 - r2_score: 0.6747 - val_loss: 0.4538 - val_r2_score: 0.5124
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.3128 - r2_score: 0.6924 - val_loss: 0.4360 - val_r2_score: 0.5315
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.3284 - r2_score: 0.6716 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 31ms/step - loss: 3.3726 - r2_score: -2.3162 - val_loss: 2.7004 - val_r2_score: -1.9013
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 2.6411 - r2_score: -1.5969 - val_loss: 2.2434 - val_r2_score: -1.4103
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 2.1094 - r2_score: -1.0741 - val_loss: 1.8413 - val_r2_score: -0.9782
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 1.6537 - r2_score: -0.6260 - val_loss: 1.4694 - val_r2_score: -0.5786
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 1.2622 - r2_score: -0.2411 - val_loss: 1.1493 - val_r2_score: -0.2348
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.9451 - r2_score: 0.0707 - val_loss: 0.8971 - val_r2_score: 0.0362
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.7076 - r2_score: 0.3043 - val_loss: 0.7060 - val_r2_score: 0.2414
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.5437 - r2_score: 0.4654 - val_loss: 0.5760 - val_r2_score: 0.3811
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.4340 - r2_score: 0.5732 - val_loss: 0.4927 - val_r2_score: 0.4707
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3599 - r2_score: 0.6462 - val_loss: 0.4341 - val_r2_score: 0.5336
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.3491 - r2_score: 0.6509 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 2.4255 - r2_score: -1.3849 - val_loss: 1.8075 - val_r2_score: -0.9420
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 1.7905 - r2_score: -0.7605 - val_loss: 1.4144 - val_r2_score: -0.5196
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 1.3780 - r2_score: -0.3549 - val_loss: 1.1996 - val_r2_score: -0.2888
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 1.1172 - r2_score: -0.0985 - val_loss: 1.0593 - val_r2_score: -0.1381
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.9311 - r2_score: 0.0845 - val_loss: 0.9393 - val_r2_score: -0.0092
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.7808 - r2_score: 0.2323 - val_loss: 0.8301 - val_r2_score: 0.1081
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.6590 - r2_score: 0.3520 - val_loss: 0.7368 - val_r2_score: 0.2084
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.5683 - r2_score: 0.4412 - val_loss: 0.6436 - val_r2_score: 0.3085
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.4899 - r2_score: 0.5183 - val_loss: 0.5835 - val_r2_score: 0.3731
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.4347 - r2_score: 0.5726 - val_loss: 0.5384 - val_r2_score: 0.4216
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.4290 - r2_score: 0.5710 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 110ms/step - loss: 1.7950 - r2_score: -0.7650 - val_loss: 1.5474 - val_r2_score: -0.6625
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 1.5839 - r2_score: -0.5573 - val_loss: 1.3750 - val_r2_score: -0.4773
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 1.3874 - r2_score: -0.3642 - val_loss: 1.2362 - val_r2_score: -0.3282
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 1.2428 - r2_score: -0.2220 - val_loss: 1.1238 - val_r2_score: -0.2074
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 1.1172 - r2_score: -0.0985 - val_loss: 1.0334 - val_r2_score: -0.1103
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 1.0110 - r2_score: 0.0059 - val_loss: 0.9605 - val_r2_score: -0.0319
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.9213 - r2_score: 0.0942 - val_loss: 0.8975 - val_r2_score: 0.0357
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.8462 - r2_score: 0.1679 - val_loss: 0.8413 - val_r2_score: 0.0961
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.7763 - r2_score: 0.2367 - val_loss: 0.7892 - val_r2_score: 0.1520
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.7118 - r2_score: 0.3001 - val_loss: 0.7413 - val_r2_score: 0.2036
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.6857 - r2_score: 0.3143 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 1.2690 - r2_score: -0.2478 - val_loss: 0.8297 - val_r2_score: 0.1086
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.8444 - r2_score: 0.1697 - val_loss: 0.5561 - val_r2_score: 0.4025
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5885 - r2_score: 0.4214 - val_loss: 0.4038 - val_r2_score: 0.5661
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.4341 - r2_score: 0.5732 - val_loss: 0.3324 - val_r2_score: 0.6429
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3463 - r2_score: 0.6595 - val_loss: 0.2992 - val_r2_score: 0.6785
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2941 - r2_score: 0.7108 - val_loss: 0.2742 - val_r2_score: 0.7055
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2564 - r2_score: 0.7479 - val_loss: 0.2608 - val_r2_score: 0.7198
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2277 - r2_score: 0.7761 - val_loss: 0.2539 - val_r2_score: 0.7272
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2064 - r2_score: 0.7971 - val_loss: 0.2497 - val_r2_score: 0.7318
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1896 - r2_score: 0.8136 - val_loss: 0.2499 - val_r2_score: 0.7315
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1761 - r2_score: 0.8268 - val_loss: 0.2499 - val_r2_score: 0.7315
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1641 - r2_score: 0.8387 - val_loss: 0.2461 - val_r2_score: 0.7356
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1544 - r2_score: 0.8482 - val_loss: 0.2444 - val_r2_score: 0.7374
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1462 - r2_score: 0.8562 - val_loss: 0.2441 - val_r2_score: 0.7378
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1391 - r2_score: 0.8633 - val_loss: 0.2435 - val_r2_score: 0.7384
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1329 - r2_score: 0.8693 - val_loss: 0.2433 - val_r2_score: 0.7386
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1265 - r2_score: 0.8756 - val_loss: 0.2430 - val_r2_score: 0.7390
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1217 - r2_score: 0.8803 - val_loss: 0.2458 - val_r2_score: 0.7359
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1166 - r2_score: 0.8854 - val_loss: 0.2395 - val_r2_score: 0.7427
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1127 - r2_score: 0.8892 - val_loss: 0.2445 - val_r2_score: 0.7373
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1364 - r2_score: 0.8636 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 2s 60ms/step - loss: 6.6352 - r2_score: -5.5241 - val_loss: 5.8033 - val_r2_score: -5.2349
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 5.6859 - r2_score: -4.5907 - val_loss: 5.2097 - val_r2_score: -4.5972
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 5.0563 - r2_score: -3.9717 - val_loss: 4.7691 - val_r2_score: -4.1239
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 4.5717 - r2_score: -3.4952 - val_loss: 4.4110 - val_r2_score: -3.7391
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 4.1527 - r2_score: -3.0832 - val_loss: 4.0926 - val_r2_score: -3.3971
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 3.7706 - r2_score: -2.7075 - val_loss: 3.7983 - val_r2_score: -3.0808
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 3.4375 - r2_score: -2.3799 - val_loss: 3.5229 - val_r2_score: -2.7850
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 3.1208 - r2_score: -2.0686 - val_loss: 3.2609 - val_r2_score: -2.5034
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 2.8350 - r2_score: -1.7876 - val_loss: 2.9968 - val_r2_score: -2.2198
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 2.5541 - r2_score: -1.5113 - val_loss: 2.7411 - val_r2_score: -1.9450
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 2.2932 - r2_score: -1.2548 - val_loss: 2.5006 - val_r2_score: -1.6866
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 2.0540 - r2_score: -1.0196 - val_loss: 2.2670 - val_r2_score: -1.4356
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 1.8250 - r2_score: -0.7944 - val_loss: 2.0488 - val_r2_score: -1.2012
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 1.6179 - r2_score: -0.5908 - val_loss: 1.8394 - val_r2_score: -0.9762
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 1.4244 - r2_score: -0.4006 - val_loss: 1.6462 - val_r2_score: -0.7686
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 1.2514 - r2_score: -0.2305 - val_loss: 1.4674 - val_r2_score: -0.5765
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 1.0951 - r2_score: -0.0768 - val_loss: 1.3035 - val_r2_score: -0.4005
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.9550 - r2_score: 0.0610 - val_loss: 1.1598 - val_r2_score: -0.2461
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.8309 - r2_score: 0.1830 - val_loss: 1.0350 - val_r2_score: -0.1120
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.7254 - r2_score: 0.2868 - val_loss: 0.9241 - val_r2_score: 0.0072
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.7171 - r2_score: 0.2829  
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 111ms/step - loss: 1.2204 - r2_score: -0.2000 - val_loss: 1.0620 - val_r2_score: -0.1410
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 1.0567 - r2_score: -0.0390 - val_loss: 0.9236 - val_r2_score: 0.0077
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.9158 - r2_score: 0.0995 - val_loss: 0.8142 - val_r2_score: 0.1252
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.7993 - r2_score: 0.2141 - val_loss: 0.7288 - val_r2_score: 0.2170
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.7134 - r2_score: 0.2986 - val_loss: 0.6618 - val_r2_score: 0.2890
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.6407 - r2_score: 0.3700 - val_loss: 0.6094 - val_r2_score: 0.3453
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.5792 - r2_score: 0.4305 - val_loss: 0.5663 - val_r2_score: 0.3916
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.5328 - r2_score: 0.4761 - val_loss: 0.5284 - val_r2_score: 0.4323
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.4871 - r2_score: 0.5211 - val_loss: 0.4957 - val_r2_score: 0.4674
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.4492 - r2_score: 0.5583 - val_loss: 0.4660 - val_r2_score: 0.4994
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.4144 - r2_score: 0.5926 - val_loss: 0.4394 - val_r2_score: 0.5279
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.3828 - r2_score: 0.6236 - val_loss: 0.4164 - val_r2_score: 0.5526
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.3552 - r2_score: 0.6508 - val_loss: 0.3963 - val_r2_score: 0.5742
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.3303 - r2_score: 0.6753 - val_loss: 0.3794 - val_r2_score: 0.5924
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.3082 - r2_score: 0.6970 - val_loss: 0.3650 - val_r2_score: 0.6078
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.2892 - r2_score: 0.7157 - val_loss: 0.3526 - val_r2_score: 0.6212
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.2722 - r2_score: 0.7324 - val_loss: 0.3430 - val_r2_score: 0.6315
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.2573 - r2_score: 0.7470 - val_loss: 0.3352 - val_r2_score: 0.6399
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.2427 - r2_score: 0.7614 - val_loss: 0.3280 - val_r2_score: 0.6476
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.2307 - r2_score: 0.7732 - val_loss: 0.3222 - val_r2_score: 0.6538
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2431 - r2_score: 0.7569 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 2.0152 - r2_score: -0.9814 - val_loss: 1.3399 - val_r2_score: -0.4396
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 1.1478 - r2_score: -0.1286 - val_loss: 0.9649 - val_r2_score: -0.0367
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.7609 - r2_score: 0.2518 - val_loss: 0.8090 - val_r2_score: 0.1308
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.5809 - r2_score: 0.4288 - val_loss: 0.7140 - val_r2_score: 0.2329
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.4623 - r2_score: 0.5455 - val_loss: 0.6411 - val_r2_score: 0.3112
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3763 - r2_score: 0.6300 - val_loss: 0.5867 - val_r2_score: 0.3697
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3197 - r2_score: 0.6856 - val_loss: 0.5484 - val_r2_score: 0.4108
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2762 - r2_score: 0.7285 - val_loss: 0.5235 - val_r2_score: 0.4376
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2463 - r2_score: 0.7578 - val_loss: 0.5065 - val_r2_score: 0.4559
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2209 - r2_score: 0.7828 - val_loss: 0.4892 - val_r2_score: 0.4744
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2608 - r2_score: 0.7392 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 2s 66ms/step - loss: 3.1208 - r2_score: -2.0685 - val_loss: 3.0790 - val_r2_score: -2.3081
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 2.1810 - r2_score: -1.1445 - val_loss: 2.3868 - val_r2_score: -1.5644
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 1.6153 - r2_score: -0.5883 - val_loss: 1.9122 - val_r2_score: -1.0545
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 1.2574 - r2_score: -0.2364 - val_loss: 1.5806 - val_r2_score: -0.6981
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.9966 - r2_score: 0.0201 - val_loss: 1.3600 - val_r2_score: -0.4612
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.8211 - r2_score: 0.1927 - val_loss: 1.2165 - val_r2_score: -0.3070
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.6971 - r2_score: 0.3146 - val_loss: 1.1281 - val_r2_score: -0.2120
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.6059 - r2_score: 0.4042 - val_loss: 1.0620 - val_r2_score: -0.1410
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.5375 - r2_score: 0.4715 - val_loss: 1.0021 - val_r2_score: -0.0767
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.4827 - r2_score: 0.5254 - val_loss: 0.9470 - val_r2_score: -0.0175
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.5494 - r2_score: 0.4506 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 113ms/step - loss: 2.8087 - r2_score: -1.7617 - val_loss: 2.5120 - val_r2_score: -1.6989
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 2.2023 - r2_score: -1.1654 - val_loss: 2.1068 - val_r2_score: -1.2635
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 1.7844 - r2_score: -0.7546 - val_loss: 1.8418 - val_r2_score: -0.9788
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 1.4920 - r2_score: -0.4670 - val_loss: 1.6641 - val_r2_score: -0.7879
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 1.2910 - r2_score: -0.2694 - val_loss: 1.5370 - val_r2_score: -0.6513
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 1.1471 - r2_score: -0.1279 - val_loss: 1.4268 - val_r2_score: -0.5330
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 1.0138 - r2_score: 0.0032 - val_loss: 1.3258 - val_r2_score: -0.4244
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.9059 - r2_score: 0.1093 - val_loss: 1.2284 - val_r2_score: -0.3198
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.8051 - r2_score: 0.2084 - val_loss: 1.1430 - val_r2_score: -0.2280
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.7220 - r2_score: 0.2900 - val_loss: 1.0721 - val_r2_score: -0.1519
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.7565 - r2_score: 0.2435  
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 1.3231 - r2_score: -0.3009 - val_loss: 0.9166 - val_r2_score: 0.0153
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.7468 - r2_score: 0.2657 - val_loss: 0.7542 - val_r2_score: 0.1897
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5469 - r2_score: 0.4623 - val_loss: 0.6468 - val_r2_score: 0.3051
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4230 - r2_score: 0.5840 - val_loss: 0.5696 - val_r2_score: 0.3881
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3515 - r2_score: 0.6544 - val_loss: 0.5349 - val_r2_score: 0.4254
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2999 - r2_score: 0.7051 - val_loss: 0.5105 - val_r2_score: 0.4516
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2630 - r2_score: 0.7414 - val_loss: 0.4705 - val_r2_score: 0.4945
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2333 - r2_score: 0.7706 - val_loss: 0.4631 - val_r2_score: 0.5024
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2094 - r2_score: 0.7941 - val_loss: 0.4471 - val_r2_score: 0.5197
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1897 - r2_score: 0.8134 - val_loss: 0.4395 - val_r2_score: 0.5278
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1749 - r2_score: 0.8281 - val_loss: 0.4345 - val_r2_score: 0.5332
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1612 - r2_score: 0.8414 - val_loss: 0.4231 - val_r2_score: 0.5454
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1500 - r2_score: 0.8525 - val_loss: 0.4236 - val_r2_score: 0.5448
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1397 - r2_score: 0.8627 - val_loss: 0.4189 - val_r2_score: 0.5499
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1318 - r2_score: 0.8704 - val_loss: 0.4057 - val_r2_score: 0.5641
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1238 - r2_score: 0.8783 - val_loss: 0.4097 - val_r2_score: 0.5598
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1163 - r2_score: 0.8856 - val_loss: 0.3998 - val_r2_score: 0.5705
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1100 - r2_score: 0.8918 - val_loss: 0.3939 - val_r2_score: 0.5768
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1048 - r2_score: 0.8969 - val_loss: 0.3982 - val_r2_score: 0.5721
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0996 - r2_score: 0.9021 - val_loss: 0.3889 - val_r2_score: 0.5821
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1537 - r2_score: 0.8463 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 2s 53ms/step - loss: 1.6243 - r2_score: -0.5971 - val_loss: 1.7606 - val_r2_score: -0.8916
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 1.1636 - r2_score: -0.1441 - val_loss: 1.3565 - val_r2_score: -0.4574
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.8976 - r2_score: 0.1174 - val_loss: 1.0982 - val_r2_score: -0.1798
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.7075 - r2_score: 0.3043 - val_loss: 0.9381 - val_r2_score: -0.0079
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.5749 - r2_score: 0.4347 - val_loss: 0.8369 - val_r2_score: 0.1009
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.4825 - r2_score: 0.5255 - val_loss: 0.7698 - val_r2_score: 0.1729
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.4156 - r2_score: 0.5913 - val_loss: 0.7244 - val_r2_score: 0.2217
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.3669 - r2_score: 0.6393 - val_loss: 0.6884 - val_r2_score: 0.2604
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.3286 - r2_score: 0.6769 - val_loss: 0.6613 - val_r2_score: 0.2895
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.2990 - r2_score: 0.7061 - val_loss: 0.6362 - val_r2_score: 0.3165
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.2748 - r2_score: 0.7298 - val_loss: 0.6100 - val_r2_score: 0.3446
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.2552 - r2_score: 0.7491 - val_loss: 0.5879 - val_r2_score: 0.3684
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2386 - r2_score: 0.7653 - val_loss: 0.5788 - val_r2_score: 0.3781
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.2236 - r2_score: 0.7801 - val_loss: 0.5684 - val_r2_score: 0.3893
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2107 - r2_score: 0.7928 - val_loss: 0.5611 - val_r2_score: 0.3972
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1993 - r2_score: 0.8040 - val_loss: 0.5505 - val_r2_score: 0.4086
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1894 - r2_score: 0.8137 - val_loss: 0.5366 - val_r2_score: 0.4235
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1803 - r2_score: 0.8227 - val_loss: 0.5256 - val_r2_score: 0.4353
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1720 - r2_score: 0.8308 - val_loss: 0.5194 - val_r2_score: 0.4419
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1644 - r2_score: 0.8384 - val_loss: 0.5111 - val_r2_score: 0.4509
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2297 - r2_score: 0.7703 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 135ms/step - loss: 2.7891 - r2_score: -1.7424 - val_loss: 1.7212 - val_r2_score: -0.8492
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 2.0541 - r2_score: -1.0197 - val_loss: 1.2566 - val_r2_score: -0.3501
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 1.5369 - r2_score: -0.5112 - val_loss: 0.9725 - val_r2_score: -0.0449
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 1.1934 - r2_score: -0.1734 - val_loss: 0.8295 - val_r2_score: 0.1088
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.9902 - r2_score: 0.0264 - val_loss: 0.7776 - val_r2_score: 0.1646
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.8715 - r2_score: 0.1431 - val_loss: 0.7632 - val_r2_score: 0.1801
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.7944 - r2_score: 0.2189 - val_loss: 0.7529 - val_r2_score: 0.1911
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.7332 - r2_score: 0.2790 - val_loss: 0.7303 - val_r2_score: 0.2154
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.6725 - r2_score: 0.3387 - val_loss: 0.6910 - val_r2_score: 0.2576
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.6149 - r2_score: 0.3954 - val_loss: 0.6497 - val_r2_score: 0.3019
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.5624 - r2_score: 0.4471 - val_loss: 0.6097 - val_r2_score: 0.3449
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.5174 - r2_score: 0.4913 - val_loss: 0.5783 - val_r2_score: 0.3787
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.4796 - r2_score: 0.5284 - val_loss: 0.5555 - val_r2_score: 0.4032
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.4488 - r2_score: 0.5587 - val_loss: 0.5373 - val_r2_score: 0.4227
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.4206 - r2_score: 0.5864 - val_loss: 0.5269 - val_r2_score: 0.4339
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.3958 - r2_score: 0.6108 - val_loss: 0.5188 - val_r2_score: 0.4426
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.3719 - r2_score: 0.6343 - val_loss: 0.5141 - val_r2_score: 0.4477
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.3515 - r2_score: 0.6544 - val_loss: 0.5098 - val_r2_score: 0.4523
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.3314 - r2_score: 0.6742 - val_loss: 0.5050 - val_r2_score: 0.4575
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.3149 - r2_score: 0.6904 - val_loss: 0.4998 - val_r2_score: 0.4630
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.3430 - r2_score: 0.6570 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 1.0458 - r2_score: -0.0283 - val_loss: 0.7505 - val_r2_score: 0.1937
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.6354 - r2_score: 0.3752 - val_loss: 0.4733 - val_r2_score: 0.4915
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.4307 - r2_score: 0.5765 - val_loss: 0.3394 - val_r2_score: 0.6353
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3326 - r2_score: 0.6729 - val_loss: 0.2710 - val_r2_score: 0.7089
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2741 - r2_score: 0.7305 - val_loss: 0.2284 - val_r2_score: 0.7546
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2375 - r2_score: 0.7664 - val_loss: 0.1994 - val_r2_score: 0.7858
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2112 - r2_score: 0.7924 - val_loss: 0.1809 - val_r2_score: 0.8056
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1928 - r2_score: 0.8104 - val_loss: 0.1688 - val_r2_score: 0.8187
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1792 - r2_score: 0.8238 - val_loss: 0.1599 - val_r2_score: 0.8282
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1685 - r2_score: 0.8343 - val_loss: 0.1529 - val_r2_score: 0.8358
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1599 - r2_score: 0.8401 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - loss: 2.3142 - r2_score: -1.2754 - val_loss: 1.9881 - val_r2_score: -1.1360
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 1.9580 - r2_score: -0.9252 - val_loss: 1.7252 - val_r2_score: -0.8535
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 1.6949 - r2_score: -0.6666 - val_loss: 1.5231 - val_r2_score: -0.6364
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 1.4854 - r2_score: -0.4606 - val_loss: 1.3630 - val_r2_score: -0.4644
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 1.3262 - r2_score: -0.3040 - val_loss: 1.2305 - val_r2_score: -0.3220
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 1.1926 - r2_score: -0.1727 - val_loss: 1.1194 - val_r2_score: -0.2026
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 1.0804 - r2_score: -0.0623 - val_loss: 1.0213 - val_r2_score: -0.0973
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.9811 - r2_score: 0.0353 - val_loss: 0.9339 - val_r2_score: -0.0034
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.8948 - r2_score: 0.1201 - val_loss: 0.8567 - val_r2_score: 0.0796
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.8173 - r2_score: 0.1964 - val_loss: 0.7885 - val_r2_score: 0.1528
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.7778 - r2_score: 0.2222  
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 111ms/step - loss: 1.1540 - r2_score: -0.1347 - val_loss: 0.9352 - val_r2_score: -0.0048
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.9713 - r2_score: 0.0450 - val_loss: 0.7870 - val_r2_score: 0.1545
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.8275 - r2_score: 0.1863 - val_loss: 0.6658 - val_r2_score: 0.2847
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.7036 - r2_score: 0.3081 - val_loss: 0.5719 - val_r2_score: 0.3855
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.6115 - r2_score: 0.3987 - val_loss: 0.4997 - val_r2_score: 0.4632
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.5398 - r2_score: 0.4692 - val_loss: 0.4448 - val_r2_score: 0.5222
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.4849 - r2_score: 0.5232 - val_loss: 0.4027 - val_r2_score: 0.5674
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.4392 - r2_score: 0.5682 - val_loss: 0.3699 - val_r2_score: 0.6025
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.4017 - r2_score: 0.6050 - val_loss: 0.3435 - val_r2_score: 0.6310
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.3718 - r2_score: 0.6344 - val_loss: 0.3212 - val_r2_score: 0.6549
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.3470 - r2_score: 0.6530 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 33ms/step - loss: 1.3013 - r2_score: -0.2795 - val_loss: 0.7622 - val_r2_score: 0.1811
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.7457 - r2_score: 0.2668 - val_loss: 0.4482 - val_r2_score: 0.5184
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4763 - r2_score: 0.5317 - val_loss: 0.3241 - val_r2_score: 0.6518
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3611 - r2_score: 0.6450 - val_loss: 0.2718 - val_r2_score: 0.7080
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2981 - r2_score: 0.7069 - val_loss: 0.2395 - val_r2_score: 0.7427
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2573 - r2_score: 0.7470 - val_loss: 0.2175 - val_r2_score: 0.7663
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2275 - r2_score: 0.7763 - val_loss: 0.2008 - val_r2_score: 0.7843
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2060 - r2_score: 0.7974 - val_loss: 0.1895 - val_r2_score: 0.7964
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1889 - r2_score: 0.8143 - val_loss: 0.1807 - val_r2_score: 0.8059
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1759 - r2_score: 0.8270 - val_loss: 0.1752 - val_r2_score: 0.8118
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1658 - r2_score: 0.8370 - val_loss: 0.1699 - val_r2_score: 0.8175
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1577 - r2_score: 0.8449 - val_loss: 0.1660 - val_r2_score: 0.8217
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1506 - r2_score: 0.8519 - val_loss: 0.1626 - val_r2_score: 0.8253
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1453 - r2_score: 0.8572 - val_loss: 0.1599 - val_r2_score: 0.8282
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1402 - r2_score: 0.8621 - val_loss: 0.1575 - val_r2_score: 0.8307
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1359 - r2_score: 0.8664 - val_loss: 0.1564 - val_r2_score: 0.8319
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1320 - r2_score: 0.8702 - val_loss: 0.1543 - val_r2_score: 0.8342
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1284 - r2_score: 0.8738 - val_loss: 0.1538 - val_r2_score: 0.8347
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1251 - r2_score: 0.8770 - val_loss: 0.1518 - val_r2_score: 0.8369
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1223 - r2_score: 0.8797 - val_loss: 0.1501 - val_r2_score: 0.8388
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1259 - r2_score: 0.8741 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 2s 55ms/step - loss: 1.2777 - r2_score: -0.2563 - val_loss: 0.8842 - val_r2_score: 0.0500
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.9537 - r2_score: 0.0623 - val_loss: 0.6545 - val_r2_score: 0.2969
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.7302 - r2_score: 0.2820 - val_loss: 0.5069 - val_r2_score: 0.4554
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.5941 - r2_score: 0.4158 - val_loss: 0.4115 - val_r2_score: 0.5579
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.4955 - r2_score: 0.5128 - val_loss: 0.3470 - val_r2_score: 0.6272
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.4260 - r2_score: 0.5811 - val_loss: 0.3004 - val_r2_score: 0.6773
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.3687 - r2_score: 0.6375 - val_loss: 0.2642 - val_r2_score: 0.7161
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.3276 - r2_score: 0.6779 - val_loss: 0.2351 - val_r2_score: 0.7474
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2914 - r2_score: 0.7135 - val_loss: 0.2130 - val_r2_score: 0.7711
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2636 - r2_score: 0.7408 - val_loss: 0.1959 - val_r2_score: 0.7895
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.2411 - r2_score: 0.7629 - val_loss: 0.1830 - val_r2_score: 0.8034
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2237 - r2_score: 0.7800 - val_loss: 0.1735 - val_r2_score: 0.8136
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.2099 - r2_score: 0.7936 - val_loss: 0.1659 - val_r2_score: 0.8218
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1983 - r2_score: 0.8050 - val_loss: 0.1597 - val_r2_score: 0.8284
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1889 - r2_score: 0.8142 - val_loss: 0.1546 - val_r2_score: 0.8339
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1812 - r2_score: 0.8218 - val_loss: 0.1504 - val_r2_score: 0.8384
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1741 - r2_score: 0.8288 - val_loss: 0.1472 - val_r2_score: 0.8419
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1686 - r2_score: 0.8343 - val_loss: 0.1446 - val_r2_score: 0.8446
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1632 - r2_score: 0.8396 - val_loss: 0.1423 - val_r2_score: 0.8471
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1588 - r2_score: 0.8438 - val_loss: 0.1398 - val_r2_score: 0.8498
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1526 - r2_score: 0.8474 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 109ms/step - loss: 1.2134 - r2_score: -0.1931 - val_loss: 1.1201 - val_r2_score: -0.2034
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 1.0648 - r2_score: -0.0469 - val_loss: 0.9763 - val_r2_score: -0.0489
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.9346 - r2_score: 0.0810 - val_loss: 0.8491 - val_r2_score: 0.0878
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.8201 - r2_score: 0.1936 - val_loss: 0.7385 - val_r2_score: 0.2065
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.7225 - r2_score: 0.2896 - val_loss: 0.6442 - val_r2_score: 0.3079
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.6408 - r2_score: 0.3700 - val_loss: 0.5650 - val_r2_score: 0.3930
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.5707 - r2_score: 0.4389 - val_loss: 0.4999 - val_r2_score: 0.4629
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.5156 - r2_score: 0.4931 - val_loss: 0.4461 - val_r2_score: 0.5208
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.4662 - r2_score: 0.5416 - val_loss: 0.4026 - val_r2_score: 0.5674
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.4262 - r2_score: 0.5809 - val_loss: 0.3672 - val_r2_score: 0.6055
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.3941 - r2_score: 0.6125 - val_loss: 0.3378 - val_r2_score: 0.6370
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.3665 - r2_score: 0.6397 - val_loss: 0.3139 - val_r2_score: 0.6628
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.3435 - r2_score: 0.6622 - val_loss: 0.2939 - val_r2_score: 0.6842
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.3235 - r2_score: 0.6819 - val_loss: 0.2774 - val_r2_score: 0.7020
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.3059 - r2_score: 0.6992 - val_loss: 0.2638 - val_r2_score: 0.7166
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.2912 - r2_score: 0.7137 - val_loss: 0.2522 - val_r2_score: 0.7290
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.2781 - r2_score: 0.7265 - val_loss: 0.2423 - val_r2_score: 0.7397
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.2666 - r2_score: 0.7379 - val_loss: 0.2338 - val_r2_score: 0.7488
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.2565 - r2_score: 0.7478 - val_loss: 0.2265 - val_r2_score: 0.7566
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.2478 - r2_score: 0.7564 - val_loss: 0.2201 - val_r2_score: 0.7635
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2374 - r2_score: 0.7626 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 33ms/step - loss: 0.8340 - r2_score: 0.1800 - val_loss: 0.5828 - val_r2_score: 0.3739
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.5016 - r2_score: 0.5067 - val_loss: 0.4352 - val_r2_score: 0.5324
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3693 - r2_score: 0.6369 - val_loss: 0.3266 - val_r2_score: 0.6491
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2896 - r2_score: 0.7152 - val_loss: 0.2722 - val_r2_score: 0.7076
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2396 - r2_score: 0.7644 - val_loss: 0.2427 - val_r2_score: 0.7393
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2084 - r2_score: 0.7951 - val_loss: 0.2237 - val_r2_score: 0.7596
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1835 - r2_score: 0.8196 - val_loss: 0.2097 - val_r2_score: 0.7747
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1656 - r2_score: 0.8371 - val_loss: 0.2009 - val_r2_score: 0.7842
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1511 - r2_score: 0.8514 - val_loss: 0.1933 - val_r2_score: 0.7923
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1400 - r2_score: 0.8623 - val_loss: 0.1888 - val_r2_score: 0.7972
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1432 - r2_score: 0.8568 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - loss: 1.6622 - r2_score: -0.6344 - val_loss: 1.2399 - val_r2_score: -0.3321
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 1.0582 - r2_score: -0.0405 - val_loss: 0.8603 - val_r2_score: 0.0757
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.7803 - r2_score: 0.2327 - val_loss: 0.6655 - val_r2_score: 0.2850
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.6255 - r2_score: 0.3849 - val_loss: 0.5462 - val_r2_score: 0.4132
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.5256 - r2_score: 0.4832 - val_loss: 0.4670 - val_r2_score: 0.4983
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.4508 - r2_score: 0.5567 - val_loss: 0.4134 - val_r2_score: 0.5559
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.3982 - r2_score: 0.6084 - val_loss: 0.3766 - val_r2_score: 0.5954
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.3548 - r2_score: 0.6511 - val_loss: 0.3471 - val_r2_score: 0.6270
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.3235 - r2_score: 0.6820 - val_loss: 0.3247 - val_r2_score: 0.6511
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.2953 - r2_score: 0.7097 - val_loss: 0.3068 - val_r2_score: 0.6704
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2843 - r2_score: 0.7157 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 112ms/step - loss: 1.1521 - r2_score: -0.1328 - val_loss: 0.9217 - val_r2_score: 0.0098
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.9166 - r2_score: 0.0988 - val_loss: 0.7294 - val_r2_score: 0.2163
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.7619 - r2_score: 0.2509 - val_loss: 0.6047 - val_r2_score: 0.3504
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.6556 - r2_score: 0.3553 - val_loss: 0.5221 - val_r2_score: 0.4391
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.5763 - r2_score: 0.4334 - val_loss: 0.4623 - val_r2_score: 0.5034
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.5082 - r2_score: 0.5003 - val_loss: 0.4174 - val_r2_score: 0.5516
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.4532 - r2_score: 0.5544 - val_loss: 0.3829 - val_r2_score: 0.5887
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.4091 - r2_score: 0.5977 - val_loss: 0.3578 - val_r2_score: 0.6155
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.3725 - r2_score: 0.6337 - val_loss: 0.3386 - val_r2_score: 0.6362
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.3445 - r2_score: 0.6612 - val_loss: 0.3240 - val_r2_score: 0.6519
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.3261 - r2_score: 0.6739 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 27ms/step - loss: 1.3187 - r2_score: -0.2966 - val_loss: 0.9548 - val_r2_score: -0.0258
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.8152 - r2_score: 0.1984 - val_loss: 0.6859 - val_r2_score: 0.2630
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5719 - r2_score: 0.4377 - val_loss: 0.5321 - val_r2_score: 0.4283
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4357 - r2_score: 0.5716 - val_loss: 0.4563 - val_r2_score: 0.5098
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3554 - r2_score: 0.6505 - val_loss: 0.3968 - val_r2_score: 0.5737
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2980 - r2_score: 0.7070 - val_loss: 0.3523 - val_r2_score: 0.6215
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2581 - r2_score: 0.7462 - val_loss: 0.3240 - val_r2_score: 0.6519
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2278 - r2_score: 0.7760 - val_loss: 0.3013 - val_r2_score: 0.6763
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2041 - r2_score: 0.7993 - val_loss: 0.2817 - val_r2_score: 0.6974
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1854 - r2_score: 0.8177 - val_loss: 0.2659 - val_r2_score: 0.7144
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1687 - r2_score: 0.8341 - val_loss: 0.2544 - val_r2_score: 0.7267
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1566 - r2_score: 0.8460 - val_loss: 0.2459 - val_r2_score: 0.7359
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1454 - r2_score: 0.8570 - val_loss: 0.2367 - val_r2_score: 0.7457
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1357 - r2_score: 0.8665 - val_loss: 0.2303 - val_r2_score: 0.7526
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1278 - r2_score: 0.8743 - val_loss: 0.2246 - val_r2_score: 0.7587
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1201 - r2_score: 0.8819 - val_loss: 0.2211 - val_r2_score: 0.7625
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1133 - r2_score: 0.8886 - val_loss: 0.2152 - val_r2_score: 0.7688
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1078 - r2_score: 0.8940 - val_loss: 0.2109 - val_r2_score: 0.7735
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1025 - r2_score: 0.8992 - val_loss: 0.2078 - val_r2_score: 0.7767
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0973 - r2_score: 0.9044 - val_loss: 0.2019 - val_r2_score: 0.7831
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1146 - r2_score: 0.8854 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 2s 62ms/step - loss: 2.0097 - r2_score: -0.9761 - val_loss: 1.4096 - val_r2_score: -0.5144
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 1.1968 - r2_score: -0.1767 - val_loss: 1.0228 - val_r2_score: -0.0988
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.8669 - r2_score: 0.1476 - val_loss: 0.8305 - val_r2_score: 0.1078
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.6927 - r2_score: 0.3189 - val_loss: 0.6901 - val_r2_score: 0.2586
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.5615 - r2_score: 0.4479 - val_loss: 0.5996 - val_r2_score: 0.3558
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.4780 - r2_score: 0.5300 - val_loss: 0.5465 - val_r2_score: 0.4128
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.4192 - r2_score: 0.5879 - val_loss: 0.5106 - val_r2_score: 0.4514
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.3709 - r2_score: 0.6353 - val_loss: 0.4787 - val_r2_score: 0.4857
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.3348 - r2_score: 0.6708 - val_loss: 0.4544 - val_r2_score: 0.5118
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.3063 - r2_score: 0.6988 - val_loss: 0.4347 - val_r2_score: 0.5329
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.2812 - r2_score: 0.7235 - val_loss: 0.4192 - val_r2_score: 0.5496
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.2595 - r2_score: 0.7448 - val_loss: 0.4059 - val_r2_score: 0.5639
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2413 - r2_score: 0.7627 - val_loss: 0.3903 - val_r2_score: 0.5807
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2254 - r2_score: 0.7784 - val_loss: 0.3781 - val_r2_score: 0.5938
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2108 - r2_score: 0.7928 - val_loss: 0.3694 - val_r2_score: 0.6032
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1986 - r2_score: 0.8047 - val_loss: 0.3599 - val_r2_score: 0.6134
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1874 - r2_score: 0.8157 - val_loss: 0.3532 - val_r2_score: 0.6205
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1770 - r2_score: 0.8259 - val_loss: 0.3450 - val_r2_score: 0.6294
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1675 - r2_score: 0.8353 - val_loss: 0.3384 - val_r2_score: 0.6364
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1589 - r2_score: 0.8438 - val_loss: 0.3325 - val_r2_score: 0.6428
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1888 - r2_score: 0.8112 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 119ms/step - loss: 1.0964 - r2_score: -0.0780 - val_loss: 0.9199 - val_r2_score: 0.0117
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.8782 - r2_score: 0.1365 - val_loss: 0.7564 - val_r2_score: 0.1873
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.7368 - r2_score: 0.2755 - val_loss: 0.6534 - val_r2_score: 0.2980
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.6401 - r2_score: 0.3707 - val_loss: 0.5848 - val_r2_score: 0.3717
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.5686 - r2_score: 0.4410 - val_loss: 0.5306 - val_r2_score: 0.4300
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.5080 - r2_score: 0.5005 - val_loss: 0.4820 - val_r2_score: 0.4822
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.4531 - r2_score: 0.5545 - val_loss: 0.4394 - val_r2_score: 0.5279
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.4047 - r2_score: 0.6021 - val_loss: 0.4042 - val_r2_score: 0.5658
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.3653 - r2_score: 0.6408 - val_loss: 0.3769 - val_r2_score: 0.5950
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.3335 - r2_score: 0.6721 - val_loss: 0.3563 - val_r2_score: 0.6172
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.3078 - r2_score: 0.6974 - val_loss: 0.3395 - val_r2_score: 0.6353
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.2859 - r2_score: 0.7189 - val_loss: 0.3248 - val_r2_score: 0.6510
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.2670 - r2_score: 0.7375 - val_loss: 0.3125 - val_r2_score: 0.6642
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.2501 - r2_score: 0.7541 - val_loss: 0.3018 - val_r2_score: 0.6757
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.2360 - r2_score: 0.7680 - val_loss: 0.2927 - val_r2_score: 0.6855
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.2234 - r2_score: 0.7804 - val_loss: 0.2847 - val_r2_score: 0.6941
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.2117 - r2_score: 0.7918 - val_loss: 0.2782 - val_r2_score: 0.7011
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.2018 - r2_score: 0.8016 - val_loss: 0.2723 - val_r2_score: 0.7075
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.1928 - r2_score: 0.8104 - val_loss: 0.2668 - val_r2_score: 0.7134
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.1842 - r2_score: 0.8189 - val_loss: 0.2619 - val_r2_score: 0.7186
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1954 - r2_score: 0.8046 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 1.9258 - r2_score: -0.8935 - val_loss: 1.2407 - val_r2_score: -0.3330
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 1.0822 - r2_score: -0.0641 - val_loss: 0.9119 - val_r2_score: 0.0202
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.7359 - r2_score: 0.2764 - val_loss: 0.7104 - val_r2_score: 0.2368
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.5228 - r2_score: 0.4859 - val_loss: 0.6091 - val_r2_score: 0.3456
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.4025 - r2_score: 0.6043 - val_loss: 0.5388 - val_r2_score: 0.4211
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3246 - r2_score: 0.6808 - val_loss: 0.4884 - val_r2_score: 0.4753
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2740 - r2_score: 0.7306 - val_loss: 0.4506 - val_r2_score: 0.5159
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2353 - r2_score: 0.7686 - val_loss: 0.4377 - val_r2_score: 0.5297
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2084 - r2_score: 0.7951 - val_loss: 0.4135 - val_r2_score: 0.5557
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1881 - r2_score: 0.8150 - val_loss: 0.3890 - val_r2_score: 0.5821
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2177 - r2_score: 0.7823 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 2s 63ms/step - loss: 3.6851 - r2_score: -2.6235 - val_loss: 3.0542 - val_r2_score: -2.2813
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 2.5679 - r2_score: -1.5249 - val_loss: 2.2947 - val_r2_score: -1.4654
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 1.9669 - r2_score: -0.9340 - val_loss: 1.8294 - val_r2_score: -0.9655
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 1.5431 - r2_score: -0.5173 - val_loss: 1.4985 - val_r2_score: -0.6099
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 1.2065 - r2_score: -0.1863 - val_loss: 1.2368 - val_r2_score: -0.3288
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.9541 - r2_score: 0.0619 - val_loss: 1.0417 - val_r2_score: -0.1192
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.7735 - r2_score: 0.2395 - val_loss: 0.9009 - val_r2_score: 0.0321
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.6409 - r2_score: 0.3698 - val_loss: 0.8005 - val_r2_score: 0.1399
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.5423 - r2_score: 0.4668 - val_loss: 0.7264 - val_r2_score: 0.2196
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.4710 - r2_score: 0.5368 - val_loss: 0.6673 - val_r2_score: 0.2831
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.4796 - r2_score: 0.5204 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 136ms/step - loss: 2.7972 - r2_score: -1.7504 - val_loss: 2.6048 - val_r2_score: -1.7986
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 2.1677 - r2_score: -1.1314 - val_loss: 2.0171 - val_r2_score: -1.1671
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 1.6959 - r2_score: -0.6676 - val_loss: 1.5728 - val_r2_score: -0.6898
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 1.3423 - r2_score: -0.3199 - val_loss: 1.2566 - val_r2_score: -0.3501
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 1.1052 - r2_score: -0.0867 - val_loss: 1.0403 - val_r2_score: -0.1177
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.9333 - r2_score: 0.0823 - val_loss: 0.8956 - val_r2_score: 0.0378
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.8033 - r2_score: 0.2101 - val_loss: 0.7939 - val_r2_score: 0.1471
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.7083 - r2_score: 0.3035 - val_loss: 0.7156 - val_r2_score: 0.2312
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.6291 - r2_score: 0.3814 - val_loss: 0.6498 - val_r2_score: 0.3019
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.5571 - r2_score: 0.4523 - val_loss: 0.5937 - val_r2_score: 0.3622
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.5313 - r2_score: 0.4687 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 27ms/step - loss: 1.4213 - r2_score: -0.3975 - val_loss: 1.4574 - val_r2_score: -0.5658
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.8214 - r2_score: 0.1924 - val_loss: 1.0356 - val_r2_score: -0.1126
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.5530 - r2_score: 0.4562 - val_loss: 0.7992 - val_r2_score: 0.1414
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4091 - r2_score: 0.5977 - val_loss: 0.6652 - val_r2_score: 0.2853
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3256 - r2_score: 0.6799 - val_loss: 0.5648 - val_r2_score: 0.3932
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.2649 - r2_score: 0.7395 - val_loss: 0.5094 - val_r2_score: 0.4527
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2293 - r2_score: 0.7745 - val_loss: 0.4564 - val_r2_score: 0.5097
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step - loss: 0.2007 - r2_score: 0.8027 - val_loss: 0.4226 - val_r2_score: 0.5460
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1831 - r2_score: 0.8200 - val_loss: 0.3663 - val_r2_score: 0.6065
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1656 - r2_score: 0.8371 - val_loss: 0.3644 - val_r2_score: 0.6085
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1496 - r2_score: 0.8529 - val_loss: 0.3377 - val_r2_score: 0.6372
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1390 - r2_score: 0.8634 - val_loss: 0.3269 - val_r2_score: 0.6488
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1293 - r2_score: 0.8729 - val_loss: 0.3127 - val_r2_score: 0.6640
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step - loss: 0.1231 - r2_score: 0.8790 - val_loss: 0.3062 - val_r2_score: 0.6710
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.1156 - r2_score: 0.8864 - val_loss: 0.2910 - val_r2_score: 0.6873
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1102 - r2_score: 0.8917 - val_loss: 0.2841 - val_r2_score: 0.6948
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1055 - r2_score: 0.8963 - val_loss: 0.2858 - val_r2_score: 0.6929
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1006 - r2_score: 0.9011 - val_loss: 0.2775 - val_r2_score: 0.7019
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step - loss: 0.0961 - r2_score: 0.9055 - val_loss: 0.2696 - val_r2_score: 0.7104
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0924 - r2_score: 0.9091 - val_loss: 0.2611 - val_r2_score: 0.7195
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1221 - r2_score: 0.8779 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - loss: 5.4217 - r2_score: -4.3310 - val_loss: 4.2619 - val_r2_score: -3.5790
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 4.2155 - r2_score: -3.1450 - val_loss: 3.4544 - val_r2_score: -2.7113
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 3.3529 - r2_score: -2.2968 - val_loss: 2.8720 - val_r2_score: -2.0856
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 2.6805 - r2_score: -1.6356 - val_loss: 2.3970 - val_r2_score: -1.5753
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 2.1411 - r2_score: -1.1053 - val_loss: 1.9990 - val_r2_score: -1.1476
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 1.7102 - r2_score: -0.6816 - val_loss: 1.6635 - val_r2_score: -0.7873
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 1.3610 - r2_score: -0.3383 - val_loss: 1.3856 - val_r2_score: -0.4886
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 1.0824 - r2_score: -0.0643 - val_loss: 1.1609 - val_r2_score: -0.2473
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.8619 - r2_score: 0.1525 - val_loss: 0.9920 - val_r2_score: -0.0658
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.7037 - r2_score: 0.3081 - val_loss: 0.8632 - val_r2_score: 0.0726
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.5812 - r2_score: 0.4285 - val_loss: 0.7657 - val_r2_score: 0.1773
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.4977 - r2_score: 0.5106 - val_loss: 0.6963 - val_r2_score: 0.2519
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.4354 - r2_score: 0.5719 - val_loss: 0.6473 - val_r2_score: 0.3045
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.3902 - r2_score: 0.6163 - val_loss: 0.6111 - val_r2_score: 0.3434
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.3578 - r2_score: 0.6482 - val_loss: 0.5788 - val_r2_score: 0.3782
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.3318 - r2_score: 0.6737 - val_loss: 0.5477 - val_r2_score: 0.4116
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.3102 - r2_score: 0.6950 - val_loss: 0.5204 - val_r2_score: 0.4409
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2932 - r2_score: 0.7117 - val_loss: 0.4997 - val_r2_score: 0.4631
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.2775 - r2_score: 0.7271 - val_loss: 0.4832 - val_r2_score: 0.4809
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.2638 - r2_score: 0.7406 - val_loss: 0.4657 - val_r2_score: 0.4997
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2970 - r2_score: 0.7030 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 145ms/step - loss: 2.5807 - r2_score: -1.5375 - val_loss: 2.5854 - val_r2_score: -1.7777
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 2.1981 - r2_score: -1.1613 - val_loss: 2.2418 - val_r2_score: -1.4086
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 1.8999 - r2_score: -0.8681 - val_loss: 1.9700 - val_r2_score: -1.1165
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 1.6562 - r2_score: -0.6285 - val_loss: 1.7538 - val_r2_score: -0.8843
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 1.4658 - r2_score: -0.4412 - val_loss: 1.5710 - val_r2_score: -0.6878
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 1.2978 - r2_score: -0.2761 - val_loss: 1.4145 - val_r2_score: -0.5197
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 1.1514 - r2_score: -0.1321 - val_loss: 1.2737 - val_r2_score: -0.3684
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 1.0167 - r2_score: 2.9916e-04 - val_loss: 1.1497 - val_r2_score: -0.2352
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.9021 - r2_score: 0.1130 - val_loss: 1.0374 - val_r2_score: -0.1146
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.7947 - r2_score: 0.2186 - val_loss: 0.9394 - val_r2_score: -0.0093
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.7030 - r2_score: 0.3088 - val_loss: 0.8523 - val_r2_score: 0.0843
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.6238 - r2_score: 0.3867 - val_loss: 0.7747 - val_r2_score: 0.1677
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.5559 - r2_score: 0.4534 - val_loss: 0.7068 - val_r2_score: 0.2406
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.4970 - r2_score: 0.5113 - val_loss: 0.6479 - val_r2_score: 0.3039
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.4441 - r2_score: 0.5634 - val_loss: 0.5987 - val_r2_score: 0.3568
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.4006 - r2_score: 0.6061 - val_loss: 0.5564 - val_r2_score: 0.4022
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.3629 - r2_score: 0.6432 - val_loss: 0.5201 - val_r2_score: 0.4413
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.3314 - r2_score: 0.6742 - val_loss: 0.4899 - val_r2_score: 0.4737
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.3040 - r2_score: 0.7011 - val_loss: 0.4656 - val_r2_score: 0.4998
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.2825 - r2_score: 0.7222 - val_loss: 0.4452 - val_r2_score: 0.5217
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.3039 - r2_score: 0.6961 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 26ms/step - loss: 1.4644 - r2_score: -0.4399 - val_loss: 1.0097 - val_r2_score: -0.0848
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.7481 - r2_score: 0.2645 - val_loss: 0.6981 - val_r2_score: 0.2499
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.5008 - r2_score: 0.5076 - val_loss: 0.5485 - val_r2_score: 0.4107
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3682 - r2_score: 0.6379 - val_loss: 0.4771 - val_r2_score: 0.4874
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2956 - r2_score: 0.7093 - val_loss: 0.4318 - val_r2_score: 0.5360
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2459 - r2_score: 0.7582 - val_loss: 0.4130 - val_r2_score: 0.5563
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.2115 - r2_score: 0.7920 - val_loss: 0.3972 - val_r2_score: 0.5732
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1837 - r2_score: 0.8194 - val_loss: 0.3751 - val_r2_score: 0.5970
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1635 - r2_score: 0.8392 - val_loss: 0.3711 - val_r2_score: 0.6013
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1456 - r2_score: 0.8569 - val_loss: 0.3599 - val_r2_score: 0.6134
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1788 - r2_score: 0.8212 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 40ms/step - loss: 4.4463 - r2_score: -3.3719 - val_loss: 3.9874 - val_r2_score: -3.2840
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.1334 - r2_score: -2.0810 - val_loss: 3.0325 - val_r2_score: -2.2581
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 2.2415 - r2_score: -1.2040 - val_loss: 2.3046 - val_r2_score: -1.4760
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 1.5708 - r2_score: -0.5445 - val_loss: 1.8064 - val_r2_score: -0.9408
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 1.1440 - r2_score: -0.1249 - val_loss: 1.4599 - val_r2_score: -0.5685
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.8555 - r2_score: 0.1588 - val_loss: 1.2366 - val_r2_score: -0.3285
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.6680 - r2_score: 0.3432 - val_loss: 1.0958 - val_r2_score: -0.1773
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.5462 - r2_score: 0.4630 - val_loss: 1.0083 - val_r2_score: -0.0833
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.4717 - r2_score: 0.5362 - val_loss: 0.9417 - val_r2_score: -0.0118
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.4160 - r2_score: 0.5910 - val_loss: 0.9053 - val_r2_score: 0.0273
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.4896 - r2_score: 0.5104  
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 153ms/step - loss: 1.8727 - r2_score: -0.8413 - val_loss: 1.4302 - val_r2_score: -0.5366
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 1.3939 - r2_score: -0.3705 - val_loss: 1.0844 - val_r2_score: -0.1650
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 1.0761 - r2_score: -0.0581 - val_loss: 0.8664 - val_r2_score: 0.0691
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.8634 - r2_score: 0.1510 - val_loss: 0.7319 - val_r2_score: 0.2137
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.7075 - r2_score: 0.3044 - val_loss: 0.6434 - val_r2_score: 0.3087
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 46ms/step - loss: 0.5857 - r2_score: 0.4241 - val_loss: 0.5815 - val_r2_score: 0.3753
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.4945 - r2_score: 0.5137 - val_loss: 0.5313 - val_r2_score: 0.4292
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 45ms/step - loss: 0.4229 - r2_score: 0.5841 - val_loss: 0.4933 - val_r2_score: 0.4700
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 45ms/step - loss: 0.3677 - r2_score: 0.6384 - val_loss: 0.4649 - val_r2_score: 0.5006
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.3289 - r2_score: 0.6766 - val_loss: 0.4427 - val_r2_score: 0.5244
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.3339 - r2_score: 0.6661 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 37ms/step - loss: 1.2190 - r2_score: -0.1986 - val_loss: 0.9666 - val_r2_score: -0.0385
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.6593 - r2_score: 0.3517 - val_loss: 0.6696 - val_r2_score: 0.2806
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4404 - r2_score: 0.5670 - val_loss: 0.5408 - val_r2_score: 0.4189
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3239 - r2_score: 0.6816 - val_loss: 0.4751 - val_r2_score: 0.4896
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2599 - r2_score: 0.7444 - val_loss: 0.4361 - val_r2_score: 0.5315
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2182 - r2_score: 0.7854 - val_loss: 0.4035 - val_r2_score: 0.5665
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1892 - r2_score: 0.8140 - val_loss: 0.3857 - val_r2_score: 0.5856
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1673 - r2_score: 0.8355 - val_loss: 0.3699 - val_r2_score: 0.6026
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 27ms/step - loss: 0.1511 - r2_score: 0.8514 - val_loss: 0.3607 - val_r2_score: 0.6124
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1367 - r2_score: 0.8656 - val_loss: 0.3482 - val_r2_score: 0.6259
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1259 - r2_score: 0.8762 - val_loss: 0.3429 - val_r2_score: 0.6316
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1190 - r2_score: 0.8830 - val_loss: 0.3334 - val_r2_score: 0.6418
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1071 - r2_score: 0.8947 - val_loss: 0.3311 - val_r2_score: 0.6443
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0988 - r2_score: 0.9029 - val_loss: 0.3202 - val_r2_score: 0.6560
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0918 - r2_score: 0.9098 - val_loss: 0.3187 - val_r2_score: 0.6576
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0863 - r2_score: 0.9151 - val_loss: 0.3165 - val_r2_score: 0.6600
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0799 - r2_score: 0.9215 - val_loss: 0.3092 - val_r2_score: 0.6678
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.0750 - r2_score: 0.9263 - val_loss: 0.3076 - val_r2_score: 0.6695
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step - loss: 0.0707 - r2_score: 0.9305 - val_loss: 0.3047 - val_r2_score: 0.6727
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0668 - r2_score: 0.9343 - val_loss: 0.3028 - val_r2_score: 0.6747
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1102 - r2_score: 0.8898 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 2s 64ms/step - loss: 1.6941 - r2_score: -0.6657 - val_loss: 1.6707 - val_r2_score: -0.7950
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 1.0704 - r2_score: -0.0525 - val_loss: 1.4329 - val_r2_score: -0.5395
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.7588 - r2_score: 0.2539 - val_loss: 1.2129 - val_r2_score: -0.3031
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.5853 - r2_score: 0.4245 - val_loss: 1.0365 - val_r2_score: -0.1136
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.4876 - r2_score: 0.5205 - val_loss: 0.9316 - val_r2_score: -8.8942e-04
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.4082 - r2_score: 0.5986 - val_loss: 0.8564 - val_r2_score: 0.0799
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.3463 - r2_score: 0.6595 - val_loss: 0.7890 - val_r2_score: 0.1524
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.3017 - r2_score: 0.7034 - val_loss: 0.7189 - val_r2_score: 0.2276
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2664 - r2_score: 0.7381 - val_loss: 0.6831 - val_r2_score: 0.2660
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2388 - r2_score: 0.7652 - val_loss: 0.6500 - val_r2_score: 0.3016
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2163 - r2_score: 0.7873 - val_loss: 0.6237 - val_r2_score: 0.3299
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1970 - r2_score: 0.8062 - val_loss: 0.6001 - val_r2_score: 0.3553
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1802 - r2_score: 0.8228 - val_loss: 0.5817 - val_r2_score: 0.3751
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1661 - r2_score: 0.8367 - val_loss: 0.5616 - val_r2_score: 0.3967
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1542 - r2_score: 0.8484 - val_loss: 0.5359 - val_r2_score: 0.4243
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1432 - r2_score: 0.8592 - val_loss: 0.5301 - val_r2_score: 0.4305
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1335 - r2_score: 0.8687 - val_loss: 0.5270 - val_r2_score: 0.4338
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1250 - r2_score: 0.8771 - val_loss: 0.5192 - val_r2_score: 0.4421
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1173 - r2_score: 0.8846 - val_loss: 0.5115 - val_r2_score: 0.4504
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1108 - r2_score: 0.8911 - val_loss: 0.5068 - val_r2_score: 0.4555
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1855 - r2_score: 0.8145 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 110ms/step - loss: 2.1626 - r2_score: -1.1264 - val_loss: 1.6856 - val_r2_score: -0.8110
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 1.6002 - r2_score: -0.5734 - val_loss: 1.3182 - val_r2_score: -0.4163
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 1.2435 - r2_score: -0.2227 - val_loss: 1.1064 - val_r2_score: -0.1887
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.9971 - r2_score: 0.0196 - val_loss: 0.9600 - val_r2_score: -0.0314
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.8185 - r2_score: 0.1952 - val_loss: 0.8431 - val_r2_score: 0.0942
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.6670 - r2_score: 0.3442 - val_loss: 0.7512 - val_r2_score: 0.1929
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.5496 - r2_score: 0.4596 - val_loss: 0.6788 - val_r2_score: 0.2707
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.4704 - r2_score: 0.5374 - val_loss: 0.6321 - val_r2_score: 0.3208
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.4139 - r2_score: 0.5931 - val_loss: 0.6038 - val_r2_score: 0.3513
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.3716 - r2_score: 0.6346 - val_loss: 0.5871 - val_r2_score: 0.3693
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.3383 - r2_score: 0.6673 - val_loss: 0.5787 - val_r2_score: 0.3783
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.3094 - r2_score: 0.6958 - val_loss: 0.5744 - val_r2_score: 0.3829
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 46ms/step - loss: 0.2839 - r2_score: 0.7209 - val_loss: 0.5718 - val_r2_score: 0.3857
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 50ms/step - loss: 0.2633 - r2_score: 0.7411 - val_loss: 0.5645 - val_r2_score: 0.3935
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.2446 - r2_score: 0.7595 - val_loss: 0.5557 - val_r2_score: 0.4030
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.2271 - r2_score: 0.7767 - val_loss: 0.5449 - val_r2_score: 0.4146
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.2120 - r2_score: 0.7915 - val_loss: 0.5324 - val_r2_score: 0.4280
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 46ms/step - loss: 0.2000 - r2_score: 0.8034 - val_loss: 0.5226 - val_r2_score: 0.4385
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.1885 - r2_score: 0.8147 - val_loss: 0.5137 - val_r2_score: 0.4481
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.1781 - r2_score: 0.8249 - val_loss: 0.5089 - val_r2_score: 0.4532
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2388 - r2_score: 0.7612 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 34ms/step - loss: 1.2051 - r2_score: -0.1849 - val_loss: 0.7746 - val_r2_score: 0.1678
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.6696 - r2_score: 0.3416 - val_loss: 0.4840 - val_r2_score: 0.4800
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4164 - r2_score: 0.5905 - val_loss: 0.3309 - val_r2_score: 0.6445
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.2784 - r2_score: 0.7263 - val_loss: 0.2488 - val_r2_score: 0.7327
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2126 - r2_score: 0.7909 - val_loss: 0.2091 - val_r2_score: 0.7753
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1774 - r2_score: 0.8255 - val_loss: 0.1912 - val_r2_score: 0.7945
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1579 - r2_score: 0.8448 - val_loss: 0.1800 - val_r2_score: 0.8066
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1442 - r2_score: 0.8582 - val_loss: 0.1719 - val_r2_score: 0.8153
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1345 - r2_score: 0.8678 - val_loss: 0.1651 - val_r2_score: 0.8226
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1264 - r2_score: 0.8757 - val_loss: 0.1627 - val_r2_score: 0.8252
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1297 - r2_score: 0.8703 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 2s 57ms/step - loss: 1.1264 - r2_score: -0.1076 - val_loss: 0.7278 - val_r2_score: 0.2180
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.7025 - r2_score: 0.3092 - val_loss: 0.4871 - val_r2_score: 0.4766
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.4797 - r2_score: 0.5284 - val_loss: 0.3696 - val_r2_score: 0.6029
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.3580 - r2_score: 0.6480 - val_loss: 0.3078 - val_r2_score: 0.6693
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2895 - r2_score: 0.7153 - val_loss: 0.2635 - val_r2_score: 0.7169
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2416 - r2_score: 0.7624 - val_loss: 0.2308 - val_r2_score: 0.7520
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2085 - r2_score: 0.7949 - val_loss: 0.2078 - val_r2_score: 0.7767
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1858 - r2_score: 0.8173 - val_loss: 0.1928 - val_r2_score: 0.7928
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1712 - r2_score: 0.8317 - val_loss: 0.1836 - val_r2_score: 0.8027
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1606 - r2_score: 0.8421 - val_loss: 0.1781 - val_r2_score: 0.8086
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1593 - r2_score: 0.8407 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 115ms/step - loss: 1.4232 - r2_score: -0.3994 - val_loss: 1.1625 - val_r2_score: -0.2490
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 1.1121 - r2_score: -0.0934 - val_loss: 0.9082 - val_r2_score: 0.0242
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.8729 - r2_score: 0.1417 - val_loss: 0.7173 - val_r2_score: 0.2293
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.6919 - r2_score: 0.3197 - val_loss: 0.5805 - val_r2_score: 0.3763
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.5579 - r2_score: 0.4514 - val_loss: 0.4864 - val_r2_score: 0.4775
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.4690 - r2_score: 0.5388 - val_loss: 0.4202 - val_r2_score: 0.5486
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.4058 - r2_score: 0.6010 - val_loss: 0.3717 - val_r2_score: 0.6007
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.3565 - r2_score: 0.6495 - val_loss: 0.3337 - val_r2_score: 0.6415
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.3198 - r2_score: 0.6856 - val_loss: 0.3017 - val_r2_score: 0.6758
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.2859 - r2_score: 0.7189 - val_loss: 0.2743 - val_r2_score: 0.7053
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2693 - r2_score: 0.7307 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 1.4525 - r2_score: -0.4282 - val_loss: 1.0533 - val_r2_score: -0.1317
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.7985 - r2_score: 0.2148 - val_loss: 0.6292 - val_r2_score: 0.3240
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5145 - r2_score: 0.4941 - val_loss: 0.4171 - val_r2_score: 0.5519
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3489 - r2_score: 0.6569 - val_loss: 0.2966 - val_r2_score: 0.6814
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2607 - r2_score: 0.7437 - val_loss: 0.2285 - val_r2_score: 0.7545
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2084 - r2_score: 0.7951 - val_loss: 0.1946 - val_r2_score: 0.7909
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1790 - r2_score: 0.8240 - val_loss: 0.1770 - val_r2_score: 0.8099
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1616 - r2_score: 0.8411 - val_loss: 0.1666 - val_r2_score: 0.8210
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1472 - r2_score: 0.8552 - val_loss: 0.1595 - val_r2_score: 0.8286
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1372 - r2_score: 0.8651 - val_loss: 0.1562 - val_r2_score: 0.8321
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1292 - r2_score: 0.8730 - val_loss: 0.1528 - val_r2_score: 0.8358
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1223 - r2_score: 0.8797 - val_loss: 0.1504 - val_r2_score: 0.8384
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1170 - r2_score: 0.8850 - val_loss: 0.1489 - val_r2_score: 0.8400
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1125 - r2_score: 0.8894 - val_loss: 0.1475 - val_r2_score: 0.8415
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1087 - r2_score: 0.8931 - val_loss: 0.1461 - val_r2_score: 0.8430
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1050 - r2_score: 0.8968 - val_loss: 0.1451 - val_r2_score: 0.8441
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1019 - r2_score: 0.8998 - val_loss: 0.1441 - val_r2_score: 0.8452
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0991 - r2_score: 0.9025 - val_loss: 0.1433 - val_r2_score: 0.8460
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0966 - r2_score: 0.9051 - val_loss: 0.1426 - val_r2_score: 0.8467
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0944 - r2_score: 0.9072 - val_loss: 0.1416 - val_r2_score: 0.8478
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1020 - r2_score: 0.8980 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 3s 63ms/step - loss: 1.3756 - r2_score: -0.3526 - val_loss: 0.9203 - val_r2_score: 0.0112
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.8948 - r2_score: 0.1202 - val_loss: 0.6172 - val_r2_score: 0.3369
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.6108 - r2_score: 0.3994 - val_loss: 0.4501 - val_r2_score: 0.5165
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.4574 - r2_score: 0.5503 - val_loss: 0.3582 - val_r2_score: 0.6152
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.3641 - r2_score: 0.6420 - val_loss: 0.2988 - val_r2_score: 0.6789
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.3009 - r2_score: 0.7041 - val_loss: 0.2540 - val_r2_score: 0.7271
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.2546 - r2_score: 0.7497 - val_loss: 0.2214 - val_r2_score: 0.7622
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2215 - r2_score: 0.7822 - val_loss: 0.1984 - val_r2_score: 0.7869
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.1979 - r2_score: 0.8054 - val_loss: 0.1833 - val_r2_score: 0.8031
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1803 - r2_score: 0.8227 - val_loss: 0.1734 - val_r2_score: 0.8137
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1681 - r2_score: 0.8347 - val_loss: 0.1667 - val_r2_score: 0.8209
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1584 - r2_score: 0.8443 - val_loss: 0.1623 - val_r2_score: 0.8256
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1506 - r2_score: 0.8519 - val_loss: 0.1587 - val_r2_score: 0.8295
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1436 - r2_score: 0.8588 - val_loss: 0.1567 - val_r2_score: 0.8316
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1381 - r2_score: 0.8643 - val_loss: 0.1543 - val_r2_score: 0.8342
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1329 - r2_score: 0.8693 - val_loss: 0.1523 - val_r2_score: 0.8364
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1288 - r2_score: 0.8734 - val_loss: 0.1512 - val_r2_score: 0.8376
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1250 - r2_score: 0.8771 - val_loss: 0.1502 - val_r2_score: 0.8386
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1216 - r2_score: 0.8805 - val_loss: 0.1491 - val_r2_score: 0.8398
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1187 - r2_score: 0.8833 - val_loss: 0.1478 - val_r2_score: 0.8412
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1229 - r2_score: 0.8771 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 117ms/step - loss: 1.0746 - r2_score: -0.0567 - val_loss: 0.9292 - val_r2_score: 0.0016
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.8401 - r2_score: 0.1740 - val_loss: 0.7231 - val_r2_score: 0.2232
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.6613 - r2_score: 0.3497 - val_loss: 0.5644 - val_r2_score: 0.3937
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.5253 - r2_score: 0.4835 - val_loss: 0.4486 - val_r2_score: 0.5181
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.4240 - r2_score: 0.5831 - val_loss: 0.3675 - val_r2_score: 0.6052
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 50ms/step - loss: 0.3568 - r2_score: 0.6492 - val_loss: 0.3116 - val_r2_score: 0.6652
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.3088 - r2_score: 0.6964 - val_loss: 0.2734 - val_r2_score: 0.7062
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 55ms/step - loss: 0.2732 - r2_score: 0.7313 - val_loss: 0.2467 - val_r2_score: 0.7349
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.2487 - r2_score: 0.7555 - val_loss: 0.2263 - val_r2_score: 0.7569
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.2304 - r2_score: 0.7735 - val_loss: 0.2097 - val_r2_score: 0.7747
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.2130 - r2_score: 0.7906 - val_loss: 0.1958 - val_r2_score: 0.7897
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.1996 - r2_score: 0.8037 - val_loss: 0.1842 - val_r2_score: 0.8021
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.1884 - r2_score: 0.8148 - val_loss: 0.1746 - val_r2_score: 0.8124
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.1785 - r2_score: 0.8245 - val_loss: 0.1669 - val_r2_score: 0.8206
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.1702 - r2_score: 0.8326 - val_loss: 0.1611 - val_r2_score: 0.8269
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 48ms/step - loss: 0.1631 - r2_score: 0.8396 - val_loss: 0.1567 - val_r2_score: 0.8316
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 68ms/step - loss: 0.1572 - r2_score: 0.8455 - val_loss: 0.1532 - val_r2_score: 0.8354
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 51ms/step - loss: 0.1516 - r2_score: 0.8509 - val_loss: 0.1506 - val_r2_score: 0.8382
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 68ms/step - loss: 0.1473 - r2_score: 0.8552 - val_loss: 0.1487 - val_r2_score: 0.8403
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.1427 - r2_score: 0.8597 - val_loss: 0.1472 - val_r2_score: 0.8418
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1416 - r2_score: 0.8584 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 27ms/step - loss: 1.7646 - r2_score: -0.7350 - val_loss: 1.0716 - val_r2_score: -0.1513
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.8948 - r2_score: 0.1202 - val_loss: 0.7417 - val_r2_score: 0.2032
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5503 - r2_score: 0.4589 - val_loss: 0.5106 - val_r2_score: 0.4514
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3850 - r2_score: 0.6214 - val_loss: 0.4197 - val_r2_score: 0.5491
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2958 - r2_score: 0.7091 - val_loss: 0.3639 - val_r2_score: 0.6091
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2409 - r2_score: 0.7631 - val_loss: 0.3217 - val_r2_score: 0.6544
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step - loss: 0.2040 - r2_score: 0.7994 - val_loss: 0.2933 - val_r2_score: 0.6849
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1764 - r2_score: 0.8266 - val_loss: 0.2768 - val_r2_score: 0.7026
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1561 - r2_score: 0.8465 - val_loss: 0.2627 - val_r2_score: 0.7177
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1403 - r2_score: 0.8621 - val_loss: 0.2529 - val_r2_score: 0.7283
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1545 - r2_score: 0.8455 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 2s 66ms/step - loss: 1.9172 - r2_score: -0.8852 - val_loss: 1.3423 - val_r2_score: -0.4422
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 1.1020 - r2_score: -0.0835 - val_loss: 0.8513 - val_r2_score: 0.0854
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.7621 - r2_score: 0.2506 - val_loss: 0.6269 - val_r2_score: 0.3265
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.5746 - r2_score: 0.4350 - val_loss: 0.4865 - val_r2_score: 0.4773
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.4453 - r2_score: 0.5622 - val_loss: 0.3984 - val_r2_score: 0.5720
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.3568 - r2_score: 0.6492 - val_loss: 0.3552 - val_r2_score: 0.6184
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.3018 - r2_score: 0.7033 - val_loss: 0.3293 - val_r2_score: 0.6462
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2605 - r2_score: 0.7439 - val_loss: 0.3043 - val_r2_score: 0.6731
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.2293 - r2_score: 0.7745 - val_loss: 0.2858 - val_r2_score: 0.6930
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.2060 - r2_score: 0.7974 - val_loss: 0.2731 - val_r2_score: 0.7066
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.2084 - r2_score: 0.7916 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 115ms/step - loss: 2.0151 - r2_score: -0.9814 - val_loss: 1.3758 - val_r2_score: -0.4781
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 1.3428 - r2_score: -0.3203 - val_loss: 0.9599 - val_r2_score: -0.0313
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.9806 - r2_score: 0.0358 - val_loss: 0.7786 - val_r2_score: 0.1635
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.8166 - r2_score: 0.1971 - val_loss: 0.6863 - val_r2_score: 0.2626
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.7070 - r2_score: 0.3048 - val_loss: 0.6030 - val_r2_score: 0.3522
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.5980 - r2_score: 0.4120 - val_loss: 0.5232 - val_r2_score: 0.4379
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.5055 - r2_score: 0.5030 - val_loss: 0.4592 - val_r2_score: 0.5067
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.4397 - r2_score: 0.5676 - val_loss: 0.4177 - val_r2_score: 0.5512
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.3918 - r2_score: 0.6148 - val_loss: 0.3906 - val_r2_score: 0.5804
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 50ms/step - loss: 0.3539 - r2_score: 0.6520 - val_loss: 0.3705 - val_r2_score: 0.6019
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.3381 - r2_score: 0.6619 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 1.1623 - r2_score: -0.1429 - val_loss: 0.6517 - val_r2_score: 0.2999
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5247 - r2_score: 0.4841 - val_loss: 0.4286 - val_r2_score: 0.5396
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3469 - r2_score: 0.6589 - val_loss: 0.3375 - val_r2_score: 0.6374
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2669 - r2_score: 0.7375 - val_loss: 0.2948 - val_r2_score: 0.6833
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2166 - r2_score: 0.7870 - val_loss: 0.2631 - val_r2_score: 0.7173
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1858 - r2_score: 0.8173 - val_loss: 0.2417 - val_r2_score: 0.7404
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1634 - r2_score: 0.8393 - val_loss: 0.2273 - val_r2_score: 0.7558
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1462 - r2_score: 0.8563 - val_loss: 0.2184 - val_r2_score: 0.7654
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1312 - r2_score: 0.8709 - val_loss: 0.2100 - val_r2_score: 0.7744
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1194 - r2_score: 0.8826 - val_loss: 0.2049 - val_r2_score: 0.7798
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1099 - r2_score: 0.8919 - val_loss: 0.1998 - val_r2_score: 0.7853
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1017 - r2_score: 0.9000 - val_loss: 0.1927 - val_r2_score: 0.7930
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0955 - r2_score: 0.9061 - val_loss: 0.1910 - val_r2_score: 0.7948
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0877 - r2_score: 0.9138 - val_loss: 0.1893 - val_r2_score: 0.7967
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0810 - r2_score: 0.9204 - val_loss: 0.1876 - val_r2_score: 0.7985
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0758 - r2_score: 0.9255 - val_loss: 0.1851 - val_r2_score: 0.8012
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0710 - r2_score: 0.9302 - val_loss: 0.1836 - val_r2_score: 0.8027
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0667 - r2_score: 0.9345 - val_loss: 0.1800 - val_r2_score: 0.8066
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0627 - r2_score: 0.9384 - val_loss: 0.1785 - val_r2_score: 0.8082
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0585 - r2_score: 0.9425 - val_loss: 0.1802 - val_r2_score: 0.8064
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0796 - r2_score: 0.9204 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 2s 63ms/step - loss: 1.1994 - r2_score: -0.1793 - val_loss: 0.9185 - val_r2_score: 0.0132
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.6888 - r2_score: 0.3227 - val_loss: 0.6184 - val_r2_score: 0.3356
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.5092 - r2_score: 0.4994 - val_loss: 0.4648 - val_r2_score: 0.5006
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.3854 - r2_score: 0.6210 - val_loss: 0.3804 - val_r2_score: 0.5913
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.3156 - r2_score: 0.6896 - val_loss: 0.3388 - val_r2_score: 0.6360
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2705 - r2_score: 0.7341 - val_loss: 0.3064 - val_r2_score: 0.6708
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2357 - r2_score: 0.7682 - val_loss: 0.2858 - val_r2_score: 0.6929
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 40ms/step - loss: 0.2107 - r2_score: 0.7928 - val_loss: 0.2697 - val_r2_score: 0.7103
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.1898 - r2_score: 0.8133 - val_loss: 0.2556 - val_r2_score: 0.7254
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1742 - r2_score: 0.8287 - val_loss: 0.2443 - val_r2_score: 0.7375
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.1615 - r2_score: 0.8412 - val_loss: 0.2358 - val_r2_score: 0.7466
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1504 - r2_score: 0.8521 - val_loss: 0.2288 - val_r2_score: 0.7542
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1409 - r2_score: 0.8615 - val_loss: 0.2223 - val_r2_score: 0.7611
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1324 - r2_score: 0.8698 - val_loss: 0.2164 - val_r2_score: 0.7675
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1251 - r2_score: 0.8770 - val_loss: 0.2120 - val_r2_score: 0.7722
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1182 - r2_score: 0.8838 - val_loss: 0.2113 - val_r2_score: 0.7730
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1117 - r2_score: 0.8901 - val_loss: 0.2072 - val_r2_score: 0.7774
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.1063 - r2_score: 0.8955 - val_loss: 0.2044 - val_r2_score: 0.7804
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1013 - r2_score: 0.9003 - val_loss: 0.2023 - val_r2_score: 0.7827
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0961 - r2_score: 0.9055 - val_loss: 0.2017 - val_r2_score: 0.7833
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.1142 - r2_score: 0.8858 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 114ms/step - loss: 1.0475 - r2_score: -0.0300 - val_loss: 0.9446 - val_r2_score: -0.0149
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.8018 - r2_score: 0.2116 - val_loss: 0.8205 - val_r2_score: 0.1185
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.6497 - r2_score: 0.3611 - val_loss: 0.7232 - val_r2_score: 0.2230
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.5337 - r2_score: 0.4752 - val_loss: 0.6440 - val_r2_score: 0.3081
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.4470 - r2_score: 0.5605 - val_loss: 0.5852 - val_r2_score: 0.3712
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.3864 - r2_score: 0.6200 - val_loss: 0.5397 - val_r2_score: 0.4202
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.3406 - r2_score: 0.6651 - val_loss: 0.5007 - val_r2_score: 0.4621
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.3019 - r2_score: 0.7032 - val_loss: 0.4675 - val_r2_score: 0.4977
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.2707 - r2_score: 0.7338 - val_loss: 0.4384 - val_r2_score: 0.5290
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.2451 - r2_score: 0.7590 - val_loss: 0.4137 - val_r2_score: 0.5555
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.2249 - r2_score: 0.7789 - val_loss: 0.3922 - val_r2_score: 0.5786
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 52ms/step - loss: 0.2077 - r2_score: 0.7957 - val_loss: 0.3735 - val_r2_score: 0.5987
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 47ms/step - loss: 0.1932 - r2_score: 0.8100 - val_loss: 0.3573 - val_r2_score: 0.6161
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.1809 - r2_score: 0.8221 - val_loss: 0.3429 - val_r2_score: 0.6316
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.1701 - r2_score: 0.8328 - val_loss: 0.3302 - val_r2_score: 0.6453
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 56ms/step - loss: 0.1604 - r2_score: 0.8422 - val_loss: 0.3187 - val_r2_score: 0.6575
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.1521 - r2_score: 0.8505 - val_loss: 0.3086 - val_r2_score: 0.6684
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.1441 - r2_score: 0.8583 - val_loss: 0.3001 - val_r2_score: 0.6776
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.1372 - r2_score: 0.8650 - val_loss: 0.2921 - val_r2_score: 0.6861
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.1308 - r2_score: 0.8714 - val_loss: 0.2853 - val_r2_score: 0.6935
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1584 - r2_score: 0.8416 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 18ms/step - loss: 2.7682 - r2_score: -1.7218 - val_loss: 1.7510 - val_r2_score: -0.8812
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 1.4060 - r2_score: -0.3825 - val_loss: 0.9693 - val_r2_score: -0.0414
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.7488 - r2_score: 0.2637 - val_loss: 0.5995 - val_r2_score: 0.3559
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4460 - r2_score: 0.5615 - val_loss: 0.4467 - val_r2_score: 0.5201
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3233 - r2_score: 0.6821 - val_loss: 0.3799 - val_r2_score: 0.5919
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2610 - r2_score: 0.7433 - val_loss: 0.3434 - val_r2_score: 0.6311
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2218 - r2_score: 0.7819 - val_loss: 0.3249 - val_r2_score: 0.6509
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1926 - r2_score: 0.8106 - val_loss: 0.3128 - val_r2_score: 0.6640
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1725 - r2_score: 0.8304 - val_loss: 0.3014 - val_r2_score: 0.6762
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1571 - r2_score: 0.8455 - val_loss: 0.2924 - val_r2_score: 0.6859
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1761 - r2_score: 0.8239 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 2.4428 - r2_score: -1.4019 - val_loss: 1.4593 - val_r2_score: -0.5678
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 1.4698 - r2_score: -0.4452 - val_loss: 1.0824 - val_r2_score: -0.1629
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.9824 - r2_score: 0.0341 - val_loss: 0.7787 - val_r2_score: 0.1633
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.6893 - r2_score: 0.3222 - val_loss: 0.6090 - val_r2_score: 0.3457
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.5279 - r2_score: 0.4809 - val_loss: 0.5258 - val_r2_score: 0.4351
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.4341 - r2_score: 0.5732 - val_loss: 0.4844 - val_r2_score: 0.4796
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.3597 - r2_score: 0.6463 - val_loss: 0.4587 - val_r2_score: 0.5072
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.3061 - r2_score: 0.6991 - val_loss: 0.4275 - val_r2_score: 0.5407
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2671 - r2_score: 0.7374 - val_loss: 0.3996 - val_r2_score: 0.5707
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.2374 - r2_score: 0.7665 - val_loss: 0.3875 - val_r2_score: 0.5837
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.2536 - r2_score: 0.7464 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 143ms/step - loss: 1.7238 - r2_score: -0.6950 - val_loss: 1.3256 - val_r2_score: -0.4241
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 1.1465 - r2_score: -0.1274 - val_loss: 0.9078 - val_r2_score: 0.0247
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.8045 - r2_score: 0.2090 - val_loss: 0.7020 - val_r2_score: 0.2458
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.6340 - r2_score: 0.3766 - val_loss: 0.6160 - val_r2_score: 0.3382
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.5437 - r2_score: 0.4654 - val_loss: 0.5719 - val_r2_score: 0.3856
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.4818 - r2_score: 0.5262 - val_loss: 0.5286 - val_r2_score: 0.4321
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.4191 - r2_score: 0.5879 - val_loss: 0.4763 - val_r2_score: 0.4883
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.3646 - r2_score: 0.6415 - val_loss: 0.4296 - val_r2_score: 0.5384
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 50ms/step - loss: 0.3213 - r2_score: 0.6841 - val_loss: 0.3919 - val_r2_score: 0.5789
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 49ms/step - loss: 0.2875 - r2_score: 0.7173 - val_loss: 0.3633 - val_r2_score: 0.6096
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2876 - r2_score: 0.7124 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 1.2601 - r2_score: -0.2390 - val_loss: 1.0345 - val_r2_score: -0.1114
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6326 - r2_score: 0.3780 - val_loss: 0.6307 - val_r2_score: 0.3224
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3743 - r2_score: 0.6320 - val_loss: 0.5027 - val_r2_score: 0.4599
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2668 - r2_score: 0.7377 - val_loss: 0.4544 - val_r2_score: 0.5118
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2085 - r2_score: 0.7950 - val_loss: 0.4221 - val_r2_score: 0.5465
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1743 - r2_score: 0.8286 - val_loss: 0.3968 - val_r2_score: 0.5737
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1532 - r2_score: 0.8493 - val_loss: 0.3834 - val_r2_score: 0.5881
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1373 - r2_score: 0.8650 - val_loss: 0.3640 - val_r2_score: 0.6089
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1263 - r2_score: 0.8758 - val_loss: 0.3631 - val_r2_score: 0.6099
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1166 - r2_score: 0.8853 - val_loss: 0.3472 - val_r2_score: 0.6270
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1091 - r2_score: 0.8927 - val_loss: 0.3404 - val_r2_score: 0.6343
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.1028 - r2_score: 0.8989 - val_loss: 0.3375 - val_r2_score: 0.6374
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0976 - r2_score: 0.9041 - val_loss: 0.3262 - val_r2_score: 0.6495
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0921 - r2_score: 0.9095 - val_loss: 0.3210 - val_r2_score: 0.6551
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0881 - r2_score: 0.9134 - val_loss: 0.3183 - val_r2_score: 0.6580
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0839 - r2_score: 0.9175 - val_loss: 0.3175 - val_r2_score: 0.6589
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0803 - r2_score: 0.9211 - val_loss: 0.3175 - val_r2_score: 0.6589
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0767 - r2_score: 0.9246 - val_loss: 0.3085 - val_r2_score: 0.6685
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0738 - r2_score: 0.9274 - val_loss: 0.3040 - val_r2_score: 0.6734
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0704 - r2_score: 0.9308 - val_loss: 0.3060 - val_r2_score: 0.6713
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1136 - r2_score: 0.8864 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step - loss: 4.3901 - r2_score: -3.3166 - val_loss: 3.8748 - val_r2_score: -3.1630
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 2.9240 - r2_score: -1.8751 - val_loss: 2.7210 - val_r2_score: -1.9234
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 1.9547 - r2_score: -0.9220 - val_loss: 1.9682 - val_r2_score: -1.1145
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 1.3082 - r2_score: -0.2863 - val_loss: 1.4904 - val_r2_score: -0.6012
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.9009 - r2_score: 0.1142 - val_loss: 1.1656 - val_r2_score: -0.2523
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.6399 - r2_score: 0.3708 - val_loss: 0.9393 - val_r2_score: -0.0091
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.4714 - r2_score: 0.5365 - val_loss: 0.8079 - val_r2_score: 0.1320
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.3731 - r2_score: 0.6331 - val_loss: 0.7260 - val_r2_score: 0.2200
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.3169 - r2_score: 0.6884 - val_loss: 0.6664 - val_r2_score: 0.2840
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.2772 - r2_score: 0.7274 - val_loss: 0.6278 - val_r2_score: 0.3255
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2503 - r2_score: 0.7539 - val_loss: 0.5929 - val_r2_score: 0.3630
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.2280 - r2_score: 0.7758 - val_loss: 0.5655 - val_r2_score: 0.3924
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2106 - r2_score: 0.7929 - val_loss: 0.5395 - val_r2_score: 0.4203
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1959 - r2_score: 0.8074 - val_loss: 0.5202 - val_r2_score: 0.4411
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1834 - r2_score: 0.8197 - val_loss: 0.4968 - val_r2_score: 0.4663
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1730 - r2_score: 0.8299 - val_loss: 0.4742 - val_r2_score: 0.4905
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1636 - r2_score: 0.8391 - val_loss: 0.4569 - val_r2_score: 0.5091
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1550 - r2_score: 0.8476 - val_loss: 0.4421 - val_r2_score: 0.5250
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.1483 - r2_score: 0.8542 - val_loss: 0.4279 - val_r2_score: 0.5403
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.1424 - r2_score: 0.8600 - val_loss: 0.4199 - val_r2_score: 0.5488
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.1936 - r2_score: 0.8064 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 143ms/step - loss: 3.0748 - r2_score: -2.0233 - val_loss: 2.4411 - val_r2_score: -1.6227
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 2.1466 - r2_score: -1.1107 - val_loss: 1.9059 - val_r2_score: -1.0477
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 1.6119 - r2_score: -0.5850 - val_loss: 1.6119 - val_r2_score: -0.7318
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 1.3184 - r2_score: -0.2963 - val_loss: 1.4087 - val_r2_score: -0.5135
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 1.0956 - r2_score: -0.0773 - val_loss: 1.1996 - val_r2_score: -0.2889
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.8864 - r2_score: 0.1284 - val_loss: 0.9891 - val_r2_score: -0.0626
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.6965 - r2_score: 0.3152 - val_loss: 0.8116 - val_r2_score: 0.1281
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.5617 - r2_score: 0.4477 - val_loss: 0.6855 - val_r2_score: 0.2635
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 55ms/step - loss: 0.4716 - r2_score: 0.5363 - val_loss: 0.6045 - val_r2_score: 0.3505
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 48ms/step - loss: 0.4069 - r2_score: 0.5999 - val_loss: 0.5529 - val_r2_score: 0.4060
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.3586 - r2_score: 0.6474 - val_loss: 0.5205 - val_r2_score: 0.4408
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.3149 - r2_score: 0.6903 - val_loss: 0.5038 - val_r2_score: 0.4587
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.2828 - r2_score: 0.7219 - val_loss: 0.4939 - val_r2_score: 0.4694
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.2596 - r2_score: 0.7447 - val_loss: 0.4815 - val_r2_score: 0.4827
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.2396 - r2_score: 0.7644 - val_loss: 0.4690 - val_r2_score: 0.4961
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.2220 - r2_score: 0.7817 - val_loss: 0.4563 - val_r2_score: 0.5097
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.2075 - r2_score: 0.7960 - val_loss: 0.4475 - val_r2_score: 0.5192
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.1963 - r2_score: 0.8070 - val_loss: 0.4415 - val_r2_score: 0.5257
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 54ms/step - loss: 0.1862 - r2_score: 0.8169 - val_loss: 0.4358 - val_r2_score: 0.5318
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.1775 - r2_score: 0.8254 - val_loss: 0.4309 - val_r2_score: 0.5371
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2237 - r2_score: 0.7763 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 27ms/step - loss: 1.3278 - r2_score: -0.3056 - val_loss: 0.7849 - val_r2_score: 0.1568
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5545 - r2_score: 0.4548 - val_loss: 0.6064 - val_r2_score: 0.3485
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3273 - r2_score: 0.6782 - val_loss: 0.4970 - val_r2_score: 0.4660
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2283 - r2_score: 0.7755 - val_loss: 0.4444 - val_r2_score: 0.5226
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1763 - r2_score: 0.8267 - val_loss: 0.4076 - val_r2_score: 0.5621
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1416 - r2_score: 0.8607 - val_loss: 0.3947 - val_r2_score: 0.5759
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1146 - r2_score: 0.8873 - val_loss: 0.3850 - val_r2_score: 0.5864
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0969 - r2_score: 0.9047 - val_loss: 0.3737 - val_r2_score: 0.5985
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0844 - r2_score: 0.9170 - val_loss: 0.3628 - val_r2_score: 0.6102
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0737 - r2_score: 0.9275 - val_loss: 0.3552 - val_r2_score: 0.6184
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1228 - r2_score: 0.8772 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - loss: 3.0169 - r2_score: -1.9665 - val_loss: 1.9275 - val_r2_score: -1.0709
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 1.4433 - r2_score: -0.4191 - val_loss: 1.1555 - val_r2_score: -0.2415
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.8184 - r2_score: 0.1953 - val_loss: 0.7883 - val_r2_score: 0.1531
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.5248 - r2_score: 0.4840 - val_loss: 0.6057 - val_r2_score: 0.3492
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.3985 - r2_score: 0.6082 - val_loss: 0.5421 - val_r2_score: 0.4175
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.3421 - r2_score: 0.6636 - val_loss: 0.5058 - val_r2_score: 0.4566
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2911 - r2_score: 0.7138 - val_loss: 0.4817 - val_r2_score: 0.4825
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.2469 - r2_score: 0.7572 - val_loss: 0.4628 - val_r2_score: 0.5027
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.2178 - r2_score: 0.7859 - val_loss: 0.4459 - val_r2_score: 0.5210
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1944 - r2_score: 0.8089 - val_loss: 0.4318 - val_r2_score: 0.5360
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2301 - r2_score: 0.7699 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 115ms/step - loss: 2.5674 - r2_score: -1.5244 - val_loss: 1.9771 - val_r2_score: -1.1242
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 1.4806 - r2_score: -0.4558 - val_loss: 1.3385 - val_r2_score: -0.4380
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.9800 - r2_score: 0.0364 - val_loss: 1.1448 - val_r2_score: -0.2299
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.7656 - r2_score: 0.2472 - val_loss: 1.0595 - val_r2_score: -0.1383
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.6321 - r2_score: 0.3784 - val_loss: 0.9612 - val_r2_score: -0.0327
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.5079 - r2_score: 0.5006 - val_loss: 0.8566 - val_r2_score: 0.0796
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.4161 - r2_score: 0.5908 - val_loss: 0.7870 - val_r2_score: 0.1545
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.3697 - r2_score: 0.6365 - val_loss: 0.7376 - val_r2_score: 0.2075
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.3363 - r2_score: 0.6694 - val_loss: 0.6995 - val_r2_score: 0.2485
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.2976 - r2_score: 0.7073 - val_loss: 0.6689 - val_r2_score: 0.2814
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.3507 - r2_score: 0.6493 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 34ms/step - loss: 1.3483 - r2_score: -0.3257 - val_loss: 0.8807 - val_r2_score: 0.0538
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.5938 - r2_score: 0.4162 - val_loss: 0.6413 - val_r2_score: 0.3110
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.3621 - r2_score: 0.6439 - val_loss: 0.5762 - val_r2_score: 0.3809
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2670 - r2_score: 0.7375 - val_loss: 0.5432 - val_r2_score: 0.4164
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2119 - r2_score: 0.7916 - val_loss: 0.5136 - val_r2_score: 0.4482
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1753 - r2_score: 0.8276 - val_loss: 0.4941 - val_r2_score: 0.4692
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1492 - r2_score: 0.8533 - val_loss: 0.4828 - val_r2_score: 0.4813
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1287 - r2_score: 0.8735 - val_loss: 0.4654 - val_r2_score: 0.5000
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1134 - r2_score: 0.8885 - val_loss: 0.4537 - val_r2_score: 0.5126
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0993 - r2_score: 0.9024 - val_loss: 0.4484 - val_r2_score: 0.5183
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0884 - r2_score: 0.9130 - val_loss: 0.4352 - val_r2_score: 0.5324
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0795 - r2_score: 0.9218 - val_loss: 0.4254 - val_r2_score: 0.5429
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0712 - r2_score: 0.9300 - val_loss: 0.4269 - val_r2_score: 0.5414
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0632 - r2_score: 0.9378 - val_loss: 0.4176 - val_r2_score: 0.5513
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0588 - r2_score: 0.9422 - val_loss: 0.4128 - val_r2_score: 0.5565
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0527 - r2_score: 0.9482 - val_loss: 0.4026 - val_r2_score: 0.5674
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0482 - r2_score: 0.9526 - val_loss: 0.4001 - val_r2_score: 0.5701
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0433 - r2_score: 0.9574 - val_loss: 0.3953 - val_r2_score: 0.5753
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0394 - r2_score: 0.9612 - val_loss: 0.3924 - val_r2_score: 0.5785
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0357 - r2_score: 0.9649 - val_loss: 0.3913 - val_r2_score: 0.5795
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1043 - r2_score: 0.8957 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - loss: 1.8906 - r2_score: -0.8590 - val_loss: 1.5044 - val_r2_score: -0.6163
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.9150 - r2_score: 0.1003 - val_loss: 0.9150 - val_r2_score: 0.0169
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.5626 - r2_score: 0.4468 - val_loss: 0.6883 - val_r2_score: 0.2605
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.4285 - r2_score: 0.5787 - val_loss: 0.6059 - val_r2_score: 0.3490
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.3474 - r2_score: 0.6584 - val_loss: 0.5483 - val_r2_score: 0.4110
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2783 - r2_score: 0.7263 - val_loss: 0.4931 - val_r2_score: 0.4702
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.2355 - r2_score: 0.7685 - val_loss: 0.4699 - val_r2_score: 0.4951
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.2030 - r2_score: 0.8004 - val_loss: 0.4453 - val_r2_score: 0.5215
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1787 - r2_score: 0.8243 - val_loss: 0.4320 - val_r2_score: 0.5359
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1596 - r2_score: 0.8430 - val_loss: 0.4211 - val_r2_score: 0.5476
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1457 - r2_score: 0.8567 - val_loss: 0.4149 - val_r2_score: 0.5543
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1309 - r2_score: 0.8713 - val_loss: 0.3991 - val_r2_score: 0.5712
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1189 - r2_score: 0.8831 - val_loss: 0.3922 - val_r2_score: 0.5786
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1079 - r2_score: 0.8939 - val_loss: 0.3883 - val_r2_score: 0.5829
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0989 - r2_score: 0.9027 - val_loss: 0.3870 - val_r2_score: 0.5842
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0912 - r2_score: 0.9103 - val_loss: 0.3858 - val_r2_score: 0.5855
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0840 - r2_score: 0.9174 - val_loss: 0.3843 - val_r2_score: 0.5871
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0781 - r2_score: 0.9232 - val_loss: 0.3809 - val_r2_score: 0.5908
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0721 - r2_score: 0.9292 - val_loss: 0.3774 - val_r2_score: 0.5945
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0670 - r2_score: 0.9341 - val_loss: 0.3769 - val_r2_score: 0.5950
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1255 - r2_score: 0.8745 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 117ms/step - loss: 6.5745 - r2_score: -5.4645 - val_loss: 6.3514 - val_r2_score: -5.8238
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 4.9917 - r2_score: -3.9081 - val_loss: 5.0273 - val_r2_score: -4.4012
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 3.8141 - r2_score: -2.7503 - val_loss: 3.9739 - val_r2_score: -3.2695
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 2.9142 - r2_score: -1.8654 - val_loss: 3.1429 - val_r2_score: -2.3767
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 2.1923 - r2_score: -1.1556 - val_loss: 2.4892 - val_r2_score: -1.6743
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 1.6330 - r2_score: -0.6056 - val_loss: 1.9913 - val_r2_score: -1.1394
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 51ms/step - loss: 1.2216 - r2_score: -0.2012 - val_loss: 1.6132 - val_r2_score: -0.7332
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 51ms/step - loss: 0.9140 - r2_score: 0.1013 - val_loss: 1.3365 - val_r2_score: -0.4359
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 45ms/step - loss: 0.7051 - r2_score: 0.3067 - val_loss: 1.1369 - val_r2_score: -0.2214
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 79ms/step - loss: 0.5597 - r2_score: 0.4497 - val_loss: 0.9966 - val_r2_score: -0.0707
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.4641 - r2_score: 0.5436 - val_loss: 0.8967 - val_r2_score: 0.0366
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 43ms/step - loss: 0.3963 - r2_score: 0.6104 - val_loss: 0.8267 - val_r2_score: 0.1119
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.3528 - r2_score: 0.6531 - val_loss: 0.7731 - val_r2_score: 0.1694
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.3217 - r2_score: 0.6837 - val_loss: 0.7324 - val_r2_score: 0.2131
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.2932 - r2_score: 0.7117 - val_loss: 0.6980 - val_r2_score: 0.2501
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.2704 - r2_score: 0.7342 - val_loss: 0.6699 - val_r2_score: 0.2803
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 46ms/step - loss: 0.2502 - r2_score: 0.7540 - val_loss: 0.6438 - val_r2_score: 0.3084
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 52ms/step - loss: 0.2327 - r2_score: 0.7712 - val_loss: 0.6237 - val_r2_score: 0.3300
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.2167 - r2_score: 0.7869 - val_loss: 0.6056 - val_r2_score: 0.3494
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.2032 - r2_score: 0.8002 - val_loss: 0.5892 - val_r2_score: 0.3670
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2734 - r2_score: 0.7266 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.7050 - r2_score: 0.3068 - val_loss: 0.3669 - val_r2_score: 0.6058
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3332 - r2_score: 0.6724 - val_loss: 0.2565 - val_r2_score: 0.7244
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2213 - r2_score: 0.7824 - val_loss: 0.1975 - val_r2_score: 0.7879
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1717 - r2_score: 0.8312 - val_loss: 0.1794 - val_r2_score: 0.8072
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1458 - r2_score: 0.8567 - val_loss: 0.1733 - val_r2_score: 0.8138
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1317 - r2_score: 0.8705 - val_loss: 0.1671 - val_r2_score: 0.8205
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1211 - r2_score: 0.8809 - val_loss: 0.1633 - val_r2_score: 0.8245
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1144 - r2_score: 0.8875 - val_loss: 0.1573 - val_r2_score: 0.8310
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1088 - r2_score: 0.8931 - val_loss: 0.1577 - val_r2_score: 0.8305
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1040 - r2_score: 0.8977 - val_loss: 0.1540 - val_r2_score: 0.8345
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1101 - r2_score: 0.8899 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 0.7243 - r2_score: 0.2878 - val_loss: 0.3935 - val_r2_score: 0.5773
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.3697 - r2_score: 0.6365 - val_loss: 0.2845 - val_r2_score: 0.6944
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.2821 - r2_score: 0.7227 - val_loss: 0.2333 - val_r2_score: 0.7493
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2193 - r2_score: 0.7843 - val_loss: 0.1824 - val_r2_score: 0.8040
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1745 - r2_score: 0.8284 - val_loss: 0.1625 - val_r2_score: 0.8254
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1530 - r2_score: 0.8495 - val_loss: 0.1576 - val_r2_score: 0.8307
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1387 - r2_score: 0.8636 - val_loss: 0.1558 - val_r2_score: 0.8326
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1271 - r2_score: 0.8750 - val_loss: 0.1526 - val_r2_score: 0.8360
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1196 - r2_score: 0.8824 - val_loss: 0.1488 - val_r2_score: 0.8402
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.1136 - r2_score: 0.8883 - val_loss: 0.1467 - val_r2_score: 0.8423
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1165 - r2_score: 0.8835 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 113ms/step - loss: 0.8378 - r2_score: 0.1763 - val_loss: 0.5736 - val_r2_score: 0.3838
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.5954 - r2_score: 0.4146 - val_loss: 0.4179 - val_r2_score: 0.5510
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.4417 - r2_score: 0.5657 - val_loss: 0.3332 - val_r2_score: 0.6421
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.3588 - r2_score: 0.6472 - val_loss: 0.2903 - val_r2_score: 0.6881
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.3064 - r2_score: 0.6988 - val_loss: 0.2625 - val_r2_score: 0.7179
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.2693 - r2_score: 0.7352 - val_loss: 0.2376 - val_r2_score: 0.7448
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.2383 - r2_score: 0.7657 - val_loss: 0.2122 - val_r2_score: 0.7720
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 51ms/step - loss: 0.2088 - r2_score: 0.7947 - val_loss: 0.1897 - val_r2_score: 0.7962
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 47ms/step - loss: 0.1856 - r2_score: 0.8175 - val_loss: 0.1735 - val_r2_score: 0.8136
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.1695 - r2_score: 0.8333 - val_loss: 0.1634 - val_r2_score: 0.8245
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1615 - r2_score: 0.8385 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 36ms/step - loss: 1.2244 - r2_score: -0.2039 - val_loss: 0.5484 - val_r2_score: 0.4108
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.4576 - r2_score: 0.5501 - val_loss: 0.2481 - val_r2_score: 0.7335
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2627 - r2_score: 0.7417 - val_loss: 0.1773 - val_r2_score: 0.8095
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1941 - r2_score: 0.8091 - val_loss: 0.1542 - val_r2_score: 0.8343
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1653 - r2_score: 0.8374 - val_loss: 0.1475 - val_r2_score: 0.8415
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1441 - r2_score: 0.8583 - val_loss: 0.1449 - val_r2_score: 0.8443
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1318 - r2_score: 0.8704 - val_loss: 0.1439 - val_r2_score: 0.8454
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1232 - r2_score: 0.8789 - val_loss: 0.1425 - val_r2_score: 0.8469
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1163 - r2_score: 0.8856 - val_loss: 0.1397 - val_r2_score: 0.8500
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1106 - r2_score: 0.8913 - val_loss: 0.1397 - val_r2_score: 0.8499
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1062 - r2_score: 0.8956 - val_loss: 0.1390 - val_r2_score: 0.8507
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1021 - r2_score: 0.8996 - val_loss: 0.1377 - val_r2_score: 0.8520
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0978 - r2_score: 0.9039 - val_loss: 0.1375 - val_r2_score: 0.8523
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0948 - r2_score: 0.9068 - val_loss: 0.1374 - val_r2_score: 0.8524
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0915 - r2_score: 0.9101 - val_loss: 0.1367 - val_r2_score: 0.8532
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0885 - r2_score: 0.9130 - val_loss: 0.1357 - val_r2_score: 0.8542
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0864 - r2_score: 0.9151 - val_loss: 0.1358 - val_r2_score: 0.8541
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0837 - r2_score: 0.9177 - val_loss: 0.1345 - val_r2_score: 0.8555
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0817 - r2_score: 0.9196 - val_loss: 0.1341 - val_r2_score: 0.8559
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0795 - r2_score: 0.9219 - val_loss: 0.1350 - val_r2_score: 0.8550
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0885 - r2_score: 0.9115 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 51ms/step - loss: 1.1390 - r2_score: -0.1199 - val_loss: 0.6733 - val_r2_score: 0.2766
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.5569 - r2_score: 0.4524 - val_loss: 0.3697 - val_r2_score: 0.6028
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.3380 - r2_score: 0.6677 - val_loss: 0.2740 - val_r2_score: 0.7056
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2453 - r2_score: 0.7588 - val_loss: 0.2260 - val_r2_score: 0.7572
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1958 - r2_score: 0.8075 - val_loss: 0.2026 - val_r2_score: 0.7824
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1701 - r2_score: 0.8327 - val_loss: 0.1944 - val_r2_score: 0.7912
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1540 - r2_score: 0.8486 - val_loss: 0.1887 - val_r2_score: 0.7973
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1409 - r2_score: 0.8615 - val_loss: 0.1844 - val_r2_score: 0.8019
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1319 - r2_score: 0.8703 - val_loss: 0.1812 - val_r2_score: 0.8053
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.1248 - r2_score: 0.8773 - val_loss: 0.1779 - val_r2_score: 0.8088
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.1193 - r2_score: 0.8827 - val_loss: 0.1741 - val_r2_score: 0.8129
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.1150 - r2_score: 0.8870 - val_loss: 0.1722 - val_r2_score: 0.8150
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1109 - r2_score: 0.8910 - val_loss: 0.1710 - val_r2_score: 0.8163
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1072 - r2_score: 0.8946 - val_loss: 0.1687 - val_r2_score: 0.8188
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1043 - r2_score: 0.8975 - val_loss: 0.1665 - val_r2_score: 0.8211
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1015 - r2_score: 0.9002 - val_loss: 0.1655 - val_r2_score: 0.8222
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0988 - r2_score: 0.9028 - val_loss: 0.1644 - val_r2_score: 0.8234
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0963 - r2_score: 0.9054 - val_loss: 0.1632 - val_r2_score: 0.8246
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0943 - r2_score: 0.9073 - val_loss: 0.1629 - val_r2_score: 0.8250
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0920 - r2_score: 0.9096 - val_loss: 0.1609 - val_r2_score: 0.8271
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1041 - r2_score: 0.8959 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 117ms/step - loss: 1.0492 - r2_score: -0.0317 - val_loss: 0.7584 - val_r2_score: 0.1852
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.7104 - r2_score: 0.3015 - val_loss: 0.5006 - val_r2_score: 0.4622
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.4775 - r2_score: 0.5305 - val_loss: 0.3526 - val_r2_score: 0.6212
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.3470 - r2_score: 0.6588 - val_loss: 0.2838 - val_r2_score: 0.6951
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.2792 - r2_score: 0.7255 - val_loss: 0.2611 - val_r2_score: 0.7195
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.2518 - r2_score: 0.7524 - val_loss: 0.2543 - val_r2_score: 0.7268
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.2344 - r2_score: 0.7695 - val_loss: 0.2469 - val_r2_score: 0.7347
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.2181 - r2_score: 0.7856 - val_loss: 0.2327 - val_r2_score: 0.7500
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.1991 - r2_score: 0.8042 - val_loss: 0.2155 - val_r2_score: 0.7685
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.1815 - r2_score: 0.8215 - val_loss: 0.2008 - val_r2_score: 0.7843
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.1685 - r2_score: 0.8344 - val_loss: 0.1904 - val_r2_score: 0.7955
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 51ms/step - loss: 0.1586 - r2_score: 0.8441 - val_loss: 0.1842 - val_r2_score: 0.8021
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.1520 - r2_score: 0.8505 - val_loss: 0.1812 - val_r2_score: 0.8054
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 51ms/step - loss: 0.1463 - r2_score: 0.8562 - val_loss: 0.1790 - val_r2_score: 0.8077
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 34ms/step - loss: 0.1407 - r2_score: 0.8616 - val_loss: 0.1779 - val_r2_score: 0.8089
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 50ms/step - loss: 0.1358 - r2_score: 0.8665 - val_loss: 0.1770 - val_r2_score: 0.8098
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 55ms/step - loss: 0.1312 - r2_score: 0.8709 - val_loss: 0.1763 - val_r2_score: 0.8106
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.1273 - r2_score: 0.8748 - val_loss: 0.1756 - val_r2_score: 0.8113
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 56ms/step - loss: 0.1240 - r2_score: 0.8781 - val_loss: 0.1742 - val_r2_score: 0.8128
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 46ms/step - loss: 0.1209 - r2_score: 0.8811 - val_loss: 0.1730 - val_r2_score: 0.8142
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.1296 - r2_score: 0.8704 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 34ms/step - loss: 1.1010 - r2_score: -0.0825 - val_loss: 0.6001 - val_r2_score: 0.3553
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4569 - r2_score: 0.5508 - val_loss: 0.3352 - val_r2_score: 0.6399
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2848 - r2_score: 0.7199 - val_loss: 0.2710 - val_r2_score: 0.7089
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2073 - r2_score: 0.7962 - val_loss: 0.2558 - val_r2_score: 0.7252
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1636 - r2_score: 0.8391 - val_loss: 0.2313 - val_r2_score: 0.7515
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1397 - r2_score: 0.8626 - val_loss: 0.2157 - val_r2_score: 0.7683
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1214 - r2_score: 0.8807 - val_loss: 0.2078 - val_r2_score: 0.7767
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1066 - r2_score: 0.8952 - val_loss: 0.1992 - val_r2_score: 0.7860
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0960 - r2_score: 0.9056 - val_loss: 0.1919 - val_r2_score: 0.7938
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0872 - r2_score: 0.9142 - val_loss: 0.1924 - val_r2_score: 0.7933
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.1018 - r2_score: 0.8982 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 46ms/step - loss: 1.6157 - r2_score: -0.5886 - val_loss: 1.0954 - val_r2_score: -0.1769
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.7450 - r2_score: 0.2675 - val_loss: 0.6758 - val_r2_score: 0.2740
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.4765 - r2_score: 0.5315 - val_loss: 0.4802 - val_r2_score: 0.4840
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.3385 - r2_score: 0.6671 - val_loss: 0.4213 - val_r2_score: 0.5473
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2757 - r2_score: 0.7289 - val_loss: 0.3670 - val_r2_score: 0.6057
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.2270 - r2_score: 0.7768 - val_loss: 0.3328 - val_r2_score: 0.6425
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1969 - r2_score: 0.8064 - val_loss: 0.3132 - val_r2_score: 0.6635
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1720 - r2_score: 0.8309 - val_loss: 0.2968 - val_r2_score: 0.6811
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1560 - r2_score: 0.8466 - val_loss: 0.2819 - val_r2_score: 0.6971
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1417 - r2_score: 0.8606 - val_loss: 0.2734 - val_r2_score: 0.7063
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1606 - r2_score: 0.8394 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 103ms/step - loss: 2.0926 - r2_score: -1.0575 - val_loss: 1.2288 - val_r2_score: -0.3202
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 1.0683 - r2_score: -0.0504 - val_loss: 0.6829 - val_r2_score: 0.2663
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.7216 - r2_score: 0.2904 - val_loss: 0.5733 - val_r2_score: 0.3841
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.6301 - r2_score: 0.3805 - val_loss: 0.5209 - val_r2_score: 0.4403
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.5225 - r2_score: 0.4863 - val_loss: 0.4260 - val_r2_score: 0.5423
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.4042 - r2_score: 0.6026 - val_loss: 0.3425 - val_r2_score: 0.6320
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.3247 - r2_score: 0.6808 - val_loss: 0.3089 - val_r2_score: 0.6681
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.2888 - r2_score: 0.7161 - val_loss: 0.2938 - val_r2_score: 0.6843
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 57ms/step - loss: 0.2608 - r2_score: 0.7436 - val_loss: 0.2748 - val_r2_score: 0.7047
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.2296 - r2_score: 0.7742 - val_loss: 0.2583 - val_r2_score: 0.7225
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.2200 - r2_score: 0.7800 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 35ms/step - loss: 1.3098 - r2_score: -0.2879 - val_loss: 0.7432 - val_r2_score: 0.2016
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5772 - r2_score: 0.4325 - val_loss: 0.4189 - val_r2_score: 0.5499
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3360 - r2_score: 0.6697 - val_loss: 0.3496 - val_r2_score: 0.6244
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2462 - r2_score: 0.7579 - val_loss: 0.2914 - val_r2_score: 0.6869
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1935 - r2_score: 0.8097 - val_loss: 0.2697 - val_r2_score: 0.7102
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1600 - r2_score: 0.8427 - val_loss: 0.2605 - val_r2_score: 0.7201
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1381 - r2_score: 0.8642 - val_loss: 0.2533 - val_r2_score: 0.7278
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1202 - r2_score: 0.8819 - val_loss: 0.2509 - val_r2_score: 0.7305
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1054 - r2_score: 0.8964 - val_loss: 0.2492 - val_r2_score: 0.7323
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0937 - r2_score: 0.9078 - val_loss: 0.2429 - val_r2_score: 0.7391
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0827 - r2_score: 0.9187 - val_loss: 0.2484 - val_r2_score: 0.7331
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0751 - r2_score: 0.9261 - val_loss: 0.2367 - val_r2_score: 0.7457
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0670 - r2_score: 0.9341 - val_loss: 0.2470 - val_r2_score: 0.7346
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0599 - r2_score: 0.9411 - val_loss: 0.2408 - val_r2_score: 0.7413
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0548 - r2_score: 0.9461 - val_loss: 0.2403 - val_r2_score: 0.7418
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0498 - r2_score: 0.9511 - val_loss: 0.2419 - val_r2_score: 0.7401
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0450 - r2_score: 0.9558 - val_loss: 0.2373 - val_r2_score: 0.7450
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0417 - r2_score: 0.9590 - val_loss: 0.2416 - val_r2_score: 0.7405
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0380 - r2_score: 0.9627 - val_loss: 0.2374 - val_r2_score: 0.7449
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0349 - r2_score: 0.9657 - val_loss: 0.2408 - val_r2_score: 0.7413
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0730 - r2_score: 0.9270 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 2s 62ms/step - loss: 1.1956 - r2_score: -0.1756 - val_loss: 0.7523 - val_r2_score: 0.1918
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.6359 - r2_score: 0.3748 - val_loss: 0.5593 - val_r2_score: 0.3991
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.4316 - r2_score: 0.5756 - val_loss: 0.4150 - val_r2_score: 0.5541
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.3143 - r2_score: 0.6910 - val_loss: 0.3477 - val_r2_score: 0.6264
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2507 - r2_score: 0.7535 - val_loss: 0.3077 - val_r2_score: 0.6694
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2110 - r2_score: 0.7925 - val_loss: 0.2853 - val_r2_score: 0.6935
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.1823 - r2_score: 0.8208 - val_loss: 0.2727 - val_r2_score: 0.7070
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.1623 - r2_score: 0.8404 - val_loss: 0.2669 - val_r2_score: 0.7132
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.1460 - r2_score: 0.8564 - val_loss: 0.2649 - val_r2_score: 0.7154
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.1320 - r2_score: 0.8702 - val_loss: 0.2590 - val_r2_score: 0.7217
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1205 - r2_score: 0.8815 - val_loss: 0.2543 - val_r2_score: 0.7268
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1113 - r2_score: 0.8906 - val_loss: 0.2507 - val_r2_score: 0.7306
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1025 - r2_score: 0.8992 - val_loss: 0.2486 - val_r2_score: 0.7329
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0959 - r2_score: 0.9057 - val_loss: 0.2458 - val_r2_score: 0.7359
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0896 - r2_score: 0.9119 - val_loss: 0.2431 - val_r2_score: 0.7388
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0835 - r2_score: 0.9179 - val_loss: 0.2425 - val_r2_score: 0.7395
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0780 - r2_score: 0.9233 - val_loss: 0.2427 - val_r2_score: 0.7392
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.0730 - r2_score: 0.9282 - val_loss: 0.2410 - val_r2_score: 0.7411
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0689 - r2_score: 0.9323 - val_loss: 0.2391 - val_r2_score: 0.7431
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0646 - r2_score: 0.9364 - val_loss: 0.2375 - val_r2_score: 0.7448
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0966 - r2_score: 0.9034 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 81ms/step - loss: 1.1035 - r2_score: -0.0850 - val_loss: 0.8127 - val_r2_score: 0.1269
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 45ms/step - loss: 0.7389 - r2_score: 0.2735 - val_loss: 0.6401 - val_r2_score: 0.3122
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.5561 - r2_score: 0.4532 - val_loss: 0.5273 - val_r2_score: 0.4335
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.4202 - r2_score: 0.5869 - val_loss: 0.4572 - val_r2_score: 0.5088
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.3376 - r2_score: 0.6680 - val_loss: 0.4211 - val_r2_score: 0.5475
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.2853 - r2_score: 0.7195 - val_loss: 0.3918 - val_r2_score: 0.5791
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.2433 - r2_score: 0.7608 - val_loss: 0.3650 - val_r2_score: 0.6078
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 48ms/step - loss: 0.2116 - r2_score: 0.7919 - val_loss: 0.3456 - val_r2_score: 0.6287
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 64ms/step - loss: 0.1884 - r2_score: 0.8147 - val_loss: 0.3271 - val_r2_score: 0.6486
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 57ms/step - loss: 0.1692 - r2_score: 0.8337 - val_loss: 0.3090 - val_r2_score: 0.6680
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 58ms/step - loss: 0.1526 - r2_score: 0.8500 - val_loss: 0.2955 - val_r2_score: 0.6825
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.1402 - r2_score: 0.8621 - val_loss: 0.2866 - val_r2_score: 0.6920
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 49ms/step - loss: 0.1296 - r2_score: 0.8725 - val_loss: 0.2800 - val_r2_score: 0.6992
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.1194 - r2_score: 0.8826 - val_loss: 0.2759 - val_r2_score: 0.7036
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 49ms/step - loss: 0.1113 - r2_score: 0.8905 - val_loss: 0.2722 - val_r2_score: 0.7076
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 47ms/step - loss: 0.1041 - r2_score: 0.8977 - val_loss: 0.2690 - val_r2_score: 0.7110
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.0976 - r2_score: 0.9040 - val_loss: 0.2655 - val_r2_score: 0.7148
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 48ms/step - loss: 0.0916 - r2_score: 0.9099 - val_loss: 0.2615 - val_r2_score: 0.7190
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.0865 - r2_score: 0.9149 - val_loss: 0.2579 - val_r2_score: 0.7229
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 47ms/step - loss: 0.0821 - r2_score: 0.9193 - val_loss: 0.2541 - val_r2_score: 0.7269
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.1135 - r2_score: 0.8865 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 19ms/step - loss: 1.5480 - r2_score: -0.5221 - val_loss: 0.7496 - val_r2_score: 0.1947
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4816 - r2_score: 0.5265 - val_loss: 0.4621 - val_r2_score: 0.5035
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2949 - r2_score: 0.7100 - val_loss: 0.3940 - val_r2_score: 0.5767
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2069 - r2_score: 0.7966 - val_loss: 0.3721 - val_r2_score: 0.6002
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1684 - r2_score: 0.8344 - val_loss: 0.3577 - val_r2_score: 0.6157
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1448 - r2_score: 0.8576 - val_loss: 0.3384 - val_r2_score: 0.6364
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1291 - r2_score: 0.8731 - val_loss: 0.3203 - val_r2_score: 0.6559
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1173 - r2_score: 0.8847 - val_loss: 0.3192 - val_r2_score: 0.6571
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1076 - r2_score: 0.8942 - val_loss: 0.3101 - val_r2_score: 0.6668
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1000 - r2_score: 0.9017 - val_loss: 0.3047 - val_r2_score: 0.6727
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1346 - r2_score: 0.8654 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 2s 65ms/step - loss: 3.0613 - r2_score: -2.0101 - val_loss: 2.3631 - val_r2_score: -1.5389
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 1.5522 - r2_score: -0.5262 - val_loss: 1.3023 - val_r2_score: -0.3991
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.8027 - r2_score: 0.2107 - val_loss: 0.7362 - val_r2_score: 0.2091
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.4462 - r2_score: 0.5613 - val_loss: 0.4753 - val_r2_score: 0.4894
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.3235 - r2_score: 0.6819 - val_loss: 0.3682 - val_r2_score: 0.6045
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2649 - r2_score: 0.7395 - val_loss: 0.3230 - val_r2_score: 0.6530
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.2215 - r2_score: 0.7822 - val_loss: 0.3090 - val_r2_score: 0.6681
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1894 - r2_score: 0.8138 - val_loss: 0.3013 - val_r2_score: 0.6763
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1679 - r2_score: 0.8349 - val_loss: 0.2910 - val_r2_score: 0.6874
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1509 - r2_score: 0.8516 - val_loss: 0.2827 - val_r2_score: 0.6963
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1695 - r2_score: 0.8305 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 116ms/step - loss: 3.0838 - r2_score: -2.0322 - val_loss: 2.3284 - val_r2_score: -1.5016
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 2.0020 - r2_score: -0.9685 - val_loss: 1.7125 - val_r2_score: -0.8399
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 1.4273 - r2_score: -0.4034 - val_loss: 1.3327 - val_r2_score: -0.4318
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 48ms/step - loss: 1.0377 - r2_score: -0.0204 - val_loss: 1.0366 - val_r2_score: -0.1137
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.7257 - r2_score: 0.2864 - val_loss: 0.7915 - val_r2_score: 0.1496
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.5150 - r2_score: 0.4936 - val_loss: 0.6302 - val_r2_score: 0.3229
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.3900 - r2_score: 0.6165 - val_loss: 0.5464 - val_r2_score: 0.4130
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.3319 - r2_score: 0.6736 - val_loss: 0.5040 - val_r2_score: 0.4585
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 53ms/step - loss: 0.2890 - r2_score: 0.7158 - val_loss: 0.4830 - val_r2_score: 0.4811
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.2579 - r2_score: 0.7464 - val_loss: 0.4733 - val_r2_score: 0.4915
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.2878 - r2_score: 0.7122 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 20ms/step - loss: 1.2066 - r2_score: -0.1864 - val_loss: 0.8818 - val_r2_score: 0.0526
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.4613 - r2_score: 0.5464 - val_loss: 0.7068 - val_r2_score: 0.2406
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2728 - r2_score: 0.7317 - val_loss: 0.6123 - val_r2_score: 0.3422
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2029 - r2_score: 0.8005 - val_loss: 0.5364 - val_r2_score: 0.4237
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1676 - r2_score: 0.8352 - val_loss: 0.5067 - val_r2_score: 0.4556
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1455 - r2_score: 0.8570 - val_loss: 0.4496 - val_r2_score: 0.5170
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1304 - r2_score: 0.8718 - val_loss: 0.4317 - val_r2_score: 0.5362
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1192 - r2_score: 0.8828 - val_loss: 0.4156 - val_r2_score: 0.5535
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1098 - r2_score: 0.8921 - val_loss: 0.4149 - val_r2_score: 0.5543
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1016 - r2_score: 0.9001 - val_loss: 0.4005 - val_r2_score: 0.5697
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0937 - r2_score: 0.9079 - val_loss: 0.3890 - val_r2_score: 0.5820
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0887 - r2_score: 0.9128 - val_loss: 0.3857 - val_r2_score: 0.5856
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0831 - r2_score: 0.9183 - val_loss: 0.3766 - val_r2_score: 0.5954
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0785 - r2_score: 0.9228 - val_loss: 0.3752 - val_r2_score: 0.5969
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0743 - r2_score: 0.9270 - val_loss: 0.3664 - val_r2_score: 0.6064
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0699 - r2_score: 0.9313 - val_loss: 0.3638 - val_r2_score: 0.6092
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0662 - r2_score: 0.9349 - val_loss: 0.3633 - val_r2_score: 0.6097
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0621 - r2_score: 0.9389 - val_loss: 0.3516 - val_r2_score: 0.6223
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0600 - r2_score: 0.9410 - val_loss: 0.3511 - val_r2_score: 0.6228
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0565 - r2_score: 0.9445 - val_loss: 0.3360 - val_r2_score: 0.6390
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1084 - r2_score: 0.8916 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 2s 64ms/step - loss: 1.2454 - r2_score: -0.2246 - val_loss: 0.8220 - val_r2_score: 0.1168
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.6493 - r2_score: 0.3615 - val_loss: 0.6633 - val_r2_score: 0.2874
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.4350 - r2_score: 0.5723 - val_loss: 0.5488 - val_r2_score: 0.4104
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.3200 - r2_score: 0.6854 - val_loss: 0.4959 - val_r2_score: 0.4672
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.2519 - r2_score: 0.7523 - val_loss: 0.4634 - val_r2_score: 0.5021
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2119 - r2_score: 0.7917 - val_loss: 0.4252 - val_r2_score: 0.5432
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1858 - r2_score: 0.8173 - val_loss: 0.4068 - val_r2_score: 0.5629
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1658 - r2_score: 0.8369 - val_loss: 0.4048 - val_r2_score: 0.5651
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.1496 - r2_score: 0.8529 - val_loss: 0.3870 - val_r2_score: 0.5842
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1376 - r2_score: 0.8647 - val_loss: 0.3747 - val_r2_score: 0.5974
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.1270 - r2_score: 0.8751 - val_loss: 0.3664 - val_r2_score: 0.6063
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1189 - r2_score: 0.8831 - val_loss: 0.3563 - val_r2_score: 0.6172
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.1114 - r2_score: 0.8904 - val_loss: 0.3566 - val_r2_score: 0.6169
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.1057 - r2_score: 0.8961 - val_loss: 0.3454 - val_r2_score: 0.6289
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - loss: 0.0999 - r2_score: 0.9018 - val_loss: 0.3413 - val_r2_score: 0.6333
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 24ms/step - loss: 0.0945 - r2_score: 0.9071 - val_loss: 0.3395 - val_r2_score: 0.6353
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0904 - r2_score: 0.9111 - val_loss: 0.3322 - val_r2_score: 0.6431
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0858 - r2_score: 0.9156 - val_loss: 0.3198 - val_r2_score: 0.6564
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0832 - r2_score: 0.9182 - val_loss: 0.3148 - val_r2_score: 0.6618
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0787 - r2_score: 0.9226 - val_loss: 0.3118 - val_r2_score: 0.6650
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1224 - r2_score: 0.8776 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 84ms/step - loss: 2.4813 - r2_score: -1.4398 - val_loss: 2.2153 - val_r2_score: -1.3801
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 1.6999 - r2_score: -0.6714 - val_loss: 1.7644 - val_r2_score: -0.8956
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 1.1917 - r2_score: -0.1718 - val_loss: 1.3612 - val_r2_score: -0.4625
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.8125 - r2_score: 0.2011 - val_loss: 1.0222 - val_r2_score: -0.0982
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.5471 - r2_score: 0.4620 - val_loss: 0.7878 - val_r2_score: 0.1536
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.3923 - r2_score: 0.6142 - val_loss: 0.6499 - val_r2_score: 0.3018
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 45ms/step - loss: 0.3011 - r2_score: 0.7039 - val_loss: 0.5787 - val_r2_score: 0.3782
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 56ms/step - loss: 0.2492 - r2_score: 0.7550 - val_loss: 0.5509 - val_r2_score: 0.4081
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 45ms/step - loss: 0.2213 - r2_score: 0.7824 - val_loss: 0.5450 - val_r2_score: 0.4144
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 67ms/step - loss: 0.2045 - r2_score: 0.7989 - val_loss: 0.5325 - val_r2_score: 0.4279
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 61ms/step - loss: 0.1887 - r2_score: 0.8144 - val_loss: 0.5145 - val_r2_score: 0.4473
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.1743 - r2_score: 0.8286 - val_loss: 0.5017 - val_r2_score: 0.4610
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 46ms/step - loss: 0.1615 - r2_score: 0.8412 - val_loss: 0.4987 - val_r2_score: 0.4642
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 43ms/step - loss: 0.1495 - r2_score: 0.8530 - val_loss: 0.4986 - val_r2_score: 0.4643
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 48ms/step - loss: 0.1393 - r2_score: 0.8631 - val_loss: 0.4954 - val_r2_score: 0.4678
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.1317 - r2_score: 0.8705 - val_loss: 0.4879 - val_r2_score: 0.4758
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 52ms/step - loss: 0.1255 - r2_score: 0.8766 - val_loss: 0.4784 - val_r2_score: 0.4860
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 47ms/step - loss: 0.1201 - r2_score: 0.8819 - val_loss: 0.4678 - val_r2_score: 0.4974
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 50ms/step - loss: 0.1158 - r2_score: 0.8862 - val_loss: 0.4610 - val_r2_score: 0.5047
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 47ms/step - loss: 0.1114 - r2_score: 0.8905 - val_loss: 0.4564 - val_r2_score: 0.5096
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.1780 - r2_score: 0.8220 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 1.1389 - r2_score: -0.1199 - val_loss: 0.6768 - val_r2_score: 0.2728
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4090 - r2_score: 0.5979 - val_loss: 0.4641 - val_r2_score: 0.5013
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2551 - r2_score: 0.7491 - val_loss: 0.4519 - val_r2_score: 0.5145
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1793 - r2_score: 0.8237 - val_loss: 0.4112 - val_r2_score: 0.5582
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1410 - r2_score: 0.8614 - val_loss: 0.3994 - val_r2_score: 0.5709
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1115 - r2_score: 0.8904 - val_loss: 0.3907 - val_r2_score: 0.5802
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0921 - r2_score: 0.9094 - val_loss: 0.3856 - val_r2_score: 0.5857
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0762 - r2_score: 0.9251 - val_loss: 0.3757 - val_r2_score: 0.5964
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0641 - r2_score: 0.9370 - val_loss: 0.3645 - val_r2_score: 0.6084
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0545 - r2_score: 0.9464 - val_loss: 0.3685 - val_r2_score: 0.6040
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.1104 - r2_score: 0.8896 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 60ms/step - loss: 1.8778 - r2_score: -0.8464 - val_loss: 0.9886 - val_r2_score: -0.0621
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.7874 - r2_score: 0.2258 - val_loss: 0.9073 - val_r2_score: 0.0252
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.5040 - r2_score: 0.5044 - val_loss: 0.6636 - val_r2_score: 0.2870
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.3713 - r2_score: 0.6349 - val_loss: 0.5616 - val_r2_score: 0.3967
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.2788 - r2_score: 0.7258 - val_loss: 0.5084 - val_r2_score: 0.4538
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2234 - r2_score: 0.7803 - val_loss: 0.4826 - val_r2_score: 0.4815
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1817 - r2_score: 0.8214 - val_loss: 0.4558 - val_r2_score: 0.5103
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.1527 - r2_score: 0.8498 - val_loss: 0.4356 - val_r2_score: 0.5321
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.1296 - r2_score: 0.8725 - val_loss: 0.4320 - val_r2_score: 0.5359
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.1142 - r2_score: 0.8878 - val_loss: 0.4264 - val_r2_score: 0.5418
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1671 - r2_score: 0.8329 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 135ms/step - loss: 1.8247 - r2_score: -0.7942 - val_loss: 1.1670 - val_r2_score: -0.2538
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.8869 - r2_score: 0.1279 - val_loss: 0.7775 - val_r2_score: 0.1647
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.6508 - r2_score: 0.3601 - val_loss: 0.6714 - val_r2_score: 0.2787
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.4786 - r2_score: 0.5294 - val_loss: 0.5669 - val_r2_score: 0.3910
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 52ms/step - loss: 0.3546 - r2_score: 0.6513 - val_loss: 0.5331 - val_r2_score: 0.4272
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.3129 - r2_score: 0.6923 - val_loss: 0.5304 - val_r2_score: 0.4302
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 51ms/step - loss: 0.2717 - r2_score: 0.7329 - val_loss: 0.5053 - val_r2_score: 0.4571
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.2214 - r2_score: 0.7823 - val_loss: 0.4871 - val_r2_score: 0.4766
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.1856 - r2_score: 0.8175 - val_loss: 0.4836 - val_r2_score: 0.4804
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.1678 - r2_score: 0.8351 - val_loss: 0.4754 - val_r2_score: 0.4892
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.2184 - r2_score: 0.7816 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 18ms/step - loss: 0.9364 - r2_score: 0.0793 - val_loss: 0.4963 - val_r2_score: 0.4668
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3847 - r2_score: 0.6217 - val_loss: 0.4086 - val_r2_score: 0.5610
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2365 - r2_score: 0.7674 - val_loss: 0.3662 - val_r2_score: 0.6066
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1608 - r2_score: 0.8419 - val_loss: 0.3401 - val_r2_score: 0.6346
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1219 - r2_score: 0.8801 - val_loss: 0.3269 - val_r2_score: 0.6488
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0991 - r2_score: 0.9026 - val_loss: 0.3152 - val_r2_score: 0.6613
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0769 - r2_score: 0.9244 - val_loss: 0.3032 - val_r2_score: 0.6743
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0641 - r2_score: 0.9370 - val_loss: 0.2994 - val_r2_score: 0.6783
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0532 - r2_score: 0.9477 - val_loss: 0.2922 - val_r2_score: 0.6861
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0439 - r2_score: 0.9568 - val_loss: 0.2930 - val_r2_score: 0.6852
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0374 - r2_score: 0.9633 - val_loss: 0.2846 - val_r2_score: 0.6942
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0319 - r2_score: 0.9686 - val_loss: 0.2836 - val_r2_score: 0.6953
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0272 - r2_score: 0.9733 - val_loss: 0.2770 - val_r2_score: 0.7024
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0230 - r2_score: 0.9774 - val_loss: 0.2762 - val_r2_score: 0.7033
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0203 - r2_score: 0.9801 - val_loss: 0.2784 - val_r2_score: 0.7009
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0174 - r2_score: 0.9829 - val_loss: 0.2755 - val_r2_score: 0.7040
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0152 - r2_score: 0.9851 - val_loss: 0.2733 - val_r2_score: 0.7064
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0131 - r2_score: 0.9871 - val_loss: 0.2695 - val_r2_score: 0.7105
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 11ms/step - loss: 0.0116 - r2_score: 0.9886 - val_loss: 0.2712 - val_r2_score: 0.7086
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0102 - r2_score: 0.9900 - val_loss: 0.2684 - val_r2_score: 0.7116
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0606 - r2_score: 0.9394 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 1.3469 - r2_score: -0.3243 - val_loss: 0.8415 - val_r2_score: 0.0959
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.6062 - r2_score: 0.4040 - val_loss: 0.6315 - val_r2_score: 0.3215
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.3458 - r2_score: 0.6600 - val_loss: 0.5665 - val_r2_score: 0.3914
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.2670 - r2_score: 0.7374 - val_loss: 0.5146 - val_r2_score: 0.4471
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1970 - r2_score: 0.8063 - val_loss: 0.4804 - val_r2_score: 0.4839
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1602 - r2_score: 0.8425 - val_loss: 0.4478 - val_r2_score: 0.5189
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1333 - r2_score: 0.8689 - val_loss: 0.4294 - val_r2_score: 0.5387
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.1144 - r2_score: 0.8875 - val_loss: 0.4336 - val_r2_score: 0.5342
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0979 - r2_score: 0.9037 - val_loss: 0.4214 - val_r2_score: 0.5473
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0848 - r2_score: 0.9166 - val_loss: 0.4148 - val_r2_score: 0.5543
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.0738 - r2_score: 0.9275 - val_loss: 0.4123 - val_r2_score: 0.5571
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0661 - r2_score: 0.9350 - val_loss: 0.3855 - val_r2_score: 0.5859
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0576 - r2_score: 0.9434 - val_loss: 0.3800 - val_r2_score: 0.5918
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0521 - r2_score: 0.9488 - val_loss: 0.3792 - val_r2_score: 0.5926
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0458 - r2_score: 0.9550 - val_loss: 0.3757 - val_r2_score: 0.5963
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0412 - r2_score: 0.9595 - val_loss: 0.3771 - val_r2_score: 0.5949
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0369 - r2_score: 0.9638 - val_loss: 0.3722 - val_r2_score: 0.6001
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0332 - r2_score: 0.9673 - val_loss: 0.3657 - val_r2_score: 0.6070
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0303 - r2_score: 0.9702 - val_loss: 0.3533 - val_r2_score: 0.6204
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.0272 - r2_score: 0.9732 - val_loss: 0.3548 - val_r2_score: 0.6188
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0909 - r2_score: 0.9091 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 126ms/step - loss: 2.0981 - r2_score: -1.0629 - val_loss: 1.2303 - val_r2_score: -0.3219
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.9808 - r2_score: 0.0356 - val_loss: 0.9900 - val_r2_score: -0.0636
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.7297 - r2_score: 0.2825 - val_loss: 0.8993 - val_r2_score: 0.0338
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.5515 - r2_score: 0.4578 - val_loss: 0.7291 - val_r2_score: 0.2167
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.3945 - r2_score: 0.6121 - val_loss: 0.6222 - val_r2_score: 0.3316
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.3313 - r2_score: 0.6742 - val_loss: 0.5824 - val_r2_score: 0.3743
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.2985 - r2_score: 0.7065 - val_loss: 0.5401 - val_r2_score: 0.4197
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.2425 - r2_score: 0.7615 - val_loss: 0.5211 - val_r2_score: 0.4402
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.2066 - r2_score: 0.7969 - val_loss: 0.5265 - val_r2_score: 0.4344
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.1850 - r2_score: 0.8181 - val_loss: 0.5105 - val_r2_score: 0.4515
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.1611 - r2_score: 0.8416 - val_loss: 0.4830 - val_r2_score: 0.4811
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.1420 - r2_score: 0.8604 - val_loss: 0.4674 - val_r2_score: 0.4978
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 57ms/step - loss: 0.1320 - r2_score: 0.8702 - val_loss: 0.4605 - val_r2_score: 0.5053
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 47ms/step - loss: 0.1205 - r2_score: 0.8815 - val_loss: 0.4540 - val_r2_score: 0.5122
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 48ms/step - loss: 0.1089 - r2_score: 0.8929 - val_loss: 0.4539 - val_r2_score: 0.5123
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.1003 - r2_score: 0.9014 - val_loss: 0.4545 - val_r2_score: 0.5117
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 47ms/step - loss: 0.0935 - r2_score: 0.9081 - val_loss: 0.4526 - val_r2_score: 0.5137
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 45ms/step - loss: 0.0864 - r2_score: 0.9151 - val_loss: 0.4465 - val_r2_score: 0.5203
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 51ms/step - loss: 0.0802 - r2_score: 0.9211 - val_loss: 0.4448 - val_r2_score: 0.5221
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 71ms/step - loss: 0.0744 - r2_score: 0.9268 - val_loss: 0.4458 - val_r2_score: 0.5210
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1457 - r2_score: 0.8543 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 20ms/step - loss: 0.6786 - r2_score: 0.3327 - val_loss: 0.2768 - val_r2_score: 0.7026
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2708 - r2_score: 0.7337 - val_loss: 0.2049 - val_r2_score: 0.7799
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1794 - r2_score: 0.8236 - val_loss: 0.1696 - val_r2_score: 0.8178
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1430 - r2_score: 0.8594 - val_loss: 0.1638 - val_r2_score: 0.8240
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1259 - r2_score: 0.8763 - val_loss: 0.1644 - val_r2_score: 0.8234
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1155 - r2_score: 0.8865 - val_loss: 0.1637 - val_r2_score: 0.8241
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1080 - r2_score: 0.8938 - val_loss: 0.1634 - val_r2_score: 0.8244
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1028 - r2_score: 0.8989 - val_loss: 0.1596 - val_r2_score: 0.8285
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0981 - r2_score: 0.9035 - val_loss: 0.1608 - val_r2_score: 0.8272
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0926 - r2_score: 0.9090 - val_loss: 0.1612 - val_r2_score: 0.8268
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1029 - r2_score: 0.8971 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 54ms/step - loss: 0.7431 - r2_score: 0.2694 - val_loss: 0.3724 - val_r2_score: 0.5998
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.3473 - r2_score: 0.6586 - val_loss: 0.3025 - val_r2_score: 0.6750
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.2597 - r2_score: 0.7446 - val_loss: 0.2304 - val_r2_score: 0.7525
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1825 - r2_score: 0.8206 - val_loss: 0.1944 - val_r2_score: 0.7912
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1527 - r2_score: 0.8498 - val_loss: 0.1876 - val_r2_score: 0.7985
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1339 - r2_score: 0.8683 - val_loss: 0.1874 - val_r2_score: 0.7987
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.1222 - r2_score: 0.8798 - val_loss: 0.1871 - val_r2_score: 0.7990
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.1142 - r2_score: 0.8877 - val_loss: 0.1814 - val_r2_score: 0.8051
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.1083 - r2_score: 0.8935 - val_loss: 0.1801 - val_r2_score: 0.8066
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.1035 - r2_score: 0.8982 - val_loss: 0.1784 - val_r2_score: 0.8083
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.1152 - r2_score: 0.8848 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 147ms/step - loss: 0.7485 - r2_score: 0.2640 - val_loss: 0.4490 - val_r2_score: 0.5176
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 43ms/step - loss: 0.4150 - r2_score: 0.5920 - val_loss: 0.2850 - val_r2_score: 0.6938
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.2846 - r2_score: 0.7202 - val_loss: 0.2407 - val_r2_score: 0.7414
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.2368 - r2_score: 0.7672 - val_loss: 0.2267 - val_r2_score: 0.7564
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 43ms/step - loss: 0.2087 - r2_score: 0.7948 - val_loss: 0.2077 - val_r2_score: 0.7769
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.1808 - r2_score: 0.8222 - val_loss: 0.1879 - val_r2_score: 0.7981
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.1559 - r2_score: 0.8467 - val_loss: 0.1765 - val_r2_score: 0.8103
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.1422 - r2_score: 0.8602 - val_loss: 0.1735 - val_r2_score: 0.8136
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.1341 - r2_score: 0.8681 - val_loss: 0.1723 - val_r2_score: 0.8149
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.1264 - r2_score: 0.8757 - val_loss: 0.1710 - val_r2_score: 0.8163
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1313 - r2_score: 0.8687 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.7660 - r2_score: 0.2468 - val_loss: 0.3019 - val_r2_score: 0.6757
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2862 - r2_score: 0.7186 - val_loss: 0.2139 - val_r2_score: 0.7702
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1848 - r2_score: 0.8183 - val_loss: 0.1672 - val_r2_score: 0.8204
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1501 - r2_score: 0.8525 - val_loss: 0.1614 - val_r2_score: 0.8266
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1302 - r2_score: 0.8719 - val_loss: 0.1604 - val_r2_score: 0.8277
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1180 - r2_score: 0.8839 - val_loss: 0.1559 - val_r2_score: 0.8325
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1084 - r2_score: 0.8934 - val_loss: 0.1544 - val_r2_score: 0.8342
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1023 - r2_score: 0.8994 - val_loss: 0.1535 - val_r2_score: 0.8350
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0974 - r2_score: 0.9043 - val_loss: 0.1513 - val_r2_score: 0.8374
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0929 - r2_score: 0.9087 - val_loss: 0.1485 - val_r2_score: 0.8404
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0894 - r2_score: 0.9120 - val_loss: 0.1479 - val_r2_score: 0.8411
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0870 - r2_score: 0.9144 - val_loss: 0.1489 - val_r2_score: 0.8400
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 13ms/step - loss: 0.0831 - r2_score: 0.9183 - val_loss: 0.1477 - val_r2_score: 0.8413
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0809 - r2_score: 0.9204 - val_loss: 0.1482 - val_r2_score: 0.8407
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0793 - r2_score: 0.9220 - val_loss: 0.1468 - val_r2_score: 0.8423
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0769 - r2_score: 0.9244 - val_loss: 0.1454 - val_r2_score: 0.8438
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0741 - r2_score: 0.9271 - val_loss: 0.1441 - val_r2_score: 0.8452
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0726 - r2_score: 0.9286 - val_loss: 0.1438 - val_r2_score: 0.8456
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0702 - r2_score: 0.9310 - val_loss: 0.1452 - val_r2_score: 0.8440
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 11ms/step - loss: 0.0679 - r2_score: 0.9332 - val_loss: 0.1434 - val_r2_score: 0.8459
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0804 - r2_score: 0.9196 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 52ms/step - loss: 1.6378 - r2_score: -0.6104 - val_loss: 0.7695 - val_r2_score: 0.1733
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.5723 - r2_score: 0.4372 - val_loss: 0.2929 - val_r2_score: 0.6853
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2759 - r2_score: 0.7288 - val_loss: 0.2519 - val_r2_score: 0.7293
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.2407 - r2_score: 0.7634 - val_loss: 0.2274 - val_r2_score: 0.7557
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1948 - r2_score: 0.8085 - val_loss: 0.1840 - val_r2_score: 0.8023
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1568 - r2_score: 0.8458 - val_loss: 0.1637 - val_r2_score: 0.8242
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1357 - r2_score: 0.8665 - val_loss: 0.1618 - val_r2_score: 0.8261
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1270 - r2_score: 0.8752 - val_loss: 0.1601 - val_r2_score: 0.8280
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.1202 - r2_score: 0.8818 - val_loss: 0.1590 - val_r2_score: 0.8292
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.1143 - r2_score: 0.8876 - val_loss: 0.1567 - val_r2_score: 0.8317
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.1092 - r2_score: 0.8926 - val_loss: 0.1555 - val_r2_score: 0.8329
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.1059 - r2_score: 0.8959 - val_loss: 0.1553 - val_r2_score: 0.8331
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.1026 - r2_score: 0.8991 - val_loss: 0.1557 - val_r2_score: 0.8327
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0993 - r2_score: 0.9023 - val_loss: 0.1561 - val_r2_score: 0.8323
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0968 - r2_score: 0.9048 - val_loss: 0.1571 - val_r2_score: 0.8313
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0943 - r2_score: 0.9073 - val_loss: 0.1561 - val_r2_score: 0.8323
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0922 - r2_score: 0.9094 - val_loss: 0.1545 - val_r2_score: 0.8340
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0904 - r2_score: 0.9111 - val_loss: 0.1552 - val_r2_score: 0.8333
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0885 - r2_score: 0.9130 - val_loss: 0.1541 - val_r2_score: 0.8345
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0865 - r2_score: 0.9150 - val_loss: 0.1533 - val_r2_score: 0.8353
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0982 - r2_score: 0.9018 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 143ms/step - loss: 1.4775 - r2_score: -0.4528 - val_loss: 1.0402 - val_r2_score: -0.1176
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.9104 - r2_score: 0.1048 - val_loss: 0.6428 - val_r2_score: 0.3094
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.5830 - r2_score: 0.4267 - val_loss: 0.4260 - val_r2_score: 0.5423
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.4001 - r2_score: 0.6066 - val_loss: 0.3146 - val_r2_score: 0.6620
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.3014 - r2_score: 0.7036 - val_loss: 0.2534 - val_r2_score: 0.7278
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.2415 - r2_score: 0.7626 - val_loss: 0.2201 - val_r2_score: 0.7636
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.2098 - r2_score: 0.7937 - val_loss: 0.2030 - val_r2_score: 0.7819
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.1913 - r2_score: 0.8119 - val_loss: 0.1934 - val_r2_score: 0.7922
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.1764 - r2_score: 0.8266 - val_loss: 0.1861 - val_r2_score: 0.8001
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 57ms/step - loss: 0.1614 - r2_score: 0.8413 - val_loss: 0.1792 - val_r2_score: 0.8075
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.1455 - r2_score: 0.8570 - val_loss: 0.1746 - val_r2_score: 0.8125
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 52ms/step - loss: 0.1353 - r2_score: 0.8670 - val_loss: 0.1729 - val_r2_score: 0.8142
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 49ms/step - loss: 0.1292 - r2_score: 0.8729 - val_loss: 0.1721 - val_r2_score: 0.8151
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.1252 - r2_score: 0.8769 - val_loss: 0.1701 - val_r2_score: 0.8172
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 83ms/step - loss: 0.1212 - r2_score: 0.8808 - val_loss: 0.1681 - val_r2_score: 0.8194
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 68ms/step - loss: 0.1171 - r2_score: 0.8849 - val_loss: 0.1652 - val_r2_score: 0.8225
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 67ms/step - loss: 0.1131 - r2_score: 0.8888 - val_loss: 0.1634 - val_r2_score: 0.8245
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 45ms/step - loss: 0.1097 - r2_score: 0.8922 - val_loss: 0.1621 - val_r2_score: 0.8258
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 51ms/step - loss: 0.1069 - r2_score: 0.8948 - val_loss: 0.1613 - val_r2_score: 0.8267
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.1046 - r2_score: 0.8971 - val_loss: 0.1609 - val_r2_score: 0.8271
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.1145 - r2_score: 0.8855 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 135ms/step - loss: 0.7024 - r2_score: 0.3094 - val_loss: 0.4703 - val_r2_score: 0.4948
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2708 - r2_score: 0.7337 - val_loss: 0.3106 - val_r2_score: 0.6663
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1722 - r2_score: 0.8307 - val_loss: 0.2354 - val_r2_score: 0.7471
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1263 - r2_score: 0.8759 - val_loss: 0.2180 - val_r2_score: 0.7658
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1011 - r2_score: 0.9006 - val_loss: 0.2129 - val_r2_score: 0.7712
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0869 - r2_score: 0.9146 - val_loss: 0.2090 - val_r2_score: 0.7754
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0704 - r2_score: 0.9308 - val_loss: 0.2096 - val_r2_score: 0.7748
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0602 - r2_score: 0.9408 - val_loss: 0.2080 - val_r2_score: 0.7766
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0502 - r2_score: 0.9507 - val_loss: 0.2032 - val_r2_score: 0.7816
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0436 - r2_score: 0.9571 - val_loss: 0.2071 - val_r2_score: 0.7775
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0711 - r2_score: 0.9289 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 2s 64ms/step - loss: 1.2316 - r2_score: -0.2110 - val_loss: 0.7028 - val_r2_score: 0.2449
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.4745 - r2_score: 0.5335 - val_loss: 0.4296 - val_r2_score: 0.5385
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2938 - r2_score: 0.7111 - val_loss: 0.3401 - val_r2_score: 0.6346
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1988 - r2_score: 0.8045 - val_loss: 0.3031 - val_r2_score: 0.6743
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1627 - r2_score: 0.8400 - val_loss: 0.2733 - val_r2_score: 0.7063
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1376 - r2_score: 0.8647 - val_loss: 0.2596 - val_r2_score: 0.7211
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.1177 - r2_score: 0.8843 - val_loss: 0.2538 - val_r2_score: 0.7274
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1034 - r2_score: 0.8983 - val_loss: 0.2463 - val_r2_score: 0.7354
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0932 - r2_score: 0.9084 - val_loss: 0.2401 - val_r2_score: 0.7420
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0828 - r2_score: 0.9186 - val_loss: 0.2311 - val_r2_score: 0.7517
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.1072 - r2_score: 0.8928 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 114ms/step - loss: 1.2750 - r2_score: -0.2537 - val_loss: 0.8141 - val_r2_score: 0.1254
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.7157 - r2_score: 0.2963 - val_loss: 0.7390 - val_r2_score: 0.2061
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.5541 - r2_score: 0.4552 - val_loss: 0.5352 - val_r2_score: 0.4250
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.3644 - r2_score: 0.6417 - val_loss: 0.4257 - val_r2_score: 0.5426
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.2975 - r2_score: 0.7075 - val_loss: 0.3923 - val_r2_score: 0.5785
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.2453 - r2_score: 0.7588 - val_loss: 0.3426 - val_r2_score: 0.6320
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.1971 - r2_score: 0.8062 - val_loss: 0.3227 - val_r2_score: 0.6533
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.1776 - r2_score: 0.8254 - val_loss: 0.3031 - val_r2_score: 0.6744
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.1536 - r2_score: 0.8489 - val_loss: 0.2736 - val_r2_score: 0.7060
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.1345 - r2_score: 0.8677 - val_loss: 0.2598 - val_r2_score: 0.7209
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1536 - r2_score: 0.8464 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 18ms/step - loss: 0.8418 - r2_score: 0.1723 - val_loss: 0.3974 - val_r2_score: 0.5730
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.2975 - r2_score: 0.7075 - val_loss: 0.3036 - val_r2_score: 0.6738
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.1904 - r2_score: 0.8128 - val_loss: 0.2536 - val_r2_score: 0.7275
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1371 - r2_score: 0.8652 - val_loss: 0.2247 - val_r2_score: 0.7586
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1129 - r2_score: 0.8890 - val_loss: 0.2187 - val_r2_score: 0.7650
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0915 - r2_score: 0.9100 - val_loss: 0.2146 - val_r2_score: 0.7694
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0796 - r2_score: 0.9218 - val_loss: 0.2057 - val_r2_score: 0.7790
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0685 - r2_score: 0.9327 - val_loss: 0.1990 - val_r2_score: 0.7862
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0608 - r2_score: 0.9402 - val_loss: 0.2037 - val_r2_score: 0.7812
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0529 - r2_score: 0.9480 - val_loss: 0.1984 - val_r2_score: 0.7868
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0465 - r2_score: 0.9543 - val_loss: 0.1991 - val_r2_score: 0.7861
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0410 - r2_score: 0.9596 - val_loss: 0.1981 - val_r2_score: 0.7871
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0365 - r2_score: 0.9641 - val_loss: 0.1970 - val_r2_score: 0.7884
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0317 - r2_score: 0.9688 - val_loss: 0.1967 - val_r2_score: 0.7886
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0276 - r2_score: 0.9729 - val_loss: 0.1955 - val_r2_score: 0.7899
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0251 - r2_score: 0.9753 - val_loss: 0.1944 - val_r2_score: 0.7911
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0220 - r2_score: 0.9784 - val_loss: 0.1966 - val_r2_score: 0.7888
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0203 - r2_score: 0.9801 - val_loss: 0.1913 - val_r2_score: 0.7945
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0177 - r2_score: 0.9826 - val_loss: 0.1952 - val_r2_score: 0.7903
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0159 - r2_score: 0.9844 - val_loss: 0.1968 - val_r2_score: 0.7886
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0517 - r2_score: 0.9483 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 46ms/step - loss: 0.8396 - r2_score: 0.1745 - val_loss: 0.4951 - val_r2_score: 0.4681
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.3931 - r2_score: 0.6134 - val_loss: 0.3297 - val_r2_score: 0.6457
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2482 - r2_score: 0.7560 - val_loss: 0.2686 - val_r2_score: 0.7115
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1850 - r2_score: 0.8181 - val_loss: 0.2392 - val_r2_score: 0.7430
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1512 - r2_score: 0.8514 - val_loss: 0.2122 - val_r2_score: 0.7720
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1268 - r2_score: 0.8754 - val_loss: 0.2012 - val_r2_score: 0.7839
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1082 - r2_score: 0.8936 - val_loss: 0.1948 - val_r2_score: 0.7907
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0955 - r2_score: 0.9061 - val_loss: 0.1908 - val_r2_score: 0.7950
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 52ms/step - loss: 0.0842 - r2_score: 0.9172 - val_loss: 0.1875 - val_r2_score: 0.7986
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0749 - r2_score: 0.9263 - val_loss: 0.1818 - val_r2_score: 0.8047
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0671 - r2_score: 0.9340 - val_loss: 0.1813 - val_r2_score: 0.8052
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0596 - r2_score: 0.9414 - val_loss: 0.1789 - val_r2_score: 0.8078
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0538 - r2_score: 0.9471 - val_loss: 0.1818 - val_r2_score: 0.8046
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0486 - r2_score: 0.9522 - val_loss: 0.1799 - val_r2_score: 0.8067
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0447 - r2_score: 0.9561 - val_loss: 0.1785 - val_r2_score: 0.8082
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0404 - r2_score: 0.9603 - val_loss: 0.1755 - val_r2_score: 0.8114
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0372 - r2_score: 0.9634 - val_loss: 0.1787 - val_r2_score: 0.8080
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0338 - r2_score: 0.9667 - val_loss: 0.1766 - val_r2_score: 0.8103
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0308 - r2_score: 0.9697 - val_loss: 0.1766 - val_r2_score: 0.8102
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0283 - r2_score: 0.9721 - val_loss: 0.1747 - val_r2_score: 0.8123
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0555 - r2_score: 0.9445 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 117ms/step - loss: 1.3752 - r2_score: -0.3522 - val_loss: 0.8696 - val_r2_score: 0.0657
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.7431 - r2_score: 0.2693 - val_loss: 0.6697 - val_r2_score: 0.2805
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.5156 - r2_score: 0.4931 - val_loss: 0.4723 - val_r2_score: 0.4926
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.3700 - r2_score: 0.6362 - val_loss: 0.3937 - val_r2_score: 0.5770
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.3072 - r2_score: 0.6979 - val_loss: 0.3520 - val_r2_score: 0.6219
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.2443 - r2_score: 0.7598 - val_loss: 0.3214 - val_r2_score: 0.6547
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 56ms/step - loss: 0.1964 - r2_score: 0.8069 - val_loss: 0.3134 - val_r2_score: 0.6633
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 32ms/step - loss: 0.1709 - r2_score: 0.8320 - val_loss: 0.2930 - val_r2_score: 0.6852
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 51ms/step - loss: 0.1486 - r2_score: 0.8539 - val_loss: 0.2755 - val_r2_score: 0.7041
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 47ms/step - loss: 0.1337 - r2_score: 0.8685 - val_loss: 0.2637 - val_r2_score: 0.7167
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.1194 - r2_score: 0.8826 - val_loss: 0.2543 - val_r2_score: 0.7268
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 51ms/step - loss: 0.1094 - r2_score: 0.8924 - val_loss: 0.2496 - val_r2_score: 0.7318
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.1011 - r2_score: 0.9006 - val_loss: 0.2437 - val_r2_score: 0.7381
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 64ms/step - loss: 0.0936 - r2_score: 0.9080 - val_loss: 0.2394 - val_r2_score: 0.7428
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 53ms/step - loss: 0.0870 - r2_score: 0.9145 - val_loss: 0.2358 - val_r2_score: 0.7466
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 59ms/step - loss: 0.0804 - r2_score: 0.9209 - val_loss: 0.2328 - val_r2_score: 0.7499
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.0752 - r2_score: 0.9261 - val_loss: 0.2296 - val_r2_score: 0.7533
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 49ms/step - loss: 0.0701 - r2_score: 0.9311 - val_loss: 0.2262 - val_r2_score: 0.7570
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.0659 - r2_score: 0.9352 - val_loss: 0.2247 - val_r2_score: 0.7586
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.0618 - r2_score: 0.9392 - val_loss: 0.2242 - val_r2_score: 0.7592
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0919 - r2_score: 0.9081 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 20ms/step - loss: 1.2777 - r2_score: -0.2563 - val_loss: 0.4952 - val_r2_score: 0.4680
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step - loss: 0.4010 - r2_score: 0.6058 - val_loss: 0.3737 - val_r2_score: 0.5985
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step - loss: 0.2362 - r2_score: 0.7678 - val_loss: 0.3412 - val_r2_score: 0.6334
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.1701 - r2_score: 0.8328 - val_loss: 0.3191 - val_r2_score: 0.6572
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1367 - r2_score: 0.8656 - val_loss: 0.2986 - val_r2_score: 0.6792
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1195 - r2_score: 0.8825 - val_loss: 0.2863 - val_r2_score: 0.6924
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1073 - r2_score: 0.8945 - val_loss: 0.2911 - val_r2_score: 0.6873
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0988 - r2_score: 0.9028 - val_loss: 0.2652 - val_r2_score: 0.7151
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 19ms/step - loss: 0.0894 - r2_score: 0.9121 - val_loss: 0.2622 - val_r2_score: 0.7182
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0808 - r2_score: 0.9205 - val_loss: 0.2588 - val_r2_score: 0.7219
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.1101 - r2_score: 0.8899 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 35ms/step - loss: 2.1971 - r2_score: -1.1604 - val_loss: 1.0197 - val_r2_score: -0.0956
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 20ms/step - loss: 0.7030 - r2_score: 0.3088 - val_loss: 0.6091 - val_r2_score: 0.3456
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.3652 - r2_score: 0.6409 - val_loss: 0.4906 - val_r2_score: 0.4729
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.2914 - r2_score: 0.7135 - val_loss: 0.4153 - val_r2_score: 0.5539
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1992 - r2_score: 0.8042 - val_loss: 0.3566 - val_r2_score: 0.6169
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 43ms/step - loss: 0.1590 - r2_score: 0.8436 - val_loss: 0.3239 - val_r2_score: 0.6520
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 40ms/step - loss: 0.1415 - r2_score: 0.8609 - val_loss: 0.3012 - val_r2_score: 0.6764
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.1247 - r2_score: 0.8774 - val_loss: 0.2949 - val_r2_score: 0.6831
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.1145 - r2_score: 0.8874 - val_loss: 0.2896 - val_r2_score: 0.6888
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.1048 - r2_score: 0.8969 - val_loss: 0.2831 - val_r2_score: 0.6959
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.1358 - r2_score: 0.8642 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 128ms/step - loss: 1.1269 - r2_score: -0.1080 - val_loss: 0.6275 - val_r2_score: 0.3258
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.5896 - r2_score: 0.4203 - val_loss: 0.4722 - val_r2_score: 0.4927
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.4209 - r2_score: 0.5862 - val_loss: 0.4393 - val_r2_score: 0.5281
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.3407 - r2_score: 0.6650 - val_loss: 0.4129 - val_r2_score: 0.5564
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.2640 - r2_score: 0.7404 - val_loss: 0.3715 - val_r2_score: 0.6008
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.2046 - r2_score: 0.7988 - val_loss: 0.3537 - val_r2_score: 0.6200
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 76ms/step - loss: 0.1798 - r2_score: 0.8232 - val_loss: 0.3389 - val_r2_score: 0.6359
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 50ms/step - loss: 0.1596 - r2_score: 0.8430 - val_loss: 0.3098 - val_r2_score: 0.6671
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 49ms/step - loss: 0.1380 - r2_score: 0.8643 - val_loss: 0.2959 - val_r2_score: 0.6821
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 52ms/step - loss: 0.1261 - r2_score: 0.8760 - val_loss: 0.2933 - val_r2_score: 0.6848
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1539 - r2_score: 0.8461 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 27ms/step - loss: 0.9997 - r2_score: 0.0170 - val_loss: 0.7767 - val_r2_score: 0.1655
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2972 - r2_score: 0.7078 - val_loss: 0.4629 - val_r2_score: 0.5027
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1885 - r2_score: 0.8146 - val_loss: 0.3684 - val_r2_score: 0.6042
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1441 - r2_score: 0.8583 - val_loss: 0.3447 - val_r2_score: 0.6296
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1177 - r2_score: 0.8843 - val_loss: 0.3146 - val_r2_score: 0.6620
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1028 - r2_score: 0.8989 - val_loss: 0.3062 - val_r2_score: 0.6711
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0928 - r2_score: 0.9087 - val_loss: 0.2972 - val_r2_score: 0.6807
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0859 - r2_score: 0.9155 - val_loss: 0.2912 - val_r2_score: 0.6871
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 24ms/step - loss: 0.0817 - r2_score: 0.9197 - val_loss: 0.2915 - val_r2_score: 0.6868
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 0.0746 - r2_score: 0.9266 - val_loss: 0.2832 - val_r2_score: 0.6958
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0687 - r2_score: 0.9325 - val_loss: 0.2731 - val_r2_score: 0.7065
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0643 - r2_score: 0.9367 - val_loss: 0.2748 - val_r2_score: 0.7048
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0612 - r2_score: 0.9398 - val_loss: 0.2779 - val_r2_score: 0.7014
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0573 - r2_score: 0.9437 - val_loss: 0.2625 - val_r2_score: 0.7180
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0532 - r2_score: 0.9477 - val_loss: 0.2585 - val_r2_score: 0.7223
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0511 - r2_score: 0.9497 - val_loss: 0.2653 - val_r2_score: 0.7149
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0489 - r2_score: 0.9519 - val_loss: 0.2534 - val_r2_score: 0.7278
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0456 - r2_score: 0.9551 - val_loss: 0.2502 - val_r2_score: 0.7312
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0433 - r2_score: 0.9574 - val_loss: 0.2630 - val_r2_score: 0.7174
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0411 - r2_score: 0.9596 - val_loss: 0.2381 - val_r2_score: 0.7441
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0774 - r2_score: 0.9226 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 82ms/step - loss: 4.0061 - r2_score: -2.9391 - val_loss: 2.1968 - val_r2_score: -1.3602
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 1.4405 - r2_score: -0.4164 - val_loss: 0.8682 - val_r2_score: 0.0672
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.4642 - r2_score: 0.5435 - val_loss: 0.4923 - val_r2_score: 0.4711
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.3039 - r2_score: 0.7011 - val_loss: 0.4842 - val_r2_score: 0.4798
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.2763 - r2_score: 0.7283 - val_loss: 0.4396 - val_r2_score: 0.5278
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.2140 - r2_score: 0.7896 - val_loss: 0.3829 - val_r2_score: 0.5886
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.1675 - r2_score: 0.8353 - val_loss: 0.3618 - val_r2_score: 0.6113
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.1470 - r2_score: 0.8555 - val_loss: 0.3630 - val_r2_score: 0.6100
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1352 - r2_score: 0.8671 - val_loss: 0.3494 - val_r2_score: 0.6246
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.1233 - r2_score: 0.8788 - val_loss: 0.3412 - val_r2_score: 0.6334
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.1137 - r2_score: 0.8882 - val_loss: 0.3323 - val_r2_score: 0.6430
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.1060 - r2_score: 0.8957 - val_loss: 0.3217 - val_r2_score: 0.6544
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1006 - r2_score: 0.9010 - val_loss: 0.3091 - val_r2_score: 0.6679
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0945 - r2_score: 0.9071 - val_loss: 0.3060 - val_r2_score: 0.6713
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0903 - r2_score: 0.9112 - val_loss: 0.3005 - val_r2_score: 0.6772
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0853 - r2_score: 0.9162 - val_loss: 0.2834 - val_r2_score: 0.6955
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0821 - r2_score: 0.9193 - val_loss: 0.2868 - val_r2_score: 0.6919
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0767 - r2_score: 0.9246 - val_loss: 0.2833 - val_r2_score: 0.6956
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0731 - r2_score: 0.9281 - val_loss: 0.2871 - val_r2_score: 0.6916
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0692 - r2_score: 0.9320 - val_loss: 0.2822 - val_r2_score: 0.6968
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.1091 - r2_score: 0.8909 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 108ms/step - loss: 1.4225 - r2_score: -0.3987 - val_loss: 0.9508 - val_r2_score: -0.0215
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.6724 - r2_score: 0.3388 - val_loss: 0.7560 - val_r2_score: 0.1878
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.5463 - r2_score: 0.4628 - val_loss: 0.6345 - val_r2_score: 0.3184
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.4152 - r2_score: 0.5918 - val_loss: 0.4779 - val_r2_score: 0.4866
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.2977 - r2_score: 0.7073 - val_loss: 0.4155 - val_r2_score: 0.5536
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.2568 - r2_score: 0.7475 - val_loss: 0.4035 - val_r2_score: 0.5665
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 63ms/step - loss: 0.2262 - r2_score: 0.7776 - val_loss: 0.3957 - val_r2_score: 0.5748
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 52ms/step - loss: 0.1868 - r2_score: 0.8163 - val_loss: 0.3980 - val_r2_score: 0.5724
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 53ms/step - loss: 0.1699 - r2_score: 0.8329 - val_loss: 0.3945 - val_r2_score: 0.5762
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 52ms/step - loss: 0.1588 - r2_score: 0.8439 - val_loss: 0.3687 - val_r2_score: 0.6038
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 45ms/step - loss: 0.1421 - r2_score: 0.8603 - val_loss: 0.3415 - val_r2_score: 0.6332
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 48ms/step - loss: 0.1326 - r2_score: 0.8696 - val_loss: 0.3294 - val_r2_score: 0.6461
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 61ms/step - loss: 0.1262 - r2_score: 0.8759 - val_loss: 0.3255 - val_r2_score: 0.6502
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 71ms/step - loss: 0.1181 - r2_score: 0.8839 - val_loss: 0.3238 - val_r2_score: 0.6521
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 46ms/step - loss: 0.1122 - r2_score: 0.8896 - val_loss: 0.3229 - val_r2_score: 0.6531
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.1078 - r2_score: 0.8940 - val_loss: 0.3163 - val_r2_score: 0.6602
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.1033 - r2_score: 0.8984 - val_loss: 0.3129 - val_r2_score: 0.6638
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.0994 - r2_score: 0.9022 - val_loss: 0.3103 - val_r2_score: 0.6666
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 49ms/step - loss: 0.0955 - r2_score: 0.9061 - val_loss: 0.3093 - val_r2_score: 0.6677
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 49ms/step - loss: 0.0923 - r2_score: 0.9093 - val_loss: 0.3082 - val_r2_score: 0.6689
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.1332 - r2_score: 0.8668 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 0.7233 - r2_score: 0.2888 - val_loss: 0.4995 - val_r2_score: 0.4634
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2865 - r2_score: 0.7183 - val_loss: 0.4544 - val_r2_score: 0.5118
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1671 - r2_score: 0.8357 - val_loss: 0.3611 - val_r2_score: 0.6120
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1067 - r2_score: 0.8951 - val_loss: 0.3708 - val_r2_score: 0.6017
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0778 - r2_score: 0.9235 - val_loss: 0.3252 - val_r2_score: 0.6506
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0571 - r2_score: 0.9439 - val_loss: 0.3170 - val_r2_score: 0.6594
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0431 - r2_score: 0.9576 - val_loss: 0.3255 - val_r2_score: 0.6503
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0330 - r2_score: 0.9676 - val_loss: 0.3177 - val_r2_score: 0.6587
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0261 - r2_score: 0.9743 - val_loss: 0.3085 - val_r2_score: 0.6685
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0208 - r2_score: 0.9795 - val_loss: 0.3064 - val_r2_score: 0.6708
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0746 - r2_score: 0.9254 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 2s 66ms/step - loss: 0.8281 - r2_score: 0.1857 - val_loss: 0.6860 - val_r2_score: 0.2629
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.3920 - r2_score: 0.6145 - val_loss: 0.4879 - val_r2_score: 0.4759
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2337 - r2_score: 0.7702 - val_loss: 0.4538 - val_r2_score: 0.5125
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.1654 - r2_score: 0.8373 - val_loss: 0.4407 - val_r2_score: 0.5265
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1218 - r2_score: 0.8802 - val_loss: 0.4053 - val_r2_score: 0.5645
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0900 - r2_score: 0.9115 - val_loss: 0.3685 - val_r2_score: 0.6041
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0715 - r2_score: 0.9297 - val_loss: 0.3603 - val_r2_score: 0.6129
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.0553 - r2_score: 0.9456 - val_loss: 0.3547 - val_r2_score: 0.6189
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step - loss: 0.0447 - r2_score: 0.9561 - val_loss: 0.3499 - val_r2_score: 0.6241
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0349 - r2_score: 0.9657 - val_loss: 0.3453 - val_r2_score: 0.6290
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0928 - r2_score: 0.9072 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 83ms/step - loss: 4.1732 - r2_score: -3.1034 - val_loss: 2.3858 - val_r2_score: -1.5632
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 1.9027 - r2_score: -0.8708 - val_loss: 1.3521 - val_r2_score: -0.4526
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 59ms/step - loss: 0.9759 - r2_score: 0.0404 - val_loss: 0.8300 - val_r2_score: 0.1083
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.4766 - r2_score: 0.5314 - val_loss: 0.5466 - val_r2_score: 0.4127
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.3114 - r2_score: 0.6939 - val_loss: 0.4933 - val_r2_score: 0.4700
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.3377 - r2_score: 0.6680 - val_loss: 0.5237 - val_r2_score: 0.4373
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 53ms/step - loss: 0.3370 - r2_score: 0.6687 - val_loss: 0.5120 - val_r2_score: 0.4499
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 63ms/step - loss: 0.2582 - r2_score: 0.7461 - val_loss: 0.5034 - val_r2_score: 0.4592
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 55ms/step - loss: 0.1864 - r2_score: 0.8167 - val_loss: 0.4983 - val_r2_score: 0.4647
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.1457 - r2_score: 0.8567 - val_loss: 0.4759 - val_r2_score: 0.4887
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.1965 - r2_score: 0.8035 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 27ms/step - loss: 0.8541 - r2_score: 0.1602 - val_loss: 0.6658 - val_r2_score: 0.2847
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2701 - r2_score: 0.7344 - val_loss: 0.5605 - val_r2_score: 0.3978
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1658 - r2_score: 0.8370 - val_loss: 0.4871 - val_r2_score: 0.4766
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1126 - r2_score: 0.8893 - val_loss: 0.4876 - val_r2_score: 0.4762
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0866 - r2_score: 0.9148 - val_loss: 0.4444 - val_r2_score: 0.5225
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0637 - r2_score: 0.9373 - val_loss: 0.4290 - val_r2_score: 0.5391
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0516 - r2_score: 0.9493 - val_loss: 0.4426 - val_r2_score: 0.5245
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0392 - r2_score: 0.9614 - val_loss: 0.4240 - val_r2_score: 0.5444
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0322 - r2_score: 0.9684 - val_loss: 0.4147 - val_r2_score: 0.5544
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0263 - r2_score: 0.9741 - val_loss: 0.4263 - val_r2_score: 0.5419
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0209 - r2_score: 0.9795 - val_loss: 0.4173 - val_r2_score: 0.5516
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0177 - r2_score: 0.9826 - val_loss: 0.4177 - val_r2_score: 0.5512
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0147 - r2_score: 0.9856 - val_loss: 0.4102 - val_r2_score: 0.5593
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0118 - r2_score: 0.9884 - val_loss: 0.4062 - val_r2_score: 0.5636
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0098 - r2_score: 0.9903 - val_loss: 0.4067 - val_r2_score: 0.5630
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0084 - r2_score: 0.9918 - val_loss: 0.4081 - val_r2_score: 0.5615
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0077 - r2_score: 0.9924 - val_loss: 0.4135 - val_r2_score: 0.5558
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0068 - r2_score: 0.9933 - val_loss: 0.4042 - val_r2_score: 0.5657
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0069 - r2_score: 0.9932 - val_loss: 0.4087 - val_r2_score: 0.5609
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0071 - r2_score: 0.9930 - val_loss: 0.4039 - val_r2_score: 0.5660
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0850 - r2_score: 0.9150 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 2s 64ms/step - loss: 1.2181 - r2_score: -0.1977 - val_loss: 0.5702 - val_r2_score: 0.3874
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.4224 - r2_score: 0.5846 - val_loss: 0.5673 - val_r2_score: 0.3905
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.2695 - r2_score: 0.7350 - val_loss: 0.4715 - val_r2_score: 0.4934
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1746 - r2_score: 0.8283 - val_loss: 0.4226 - val_r2_score: 0.5459
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1324 - r2_score: 0.8698 - val_loss: 0.3811 - val_r2_score: 0.5905
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1004 - r2_score: 0.9013 - val_loss: 0.3747 - val_r2_score: 0.5974
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0811 - r2_score: 0.9203 - val_loss: 0.3627 - val_r2_score: 0.6103
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.0640 - r2_score: 0.9370 - val_loss: 0.3525 - val_r2_score: 0.6213
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0527 - r2_score: 0.9482 - val_loss: 0.3411 - val_r2_score: 0.6335
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0447 - r2_score: 0.9560 - val_loss: 0.3394 - val_r2_score: 0.6353
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0366 - r2_score: 0.9641 - val_loss: 0.3372 - val_r2_score: 0.6378
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0304 - r2_score: 0.9701 - val_loss: 0.3292 - val_r2_score: 0.6463
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0268 - r2_score: 0.9737 - val_loss: 0.3254 - val_r2_score: 0.6504
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0226 - r2_score: 0.9778 - val_loss: 0.3222 - val_r2_score: 0.6539
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0190 - r2_score: 0.9813 - val_loss: 0.3193 - val_r2_score: 0.6570
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0165 - r2_score: 0.9838 - val_loss: 0.3150 - val_r2_score: 0.6616
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0143 - r2_score: 0.9859 - val_loss: 0.3119 - val_r2_score: 0.6649
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.0124 - r2_score: 0.9878 - val_loss: 0.3105 - val_r2_score: 0.6664
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 48ms/step - loss: 0.0110 - r2_score: 0.9892 - val_loss: 0.3101 - val_r2_score: 0.6669
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0095 - r2_score: 0.9907 - val_loss: 0.3084 - val_r2_score: 0.6686
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0686 - r2_score: 0.9314 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 116ms/step - loss: 1.1052 - r2_score: -0.0867 - val_loss: 0.7626 - val_r2_score: 0.1807
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.5415 - r2_score: 0.4675 - val_loss: 0.6832 - val_r2_score: 0.2660
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.3601 - r2_score: 0.6459 - val_loss: 0.6016 - val_r2_score: 0.3536
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.2770 - r2_score: 0.7276 - val_loss: 0.5742 - val_r2_score: 0.3831
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.2193 - r2_score: 0.7844 - val_loss: 0.5015 - val_r2_score: 0.4612
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 64ms/step - loss: 0.1684 - r2_score: 0.8344 - val_loss: 0.4530 - val_r2_score: 0.5134
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.1438 - r2_score: 0.8586 - val_loss: 0.4061 - val_r2_score: 0.5637
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.1156 - r2_score: 0.8864 - val_loss: 0.3941 - val_r2_score: 0.5766
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 56ms/step - loss: 0.1009 - r2_score: 0.9008 - val_loss: 0.4001 - val_r2_score: 0.5702
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.0830 - r2_score: 0.9184 - val_loss: 0.4156 - val_r2_score: 0.5534
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.0725 - r2_score: 0.9287 - val_loss: 0.4246 - val_r2_score: 0.5439
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.0632 - r2_score: 0.9379 - val_loss: 0.4167 - val_r2_score: 0.5523
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 78ms/step - loss: 0.0557 - r2_score: 0.9452 - val_loss: 0.4069 - val_r2_score: 0.5628
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 67ms/step - loss: 0.0491 - r2_score: 0.9518 - val_loss: 0.4008 - val_r2_score: 0.5694
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 62ms/step - loss: 0.0438 - r2_score: 0.9569 - val_loss: 0.4016 - val_r2_score: 0.5685
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 68ms/step - loss: 0.0392 - r2_score: 0.9615 - val_loss: 0.3951 - val_r2_score: 0.5755
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.0355 - r2_score: 0.9651 - val_loss: 0.3926 - val_r2_score: 0.5782
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 85ms/step - loss: 0.0317 - r2_score: 0.9689 - val_loss: 0.3964 - val_r2_score: 0.5741
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 65ms/step - loss: 0.0287 - r2_score: 0.9718 - val_loss: 0.3945 - val_r2_score: 0.5761
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 65ms/step - loss: 0.0255 - r2_score: 0.9749 - val_loss: 0.3923 - val_r2_score: 0.5785
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0975 - r2_score: 0.9025 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 35ms/step - loss: 0.6548 - r2_score: 0.3562 - val_loss: 0.2762 - val_r2_score: 0.7033
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2148 - r2_score: 0.7888 - val_loss: 0.1687 - val_r2_score: 0.8188
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1389 - r2_score: 0.8634 - val_loss: 0.1657 - val_r2_score: 0.8219
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1130 - r2_score: 0.8889 - val_loss: 0.1592 - val_r2_score: 0.8290
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1027 - r2_score: 0.8990 - val_loss: 0.1550 - val_r2_score: 0.8335
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0972 - r2_score: 0.9044 - val_loss: 0.1531 - val_r2_score: 0.8355
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0938 - r2_score: 0.9078 - val_loss: 0.1552 - val_r2_score: 0.8333
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0883 - r2_score: 0.9132 - val_loss: 0.1520 - val_r2_score: 0.8367
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0860 - r2_score: 0.9154 - val_loss: 0.1488 - val_r2_score: 0.8401
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0845 - r2_score: 0.9169 - val_loss: 0.1509 - val_r2_score: 0.8379
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0923 - r2_score: 0.9077 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 52ms/step - loss: 1.2200 - r2_score: -0.1996 - val_loss: 0.4022 - val_r2_score: 0.5679
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.3226 - r2_score: 0.6828 - val_loss: 0.3094 - val_r2_score: 0.6676
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2784 - r2_score: 0.7262 - val_loss: 0.2567 - val_r2_score: 0.7242
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.1814 - r2_score: 0.8217 - val_loss: 0.1895 - val_r2_score: 0.7964
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1365 - r2_score: 0.8658 - val_loss: 0.1898 - val_r2_score: 0.7961
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1289 - r2_score: 0.8733 - val_loss: 0.1843 - val_r2_score: 0.8020
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1146 - r2_score: 0.8873 - val_loss: 0.1770 - val_r2_score: 0.8099
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1081 - r2_score: 0.8937 - val_loss: 0.1719 - val_r2_score: 0.8154
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.1036 - r2_score: 0.8981 - val_loss: 0.1669 - val_r2_score: 0.8207
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0999 - r2_score: 0.9018 - val_loss: 0.1666 - val_r2_score: 0.8210
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.1107 - r2_score: 0.8893 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 82ms/step - loss: 1.5973 - r2_score: -0.5706 - val_loss: 0.8614 - val_r2_score: 0.0745
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.7286 - r2_score: 0.2836 - val_loss: 0.4109 - val_r2_score: 0.5585
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.3573 - r2_score: 0.6487 - val_loss: 0.2662 - val_r2_score: 0.7140
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.2326 - r2_score: 0.7713 - val_loss: 0.2422 - val_r2_score: 0.7397
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.2118 - r2_score: 0.7917 - val_loss: 0.2462 - val_r2_score: 0.7355
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 62ms/step - loss: 0.2105 - r2_score: 0.7931 - val_loss: 0.2407 - val_r2_score: 0.7414
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 55ms/step - loss: 0.1871 - r2_score: 0.8160 - val_loss: 0.2165 - val_r2_score: 0.7674
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 55ms/step - loss: 0.1495 - r2_score: 0.8530 - val_loss: 0.1946 - val_r2_score: 0.7909
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.1253 - r2_score: 0.8768 - val_loss: 0.1873 - val_r2_score: 0.7988
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 51ms/step - loss: 0.1194 - r2_score: 0.8826 - val_loss: 0.1878 - val_r2_score: 0.7982
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.1329 - r2_score: 0.8671 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 20ms/step - loss: 0.4940 - r2_score: 0.5143 - val_loss: 0.2715 - val_r2_score: 0.7083
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1966 - r2_score: 0.8067 - val_loss: 0.1570 - val_r2_score: 0.8313
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1326 - r2_score: 0.8696 - val_loss: 0.1729 - val_r2_score: 0.8143
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1151 - r2_score: 0.8869 - val_loss: 0.1669 - val_r2_score: 0.8206
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1043 - r2_score: 0.8974 - val_loss: 0.1656 - val_r2_score: 0.8221
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0981 - r2_score: 0.9035 - val_loss: 0.1629 - val_r2_score: 0.8250
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0916 - r2_score: 0.9100 - val_loss: 0.1599 - val_r2_score: 0.8282
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0878 - r2_score: 0.9137 - val_loss: 0.1615 - val_r2_score: 0.8265
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0865 - r2_score: 0.9150 - val_loss: 0.1637 - val_r2_score: 0.8241
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0834 - r2_score: 0.9180 - val_loss: 0.1575 - val_r2_score: 0.8308
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0794 - r2_score: 0.9220 - val_loss: 0.1643 - val_r2_score: 0.8235
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0790 - r2_score: 0.9223 - val_loss: 0.1575 - val_r2_score: 0.8307
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0756 - r2_score: 0.9257 - val_loss: 0.1574 - val_r2_score: 0.8309
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0720 - r2_score: 0.9292 - val_loss: 0.1588 - val_r2_score: 0.8294
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 21ms/step - loss: 0.0714 - r2_score: 0.9297 - val_loss: 0.1561 - val_r2_score: 0.8323
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0676 - r2_score: 0.9335 - val_loss: 0.1578 - val_r2_score: 0.8304
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0666 - r2_score: 0.9345 - val_loss: 0.1552 - val_r2_score: 0.8333
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0648 - r2_score: 0.9363 - val_loss: 0.1583 - val_r2_score: 0.8299
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0632 - r2_score: 0.9378 - val_loss: 0.1571 - val_r2_score: 0.8312
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 19ms/step - loss: 0.0621 - r2_score: 0.9390 - val_loss: 0.1519 - val_r2_score: 0.8368
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0755 - r2_score: 0.9245 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 2s 53ms/step - loss: 0.6975 - r2_score: 0.3142 - val_loss: 0.2647 - val_r2_score: 0.7156
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.2741 - r2_score: 0.7305 - val_loss: 0.2345 - val_r2_score: 0.7480
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1884 - r2_score: 0.8148 - val_loss: 0.1635 - val_r2_score: 0.8243
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1410 - r2_score: 0.8614 - val_loss: 0.1659 - val_r2_score: 0.8217
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1259 - r2_score: 0.8762 - val_loss: 0.1608 - val_r2_score: 0.8273
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.1106 - r2_score: 0.8913 - val_loss: 0.1669 - val_r2_score: 0.8207
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.1045 - r2_score: 0.8973 - val_loss: 0.1570 - val_r2_score: 0.8313
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0995 - r2_score: 0.9021 - val_loss: 0.1541 - val_r2_score: 0.8345
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0952 - r2_score: 0.9064 - val_loss: 0.1579 - val_r2_score: 0.8303
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0919 - r2_score: 0.9097 - val_loss: 0.1554 - val_r2_score: 0.8330
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0881 - r2_score: 0.9134 - val_loss: 0.1541 - val_r2_score: 0.8344
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0861 - r2_score: 0.9153 - val_loss: 0.1523 - val_r2_score: 0.8364
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0837 - r2_score: 0.9177 - val_loss: 0.1539 - val_r2_score: 0.8347
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0816 - r2_score: 0.9198 - val_loss: 0.1532 - val_r2_score: 0.8354
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0801 - r2_score: 0.9213 - val_loss: 0.1519 - val_r2_score: 0.8368
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0776 - r2_score: 0.9237 - val_loss: 0.1533 - val_r2_score: 0.8353
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0764 - r2_score: 0.9249 - val_loss: 0.1512 - val_r2_score: 0.8376
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0752 - r2_score: 0.9261 - val_loss: 0.1521 - val_r2_score: 0.8366
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0730 - r2_score: 0.9283 - val_loss: 0.1482 - val_r2_score: 0.8407
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0717 - r2_score: 0.9295 - val_loss: 0.1505 - val_r2_score: 0.8383
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0859 - r2_score: 0.9141 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 117ms/step - loss: 1.5100 - r2_score: -0.4847 - val_loss: 0.7029 - val_r2_score: 0.2448
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.6200 - r2_score: 0.3904 - val_loss: 0.3285 - val_r2_score: 0.6471
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.3359 - r2_score: 0.6697 - val_loss: 0.2698 - val_r2_score: 0.7101
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.2859 - r2_score: 0.7189 - val_loss: 0.2528 - val_r2_score: 0.7284
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.2506 - r2_score: 0.7535 - val_loss: 0.2177 - val_r2_score: 0.7661
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 70ms/step - loss: 0.2039 - r2_score: 0.7995 - val_loss: 0.1892 - val_r2_score: 0.7967
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 48ms/step - loss: 0.1695 - r2_score: 0.8333 - val_loss: 0.1735 - val_r2_score: 0.8136
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 89ms/step - loss: 0.1451 - r2_score: 0.8573 - val_loss: 0.1643 - val_r2_score: 0.8235
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 66ms/step - loss: 0.1256 - r2_score: 0.8765 - val_loss: 0.1644 - val_r2_score: 0.8233
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 69ms/step - loss: 0.1175 - r2_score: 0.8845 - val_loss: 0.1712 - val_r2_score: 0.8161
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 48ms/step - loss: 0.1153 - r2_score: 0.8866 - val_loss: 0.1746 - val_r2_score: 0.8124
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 48ms/step - loss: 0.1089 - r2_score: 0.8929 - val_loss: 0.1694 - val_r2_score: 0.8180
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.1018 - r2_score: 0.8999 - val_loss: 0.1642 - val_r2_score: 0.8236
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 61ms/step - loss: 0.0976 - r2_score: 0.9041 - val_loss: 0.1629 - val_r2_score: 0.8250
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 48ms/step - loss: 0.0961 - r2_score: 0.9055 - val_loss: 0.1609 - val_r2_score: 0.8272
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 85ms/step - loss: 0.0927 - r2_score: 0.9088 - val_loss: 0.1595 - val_r2_score: 0.8287
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.0898 - r2_score: 0.9117 - val_loss: 0.1599 - val_r2_score: 0.8283
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 47ms/step - loss: 0.0880 - r2_score: 0.9135 - val_loss: 0.1604 - val_r2_score: 0.8277
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 45ms/step - loss: 0.0866 - r2_score: 0.9148 - val_loss: 0.1603 - val_r2_score: 0.8278
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 57ms/step - loss: 0.0847 - r2_score: 0.9167 - val_loss: 0.1584 - val_r2_score: 0.8298
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0982 - r2_score: 0.9018 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 33ms/step - loss: 0.7528 - r2_score: 0.2598 - val_loss: 0.3443 - val_r2_score: 0.6301
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.2711 - r2_score: 0.7335 - val_loss: 0.2522 - val_r2_score: 0.7291
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1542 - r2_score: 0.8484 - val_loss: 0.2060 - val_r2_score: 0.7787
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1155 - r2_score: 0.8864 - val_loss: 0.1915 - val_r2_score: 0.7943
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0905 - r2_score: 0.9110 - val_loss: 0.1972 - val_r2_score: 0.7882
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0752 - r2_score: 0.9261 - val_loss: 0.1847 - val_r2_score: 0.8015
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0626 - r2_score: 0.9384 - val_loss: 0.1917 - val_r2_score: 0.7941
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0540 - r2_score: 0.9469 - val_loss: 0.1827 - val_r2_score: 0.8038
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0454 - r2_score: 0.9554 - val_loss: 0.1859 - val_r2_score: 0.8003
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0399 - r2_score: 0.9608 - val_loss: 0.1863 - val_r2_score: 0.7998
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0651 - r2_score: 0.9349 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 51ms/step - loss: 1.0220 - r2_score: -0.0049 - val_loss: 0.5741 - val_r2_score: 0.3832
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.3665 - r2_score: 0.6396 - val_loss: 0.3272 - val_r2_score: 0.6485
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.2345 - r2_score: 0.7694 - val_loss: 0.2873 - val_r2_score: 0.6913
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1736 - r2_score: 0.8294 - val_loss: 0.2441 - val_r2_score: 0.7378
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1259 - r2_score: 0.8762 - val_loss: 0.2331 - val_r2_score: 0.7496
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1044 - r2_score: 0.8974 - val_loss: 0.2191 - val_r2_score: 0.7646
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0868 - r2_score: 0.9146 - val_loss: 0.2099 - val_r2_score: 0.7745
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.0765 - r2_score: 0.9248 - val_loss: 0.2040 - val_r2_score: 0.7809
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0668 - r2_score: 0.9343 - val_loss: 0.1995 - val_r2_score: 0.7857
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0609 - r2_score: 0.9402 - val_loss: 0.1989 - val_r2_score: 0.7863
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0830 - r2_score: 0.9170 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 113ms/step - loss: 1.3661 - r2_score: -0.3432 - val_loss: 0.7214 - val_r2_score: 0.2249
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.6827 - r2_score: 0.3288 - val_loss: 0.5828 - val_r2_score: 0.3738
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.4170 - r2_score: 0.5900 - val_loss: 0.4922 - val_r2_score: 0.4712
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.3023 - r2_score: 0.7028 - val_loss: 0.4947 - val_r2_score: 0.4685
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.2331 - r2_score: 0.7708 - val_loss: 0.4342 - val_r2_score: 0.5335
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 49ms/step - loss: 0.1936 - r2_score: 0.8097 - val_loss: 0.4083 - val_r2_score: 0.5614
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.1712 - r2_score: 0.8317 - val_loss: 0.3487 - val_r2_score: 0.6253
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 70ms/step - loss: 0.1334 - r2_score: 0.8689 - val_loss: 0.3237 - val_r2_score: 0.6522
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 54ms/step - loss: 0.1256 - r2_score: 0.8765 - val_loss: 0.3058 - val_r2_score: 0.6714
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 53ms/step - loss: 0.1097 - r2_score: 0.8921 - val_loss: 0.2964 - val_r2_score: 0.6816
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.1393 - r2_score: 0.8607 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 18ms/step - loss: 0.6824 - r2_score: 0.3290 - val_loss: 0.3551 - val_r2_score: 0.6185
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2424 - r2_score: 0.7616 - val_loss: 0.2235 - val_r2_score: 0.7598
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1352 - r2_score: 0.8671 - val_loss: 0.2097 - val_r2_score: 0.7747
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1024 - r2_score: 0.8993 - val_loss: 0.1900 - val_r2_score: 0.7959
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0788 - r2_score: 0.9225 - val_loss: 0.1887 - val_r2_score: 0.7973
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0656 - r2_score: 0.9355 - val_loss: 0.1758 - val_r2_score: 0.8111
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0520 - r2_score: 0.9489 - val_loss: 0.1752 - val_r2_score: 0.8117
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0437 - r2_score: 0.9571 - val_loss: 0.1693 - val_r2_score: 0.8181
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0388 - r2_score: 0.9618 - val_loss: 0.1695 - val_r2_score: 0.8179
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0324 - r2_score: 0.9681 - val_loss: 0.1673 - val_r2_score: 0.8202
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0284 - r2_score: 0.9720 - val_loss: 0.1663 - val_r2_score: 0.8213
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0249 - r2_score: 0.9755 - val_loss: 0.1677 - val_r2_score: 0.8199
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0209 - r2_score: 0.9794 - val_loss: 0.1630 - val_r2_score: 0.8249
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0175 - r2_score: 0.9828 - val_loss: 0.1656 - val_r2_score: 0.8221
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0156 - r2_score: 0.9847 - val_loss: 0.1628 - val_r2_score: 0.8251
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0134 - r2_score: 0.9868 - val_loss: 0.1609 - val_r2_score: 0.8271
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0118 - r2_score: 0.9884 - val_loss: 0.1635 - val_r2_score: 0.8244
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0102 - r2_score: 0.9900 - val_loss: 0.1622 - val_r2_score: 0.8257
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0091 - r2_score: 0.9911 - val_loss: 0.1671 - val_r2_score: 0.8204
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0089 - r2_score: 0.9912 - val_loss: 0.1628 - val_r2_score: 0.8251
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0385 - r2_score: 0.9615 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 49ms/step - loss: 0.6675 - r2_score: 0.3437 - val_loss: 0.4387 - val_r2_score: 0.5286
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.2883 - r2_score: 0.7166 - val_loss: 0.3607 - val_r2_score: 0.6124
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.2027 - r2_score: 0.8007 - val_loss: 0.3232 - val_r2_score: 0.6528
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1429 - r2_score: 0.8595 - val_loss: 0.2883 - val_r2_score: 0.6903
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.1214 - r2_score: 0.8807 - val_loss: 0.2598 - val_r2_score: 0.7208
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0995 - r2_score: 0.9021 - val_loss: 0.2606 - val_r2_score: 0.7200
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0838 - r2_score: 0.9176 - val_loss: 0.2486 - val_r2_score: 0.7329
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0703 - r2_score: 0.9309 - val_loss: 0.2541 - val_r2_score: 0.7270
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0616 - r2_score: 0.9394 - val_loss: 0.2449 - val_r2_score: 0.7369
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0540 - r2_score: 0.9469 - val_loss: 0.2380 - val_r2_score: 0.7443
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0470 - r2_score: 0.9538 - val_loss: 0.2355 - val_r2_score: 0.7470
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0415 - r2_score: 0.9592 - val_loss: 0.2331 - val_r2_score: 0.7496
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0371 - r2_score: 0.9635 - val_loss: 0.2338 - val_r2_score: 0.7488
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0333 - r2_score: 0.9672 - val_loss: 0.2390 - val_r2_score: 0.7432
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0304 - r2_score: 0.9701 - val_loss: 0.2358 - val_r2_score: 0.7467
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0270 - r2_score: 0.9734 - val_loss: 0.2307 - val_r2_score: 0.7521
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0238 - r2_score: 0.9766 - val_loss: 0.2342 - val_r2_score: 0.7484
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0215 - r2_score: 0.9788 - val_loss: 0.2329 - val_r2_score: 0.7498
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0192 - r2_score: 0.9812 - val_loss: 0.2287 - val_r2_score: 0.7543
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0173 - r2_score: 0.9830 - val_loss: 0.2332 - val_r2_score: 0.7495
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0594 - r2_score: 0.9406 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 112ms/step - loss: 1.1360 - r2_score: -0.1170 - val_loss: 0.6338 - val_r2_score: 0.3191
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.4631 - r2_score: 0.5446 - val_loss: 0.4703 - val_r2_score: 0.4947
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.3195 - r2_score: 0.6859 - val_loss: 0.4589 - val_r2_score: 0.5069
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.2535 - r2_score: 0.7507 - val_loss: 0.3820 - val_r2_score: 0.5896
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.1887 - r2_score: 0.8144 - val_loss: 0.3106 - val_r2_score: 0.6662
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.1471 - r2_score: 0.8553 - val_loss: 0.2866 - val_r2_score: 0.6921
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.1356 - r2_score: 0.8666 - val_loss: 0.2608 - val_r2_score: 0.7198
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.1184 - r2_score: 0.8835 - val_loss: 0.2506 - val_r2_score: 0.7308
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 62ms/step - loss: 0.0992 - r2_score: 0.9024 - val_loss: 0.2473 - val_r2_score: 0.7343
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.0867 - r2_score: 0.9148 - val_loss: 0.2510 - val_r2_score: 0.7303
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 54ms/step - loss: 0.0769 - r2_score: 0.9244 - val_loss: 0.2506 - val_r2_score: 0.7307
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 50ms/step - loss: 0.0717 - r2_score: 0.9295 - val_loss: 0.2438 - val_r2_score: 0.7381
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 78ms/step - loss: 0.0645 - r2_score: 0.9366 - val_loss: 0.2352 - val_r2_score: 0.7473
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 49ms/step - loss: 0.0590 - r2_score: 0.9420 - val_loss: 0.2269 - val_r2_score: 0.7562
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 68ms/step - loss: 0.0544 - r2_score: 0.9465 - val_loss: 0.2242 - val_r2_score: 0.7591
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 54ms/step - loss: 0.0493 - r2_score: 0.9515 - val_loss: 0.2244 - val_r2_score: 0.7590
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 52ms/step - loss: 0.0455 - r2_score: 0.9552 - val_loss: 0.2243 - val_r2_score: 0.7590
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 59ms/step - loss: 0.0422 - r2_score: 0.9585 - val_loss: 0.2226 - val_r2_score: 0.7609
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 57ms/step - loss: 0.0390 - r2_score: 0.9617 - val_loss: 0.2207 - val_r2_score: 0.7629
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 74ms/step - loss: 0.0361 - r2_score: 0.9645 - val_loss: 0.2176 - val_r2_score: 0.7662
37/37 ━━━━━━━━━━━━━━━━━━━━ 1s 11ms/step - loss: 0.0706 - r2_score: 0.9294 
Epoch 1/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 34ms/step - loss: 1.2871 - r2_score: -0.2655 - val_loss: 0.6285 - val_r2_score: 0.3247
Epoch 2/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3911 - r2_score: 0.6155 - val_loss: 0.3638 - val_r2_score: 0.6091
Epoch 3/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1598 - r2_score: 0.8428 - val_loss: 0.2948 - val_r2_score: 0.6833
Epoch 4/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1196 - r2_score: 0.8824 - val_loss: 0.3029 - val_r2_score: 0.6746
Epoch 5/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0976 - r2_score: 0.9041 - val_loss: 0.2742 - val_r2_score: 0.7054
Epoch 6/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0865 - r2_score: 0.9150 - val_loss: 0.2499 - val_r2_score: 0.7315
Epoch 7/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0798 - r2_score: 0.9215 - val_loss: 0.2662 - val_r2_score: 0.7140
Epoch 8/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0727 - r2_score: 0.9285 - val_loss: 0.2544 - val_r2_score: 0.7266
Epoch 9/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0688 - r2_score: 0.9324 - val_loss: 0.2339 - val_r2_score: 0.7487
Epoch 10/10
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0632 - r2_score: 0.9378 - val_loss: 0.2430 - val_r2_score: 0.7389
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0917 - r2_score: 0.9083 
Epoch 1/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 43ms/step - loss: 4.9272 - r2_score: -3.8448 - val_loss: 1.7512 - val_r2_score: -0.8815
Epoch 2/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 1.0047 - r2_score: 0.0121 - val_loss: 0.5121 - val_r2_score: 0.4498
Epoch 3/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.3428 - r2_score: 0.6629 - val_loss: 0.5882 - val_r2_score: 0.3680
Epoch 4/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.4175 - r2_score: 0.5895 - val_loss: 0.5126 - val_r2_score: 0.4493
Epoch 5/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.2226 - r2_score: 0.7812 - val_loss: 0.3758 - val_r2_score: 0.5962
Epoch 6/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 33ms/step - loss: 0.1371 - r2_score: 0.8652 - val_loss: 0.3583 - val_r2_score: 0.6151
Epoch 7/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.1335 - r2_score: 0.8688 - val_loss: 0.3491 - val_r2_score: 0.6249
Epoch 8/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.1107 - r2_score: 0.8912 - val_loss: 0.3235 - val_r2_score: 0.6525
Epoch 9/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 35ms/step - loss: 0.0988 - r2_score: 0.9029 - val_loss: 0.3040 - val_r2_score: 0.6734
Epoch 10/10
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0926 - r2_score: 0.9090 - val_loss: 0.3043 - val_r2_score: 0.6731
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.1294 - r2_score: 0.8706 
Epoch 1/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 1s 89ms/step - loss: 1.0813 - r2_score: -0.0632 - val_loss: 0.7280 - val_r2_score: 0.2179
Epoch 2/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.5288 - r2_score: 0.4800 - val_loss: 0.7588 - val_r2_score: 0.1847
Epoch 3/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.3818 - r2_score: 0.6246 - val_loss: 0.5183 - val_r2_score: 0.4431
Epoch 4/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 40ms/step - loss: 0.2707 - r2_score: 0.7338 - val_loss: 0.4567 - val_r2_score: 0.5093
Epoch 5/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 38ms/step - loss: 0.2366 - r2_score: 0.7674 - val_loss: 0.4036 - val_r2_score: 0.5663
Epoch 6/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 37ms/step - loss: 0.1718 - r2_score: 0.8310 - val_loss: 0.3803 - val_r2_score: 0.5915
Epoch 7/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.1538 - r2_score: 0.8488 - val_loss: 0.3562 - val_r2_score: 0.6173
Epoch 8/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 105ms/step - loss: 0.1425 - r2_score: 0.8599 - val_loss: 0.3182 - val_r2_score: 0.6581
Epoch 9/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 39ms/step - loss: 0.1265 - r2_score: 0.8756 - val_loss: 0.3124 - val_r2_score: 0.6644
Epoch 10/10
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.1149 - r2_score: 0.8870 - val_loss: 0.3237 - val_r2_score: 0.6522
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.1505 - r2_score: 0.8495 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 4s 144ms/step - loss: 0.6635 - r2_score: 0.3476 - val_loss: 0.6361 - val_r2_score: 0.3166
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.2469 - r2_score: 0.7572 - val_loss: 0.4978 - val_r2_score: 0.4651
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1502 - r2_score: 0.8524 - val_loss: 0.3838 - val_r2_score: 0.5876
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1127 - r2_score: 0.8891 - val_loss: 0.3875 - val_r2_score: 0.5837
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1034 - r2_score: 0.8984 - val_loss: 0.3512 - val_r2_score: 0.6227
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0858 - r2_score: 0.9156 - val_loss: 0.3256 - val_r2_score: 0.6502
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0782 - r2_score: 0.9231 - val_loss: 0.3164 - val_r2_score: 0.6600
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0712 - r2_score: 0.9299 - val_loss: 0.3030 - val_r2_score: 0.6744
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0636 - r2_score: 0.9374 - val_loss: 0.3010 - val_r2_score: 0.6766
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0577 - r2_score: 0.9433 - val_loss: 0.2804 - val_r2_score: 0.6987
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0523 - r2_score: 0.9486 - val_loss: 0.2826 - val_r2_score: 0.6963
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0477 - r2_score: 0.9531 - val_loss: 0.2651 - val_r2_score: 0.7152
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0466 - r2_score: 0.9542 - val_loss: 0.2699 - val_r2_score: 0.7100
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0430 - r2_score: 0.9577 - val_loss: 0.2633 - val_r2_score: 0.7171
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0392 - r2_score: 0.9614 - val_loss: 0.2570 - val_r2_score: 0.7239
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0366 - r2_score: 0.9640 - val_loss: 0.2414 - val_r2_score: 0.7406
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0350 - r2_score: 0.9656 - val_loss: 0.2444 - val_r2_score: 0.7374
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 29ms/step - loss: 0.0322 - r2_score: 0.9684 - val_loss: 0.2299 - val_r2_score: 0.7530
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0308 - r2_score: 0.9697 - val_loss: 0.2395 - val_r2_score: 0.7427
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 0.0279 - r2_score: 0.9726 - val_loss: 0.2205 - val_r2_score: 0.7631
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0647 - r2_score: 0.9353 
Epoch 1/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 1s 50ms/step - loss: 2.1147 - r2_score: -1.0793 - val_loss: 0.6494 - val_r2_score: 0.3023
Epoch 2/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.3684 - r2_score: 0.6378 - val_loss: 0.4895 - val_r2_score: 0.4741
Epoch 3/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.3825 - r2_score: 0.6239 - val_loss: 0.4719 - val_r2_score: 0.4930
Epoch 4/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1999 - r2_score: 0.8035 - val_loss: 0.3729 - val_r2_score: 0.5993
Epoch 5/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1454 - r2_score: 0.8571 - val_loss: 0.3736 - val_r2_score: 0.5986
Epoch 6/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.1263 - r2_score: 0.8758 - val_loss: 0.2987 - val_r2_score: 0.6791
Epoch 7/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0989 - r2_score: 0.9027 - val_loss: 0.2894 - val_r2_score: 0.6891
Epoch 8/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0931 - r2_score: 0.9085 - val_loss: 0.2892 - val_r2_score: 0.6893
Epoch 9/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0836 - r2_score: 0.9178 - val_loss: 0.3020 - val_r2_score: 0.6756
Epoch 10/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0792 - r2_score: 0.9221 - val_loss: 0.2989 - val_r2_score: 0.6789
Epoch 11/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0743 - r2_score: 0.9270 - val_loss: 0.2922 - val_r2_score: 0.6860
Epoch 12/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0694 - r2_score: 0.9317 - val_loss: 0.2830 - val_r2_score: 0.6959
Epoch 13/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0662 - r2_score: 0.9349 - val_loss: 0.2794 - val_r2_score: 0.6998
Epoch 14/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0628 - r2_score: 0.9382 - val_loss: 0.2756 - val_r2_score: 0.7039
Epoch 15/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0594 - r2_score: 0.9416 - val_loss: 0.2707 - val_r2_score: 0.7092
Epoch 16/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0572 - r2_score: 0.9437 - val_loss: 0.2718 - val_r2_score: 0.7080
Epoch 17/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0538 - r2_score: 0.9471 - val_loss: 0.2702 - val_r2_score: 0.7097
Epoch 18/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0519 - r2_score: 0.9490 - val_loss: 0.2683 - val_r2_score: 0.7117
Epoch 19/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0491 - r2_score: 0.9517 - val_loss: 0.2684 - val_r2_score: 0.7117
Epoch 20/20
8/8 ━━━━━━━━━━━━━━━━━━━━ 0s 36ms/step - loss: 0.0462 - r2_score: 0.9545 - val_loss: 0.2622 - val_r2_score: 0.7183
37/37 ━━━━━━━━━━━━━━━━━━━━ 1s 13ms/step - loss: 0.0874 - r2_score: 0.9126 
Epoch 1/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 2s 149ms/step - loss: 2.1113 - r2_score: -1.0759 - val_loss: 1.0246 - val_r2_score: -0.1008
Epoch 2/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 45ms/step - loss: 0.6974 - r2_score: 0.3142 - val_loss: 0.8522 - val_r2_score: 0.0844
Epoch 3/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 44ms/step - loss: 0.4346 - r2_score: 0.5726 - val_loss: 0.7953 - val_r2_score: 0.1455
Epoch 4/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 43ms/step - loss: 0.4115 - r2_score: 0.5954 - val_loss: 0.7073 - val_r2_score: 0.2401
Epoch 5/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 43ms/step - loss: 0.3673 - r2_score: 0.6388 - val_loss: 0.5569 - val_r2_score: 0.4017
Epoch 6/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 43ms/step - loss: 0.2349 - r2_score: 0.7690 - val_loss: 0.4745 - val_r2_score: 0.4902
Epoch 7/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 42ms/step - loss: 0.1749 - r2_score: 0.8281 - val_loss: 0.4857 - val_r2_score: 0.4782
Epoch 8/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 59ms/step - loss: 0.1822 - r2_score: 0.8208 - val_loss: 0.4493 - val_r2_score: 0.5173
Epoch 9/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 47ms/step - loss: 0.1583 - r2_score: 0.8444 - val_loss: 0.3969 - val_r2_score: 0.5736
Epoch 10/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 79ms/step - loss: 0.1328 - r2_score: 0.8694 - val_loss: 0.3823 - val_r2_score: 0.5893
Epoch 11/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 64ms/step - loss: 0.1172 - r2_score: 0.8848 - val_loss: 0.3992 - val_r2_score: 0.5711
Epoch 12/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 43ms/step - loss: 0.1133 - r2_score: 0.8886 - val_loss: 0.4112 - val_r2_score: 0.5582
Epoch 13/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 48ms/step - loss: 0.1058 - r2_score: 0.8959 - val_loss: 0.3851 - val_r2_score: 0.5863
Epoch 14/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 58ms/step - loss: 0.0954 - r2_score: 0.9062 - val_loss: 0.3685 - val_r2_score: 0.6041
Epoch 15/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 53ms/step - loss: 0.0899 - r2_score: 0.9116 - val_loss: 0.3654 - val_r2_score: 0.6075
Epoch 16/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 61ms/step - loss: 0.0857 - r2_score: 0.9158 - val_loss: 0.3687 - val_r2_score: 0.6039
Epoch 17/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 50ms/step - loss: 0.0822 - r2_score: 0.9192 - val_loss: 0.3687 - val_r2_score: 0.6039
Epoch 18/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 41ms/step - loss: 0.0781 - r2_score: 0.9232 - val_loss: 0.3587 - val_r2_score: 0.6146
Epoch 19/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 71ms/step - loss: 0.0749 - r2_score: 0.9264 - val_loss: 0.3561 - val_r2_score: 0.6175
Epoch 20/20
4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 72ms/step - loss: 0.0714 - r2_score: 0.9298 - val_loss: 0.3510 - val_r2_score: 0.6229
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.1255 - r2_score: 0.8745 
The Processing time is: 709.0028500556946 seconds

#Best model's hyper-parameters
params_grid.iloc[np.argmin(val_losses), :]

neuron_count        160
activation_func    tanh
epoch                20
batch_size           64
Name: 136, dtype: object

#Train the best ANN w/ 1-hidden layer
#Define the model architecture
model_13 = keras.Sequential()
#Adding one hidden layer
model_13.add(keras.layers.Dense(params_grid.iloc[np.argmin(val_losses), 0],
                             input_dim = len(X_train.columns),
                             activation = params_grid.iloc[np.argmin(val_losses), 1]))
#Adding the output layer
model_13.add(keras.layers.Dense(1,
                                input_dim = params_grid.iloc[np.argmin(val_losses), 0],
                                activation = 'linear'))
#Configure the model
model_13.compile(optimizer = 'Adam',
                 loss = 'mean_squared_error',
                 metrics = ['r2_score'])
#Train the model
model_13.fit(X_train_scaled,
             trans_y_train,
             epochs = params_grid.iloc[np.argmin(val_losses), 2],
             batch_size = params_grid.iloc[np.argmin(val_losses), 3],
             validation_split = 0.2)

Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 27ms/step - loss: 0.5726 - r2_score: 0.4370 - val_loss: 0.3466 - val_r2_score: 0.6277
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2429 - r2_score: 0.7612 - val_loss: 0.2206 - val_r2_score: 0.7630
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1438 - r2_score: 0.8586 - val_loss: 0.2015 - val_r2_score: 0.7835
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0993 - r2_score: 0.9023 - val_loss: 0.1923 - val_r2_score: 0.7934
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0793 - r2_score: 0.9220 - val_loss: 0.1970 - val_r2_score: 0.7884
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0649 - r2_score: 0.9361 - val_loss: 0.1945 - val_r2_score: 0.7910
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0544 - r2_score: 0.9465 - val_loss: 0.1870 - val_r2_score: 0.7991
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0456 - r2_score: 0.9551 - val_loss: 0.1814 - val_r2_score: 0.8051
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0394 - r2_score: 0.9613 - val_loss: 0.1811 - val_r2_score: 0.8055
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0313 - r2_score: 0.9692 - val_loss: 0.1812 - val_r2_score: 0.8053
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0292 - r2_score: 0.9713 - val_loss: 0.1776 - val_r2_score: 0.8092
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0242 - r2_score: 0.9762 - val_loss: 0.1819 - val_r2_score: 0.8045
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0202 - r2_score: 0.9801 - val_loss: 0.1806 - val_r2_score: 0.8059
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0185 - r2_score: 0.9818 - val_loss: 0.1786 - val_r2_score: 0.8081
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0168 - r2_score: 0.9835 - val_loss: 0.1763 - val_r2_score: 0.8106
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0142 - r2_score: 0.9860 - val_loss: 0.1770 - val_r2_score: 0.8099
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0129 - r2_score: 0.9874 - val_loss: 0.1832 - val_r2_score: 0.8032
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0112 - r2_score: 0.9890 - val_loss: 0.1865 - val_r2_score: 0.7996
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0101 - r2_score: 0.9901 - val_loss: 0.1783 - val_r2_score: 0.8084
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0087 - r2_score: 0.9914 - val_loss: 0.1824 - val_r2_score: 0.8041

<keras.src.callbacks.history.History at 0x27c3dd83850>

#Predict the response in the train
y_train_pred_13 = model_13.predict(X_train_scaled)
#Inverse transformation of predicted values
y_train_pred_13 = pd.Series(boxcox.inverse_transform(y_train_pred_13.reshape(-1, 1)).reshape(-1))

from sklearn.metrics import root_mean_squared_error, mean_absolute_percentage_error, r2_score
#The root mean squared error
print(f'RMSE: {root_mean_squared_error(y_train, y_train_pred_13):.3f}')
#MAPE
print(f'MAPE: {mean_absolute_percentage_error(y_train, y_train_pred_13) * 100:.3f}')
#The coefficient of determiantion
print(f'R2: {r2_score(y_train, y_train_pred_13):.3f}')

37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step 
RMSE: 20195.848
MAPE: 4.383
R2: 0.936

#Predict the response in the test - model 13
y_test_pred_13 = model_13.predict(X_test_scaled)
#Inverse transformation of predicted values
y_test_pred_13 = pd.Series(boxcox.inverse_transform(y_test_pred_13.reshape(-1, 1)).reshape(-1),
                           index = test.index)

#Absolute error
abs_err_13 = abs(test['SalePrice'] - y_test_pred_13)

#RMSE, MAPE, MAE, and median, sd, IQR, max, min of absolute errors
from scipy.stats import iqr
models_comp = pd.concat([models_comp,
                         pd.DataFrame({'RMSE': root_mean_squared_error(test['SalePrice'], y_test_pred_13),
                                       'MAPE': mean_absolute_percentage_error(test['SalePrice'], y_test_pred_13) * 100,
                                       'MAE': abs_err_13.mean(),
                                       'Median of AbsErrors': abs_err_13.median(),
                                       'SD of AbsErrors': abs_err_13.std(),
                                       'IQR of AbsErrors': iqr(abs_err_13),
                                       'Min of AbsErrors': abs_err_13.min(),
                                       'Max of AbsErrors': abs_err_13.max()},
                                      index = ['ANN (1-hidden layer) - Box Cox'])])
models_comp

10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step

#Actual vs. Prediction
plt.scatter(x = test['SalePrice'], y = y_test_pred_13, c = 'black', alpha = 0.7)
plt.xlabel('Actual')
plt.ylabel('Prediction')
plt.title('Actual vs. Prediction - ANN (1-hidden layer) - Box Cox')

#Add 45 degree line
xp = np.linspace(test['SalePrice'].min() - 0.2, test['SalePrice'].max() + 0.2, 100)
plt.plot(xp, xp, c = 'red', linewidth = 3)
plt.show()

#Making a grid for hyper-parameter tuning (2-hidden-layer ANN) - model 14
import itertools
neuron_count_layer_1 = [5, 10, 20, 40, 80, 160, 320]
neuron_count_layer_2 = [5, 10, 20, 40, 80, 160, 320]
activation_func_layer_2 = ['relu', 'sigmoid', 'tanh', 'softplus']
params_grid = list(itertools.product(neuron_count_layer_1, neuron_count_layer_2, activation_func_layer_2))
params_grid = pd.DataFrame(data = params_grid,
                           index = range(1, len(params_grid) + 1),
                           columns = ['neuron_count_layer_1',
                                      'neuron_count_layer_2',
                                      'activation_func_layer_2'])
params_grid

#Choose the best model

val_losses = np.zeros(shape = len(params_grid)) #to save the validation losses

import time #to measure the processing time
start_time = time.time()
for i in range(len(params_grid)):
    #Define the model architecture
    ann_reg = keras.Sequential()
    ann_reg.add(keras.layers.Dense(params_grid.iloc[i, 0],
                                           input_dim = len(X_train.columns),
                                           activation = 'tanh'))
    ann_reg.add(keras.layers.Dense(params_grid.iloc[i, 1],
                                   input_dim = params_grid.iloc[i, 0],
                                   activation = params_grid.iloc[i, 2]))
    ann_reg.add(keras.layers.Dense(1,
                                   input_dim = params_grid.iloc[i, 1],
                                   activation = 'linear'))
    #Configure the model
    ann_reg.compile(optimizer = 'Adam',
                    loss = 'mean_squared_error',
                    metrics = ['r2_score'])
    #Train the model
    ann_reg.fit(X_train_scaled,
                trans_y_train,
                epochs = 20,
                batch_size = 64,
                validation_split = 0.2)
    #Get the model's performance on the train
    train_loss, train_r2_score = ann_reg.evaluate(X_train_scaled, trans_y_train)
    #Add the model's performance into the val_losses
    val_losses[i] = train_loss

end_time = time.time()
print(f'The Processing time is: {end_time - start_time} seconds')

Epoch 1/20

C:\Users\User\anaconda3\Lib\site-packages\keras\src\layers\core\dense.py:95: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 33ms/step - loss: 1.1189 - r2_score: -0.1002 - val_loss: 0.7715 - val_r2_score: 0.1711
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.7266 - r2_score: 0.2855 - val_loss: 0.5889 - val_r2_score: 0.3673
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.5609 - r2_score: 0.4485 - val_loss: 0.4926 - val_r2_score: 0.4707
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4697 - r2_score: 0.5382 - val_loss: 0.4395 - val_r2_score: 0.5278
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4153 - r2_score: 0.5916 - val_loss: 0.3977 - val_r2_score: 0.5727
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.3737 - r2_score: 0.6326 - val_loss: 0.3649 - val_r2_score: 0.6080
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3397 - r2_score: 0.6660 - val_loss: 0.3415 - val_r2_score: 0.6331
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.3117 - r2_score: 0.6935 - val_loss: 0.3239 - val_r2_score: 0.6520
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2912 - r2_score: 0.7137 - val_loss: 0.3095 - val_r2_score: 0.6674
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2740 - r2_score: 0.7306 - val_loss: 0.2960 - val_r2_score: 0.6820
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2580 - r2_score: 0.7463 - val_loss: 0.2865 - val_r2_score: 0.6922
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2454 - r2_score: 0.7587 - val_loss: 0.2787 - val_r2_score: 0.7005
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2335 - r2_score: 0.7704 - val_loss: 0.2721 - val_r2_score: 0.7077
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2225 - r2_score: 0.7812 - val_loss: 0.2650 - val_r2_score: 0.7153
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2127 - r2_score: 0.7909 - val_loss: 0.2597 - val_r2_score: 0.7210
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2035 - r2_score: 0.8000 - val_loss: 0.2521 - val_r2_score: 0.7291
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1951 - r2_score: 0.8081 - val_loss: 0.2472 - val_r2_score: 0.7344
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1879 - r2_score: 0.8152 - val_loss: 0.2418 - val_r2_score: 0.7402
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1821 - r2_score: 0.8209 - val_loss: 0.2375 - val_r2_score: 0.7449
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1757 - r2_score: 0.8272 - val_loss: 0.2337 - val_r2_score: 0.7489
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1841 - r2_score: 0.8159 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 1.2326 - r2_score: -0.2120 - val_loss: 1.0992 - val_r2_score: -0.1810
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 1.0253 - r2_score: -0.0081 - val_loss: 0.9194 - val_r2_score: 0.0122
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.8744 - r2_score: 0.1402 - val_loss: 0.7824 - val_r2_score: 0.1594
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.7648 - r2_score: 0.2480 - val_loss: 0.6737 - val_r2_score: 0.2762
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6767 - r2_score: 0.3346 - val_loss: 0.5904 - val_r2_score: 0.3656
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6085 - r2_score: 0.4017 - val_loss: 0.5244 - val_r2_score: 0.4366
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.5512 - r2_score: 0.4580 - val_loss: 0.4725 - val_r2_score: 0.4923
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5042 - r2_score: 0.5043 - val_loss: 0.4313 - val_r2_score: 0.5366
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4660 - r2_score: 0.5418 - val_loss: 0.3969 - val_r2_score: 0.5736
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4328 - r2_score: 0.5745 - val_loss: 0.3697 - val_r2_score: 0.6028
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4048 - r2_score: 0.6019 - val_loss: 0.3462 - val_r2_score: 0.6280
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3800 - r2_score: 0.6264 - val_loss: 0.3275 - val_r2_score: 0.6482
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3587 - r2_score: 0.6473 - val_loss: 0.3113 - val_r2_score: 0.6656
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3400 - r2_score: 0.6656 - val_loss: 0.2978 - val_r2_score: 0.6801
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3238 - r2_score: 0.6816 - val_loss: 0.2868 - val_r2_score: 0.6918
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3102 - r2_score: 0.6950 - val_loss: 0.2767 - val_r2_score: 0.7027
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2977 - r2_score: 0.7073 - val_loss: 0.2678 - val_r2_score: 0.7123
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2866 - r2_score: 0.7182 - val_loss: 0.2599 - val_r2_score: 0.7207
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2760 - r2_score: 0.7287 - val_loss: 0.2531 - val_r2_score: 0.7281
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2664 - r2_score: 0.7381 - val_loss: 0.2463 - val_r2_score: 0.7353
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2581 - r2_score: 0.7419 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 3.7718 - r2_score: -2.7086 - val_loss: 3.1413 - val_r2_score: -2.3749
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 2.2199 - r2_score: -1.1828 - val_loss: 1.7346 - val_r2_score: -0.8637
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 1.3140 - r2_score: -0.2920 - val_loss: 1.0897 - val_r2_score: -0.1708
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.9415 - r2_score: 0.0742 - val_loss: 0.8504 - val_r2_score: 0.0863
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.7621 - r2_score: 0.2506 - val_loss: 0.7236 - val_r2_score: 0.2226
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6431 - r2_score: 0.3677 - val_loss: 0.6369 - val_r2_score: 0.3157
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5577 - r2_score: 0.4516 - val_loss: 0.5730 - val_r2_score: 0.3844
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.4946 - r2_score: 0.5137 - val_loss: 0.5197 - val_r2_score: 0.4416
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4482 - r2_score: 0.5593 - val_loss: 0.4795 - val_r2_score: 0.4848
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4082 - r2_score: 0.5986 - val_loss: 0.4494 - val_r2_score: 0.5172
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3773 - r2_score: 0.6290 - val_loss: 0.4238 - val_r2_score: 0.5447
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3521 - r2_score: 0.6538 - val_loss: 0.4051 - val_r2_score: 0.5648
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3310 - r2_score: 0.6745 - val_loss: 0.3912 - val_r2_score: 0.5797
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3135 - r2_score: 0.6917 - val_loss: 0.3779 - val_r2_score: 0.5940
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2980 - r2_score: 0.7070 - val_loss: 0.3660 - val_r2_score: 0.6068
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2837 - r2_score: 0.7211 - val_loss: 0.3548 - val_r2_score: 0.6188
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2713 - r2_score: 0.7332 - val_loss: 0.3457 - val_r2_score: 0.6286
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2603 - r2_score: 0.7441 - val_loss: 0.3357 - val_r2_score: 0.6394
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2489 - r2_score: 0.7552 - val_loss: 0.3284 - val_r2_score: 0.6472
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2395 - r2_score: 0.7645 - val_loss: 0.3209 - val_r2_score: 0.6552
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.2512 - r2_score: 0.7488 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 35ms/step - loss: 1.0161 - r2_score: 8.7023e-04 - val_loss: 0.8636 - val_r2_score: 0.0722
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.7998 - r2_score: 0.2136 - val_loss: 0.6872 - val_r2_score: 0.2616
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.6467 - r2_score: 0.3641 - val_loss: 0.5611 - val_r2_score: 0.3971
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.5395 - r2_score: 0.4695 - val_loss: 0.4786 - val_r2_score: 0.4857
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.4676 - r2_score: 0.5402 - val_loss: 0.4226 - val_r2_score: 0.5460
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.4188 - r2_score: 0.5882 - val_loss: 0.3808 - val_r2_score: 0.5909
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3775 - r2_score: 0.6288 - val_loss: 0.3485 - val_r2_score: 0.6256
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.3442 - r2_score: 0.6616 - val_loss: 0.3200 - val_r2_score: 0.6562
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.3122 - r2_score: 0.6930 - val_loss: 0.2959 - val_r2_score: 0.6821
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2843 - r2_score: 0.7205 - val_loss: 0.2751 - val_r2_score: 0.7044
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2597 - r2_score: 0.7447 - val_loss: 0.2585 - val_r2_score: 0.7222
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2391 - r2_score: 0.7649 - val_loss: 0.2451 - val_r2_score: 0.7367
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2231 - r2_score: 0.7806 - val_loss: 0.2333 - val_r2_score: 0.7493
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2094 - r2_score: 0.7941 - val_loss: 0.2242 - val_r2_score: 0.7591
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1987 - r2_score: 0.8046 - val_loss: 0.2171 - val_r2_score: 0.7668
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1883 - r2_score: 0.8149 - val_loss: 0.2122 - val_r2_score: 0.7720
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1798 - r2_score: 0.8232 - val_loss: 0.2063 - val_r2_score: 0.7784
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1711 - r2_score: 0.8317 - val_loss: 0.2029 - val_r2_score: 0.7820
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1638 - r2_score: 0.8389 - val_loss: 0.2001 - val_r2_score: 0.7850
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1571 - r2_score: 0.8455 - val_loss: 0.1988 - val_r2_score: 0.7864
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1619 - r2_score: 0.8381 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 1.0484 - r2_score: -0.0308 - val_loss: 0.7651 - val_r2_score: 0.1780
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.8206 - r2_score: 0.1932 - val_loss: 0.6065 - val_r2_score: 0.3484
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.6319 - r2_score: 0.3787 - val_loss: 0.4746 - val_r2_score: 0.4901
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4920 - r2_score: 0.5162 - val_loss: 0.3734 - val_r2_score: 0.5988
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.4053 - r2_score: 0.6015 - val_loss: 0.3122 - val_r2_score: 0.6646
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3498 - r2_score: 0.6561 - val_loss: 0.2733 - val_r2_score: 0.7064
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3075 - r2_score: 0.6977 - val_loss: 0.2471 - val_r2_score: 0.7345
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2775 - r2_score: 0.7272 - val_loss: 0.2290 - val_r2_score: 0.7540
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2555 - r2_score: 0.7488 - val_loss: 0.2179 - val_r2_score: 0.7659
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2387 - r2_score: 0.7653 - val_loss: 0.2103 - val_r2_score: 0.7741
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2240 - r2_score: 0.7798 - val_loss: 0.2027 - val_r2_score: 0.7822
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2115 - r2_score: 0.7920 - val_loss: 0.1964 - val_r2_score: 0.7890
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2007 - r2_score: 0.8026 - val_loss: 0.1907 - val_r2_score: 0.7951
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1900 - r2_score: 0.8132 - val_loss: 0.1864 - val_r2_score: 0.7997
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1809 - r2_score: 0.8222 - val_loss: 0.1807 - val_r2_score: 0.8059
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1721 - r2_score: 0.8308 - val_loss: 0.1774 - val_r2_score: 0.8094
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1638 - r2_score: 0.8389 - val_loss: 0.1731 - val_r2_score: 0.8140
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1570 - r2_score: 0.8457 - val_loss: 0.1701 - val_r2_score: 0.8172
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1502 - r2_score: 0.8524 - val_loss: 0.1675 - val_r2_score: 0.8200
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1442 - r2_score: 0.8582 - val_loss: 0.1649 - val_r2_score: 0.8229
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1445 - r2_score: 0.8555 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 1.0430 - r2_score: -0.0255 - val_loss: 0.8594 - val_r2_score: 0.0767
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.8923 - r2_score: 0.1226 - val_loss: 0.7437 - val_r2_score: 0.2009
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.7786 - r2_score: 0.2344 - val_loss: 0.6434 - val_r2_score: 0.3088
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6792 - r2_score: 0.3321 - val_loss: 0.5542 - val_r2_score: 0.4045
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.5932 - r2_score: 0.4167 - val_loss: 0.4834 - val_r2_score: 0.4806
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.5236 - r2_score: 0.4852 - val_loss: 0.4268 - val_r2_score: 0.5414
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4664 - r2_score: 0.5414 - val_loss: 0.3816 - val_r2_score: 0.5900
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4173 - r2_score: 0.5897 - val_loss: 0.3464 - val_r2_score: 0.6278
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3748 - r2_score: 0.6314 - val_loss: 0.3193 - val_r2_score: 0.6569
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3405 - r2_score: 0.6652 - val_loss: 0.2970 - val_r2_score: 0.6810
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3123 - r2_score: 0.6929 - val_loss: 0.2795 - val_r2_score: 0.6997
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2910 - r2_score: 0.7139 - val_loss: 0.2654 - val_r2_score: 0.7149
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2722 - r2_score: 0.7323 - val_loss: 0.2547 - val_r2_score: 0.7264
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2574 - r2_score: 0.7469 - val_loss: 0.2460 - val_r2_score: 0.7357
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2443 - r2_score: 0.7598 - val_loss: 0.2375 - val_r2_score: 0.7448
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2327 - r2_score: 0.7712 - val_loss: 0.2299 - val_r2_score: 0.7530
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2223 - r2_score: 0.7814 - val_loss: 0.2236 - val_r2_score: 0.7598
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2129 - r2_score: 0.7907 - val_loss: 0.2166 - val_r2_score: 0.7673
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2040 - r2_score: 0.7994 - val_loss: 0.2114 - val_r2_score: 0.7729
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1964 - r2_score: 0.8069 - val_loss: 0.2065 - val_r2_score: 0.7781
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1944 - r2_score: 0.8056 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.8182 - r2_score: 0.1955 - val_loss: 0.6061 - val_r2_score: 0.3488
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4875 - r2_score: 0.5207 - val_loss: 0.4289 - val_r2_score: 0.5392
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3674 - r2_score: 0.6387 - val_loss: 0.3594 - val_r2_score: 0.6139
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3058 - r2_score: 0.6993 - val_loss: 0.3220 - val_r2_score: 0.6541
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2640 - r2_score: 0.7405 - val_loss: 0.2930 - val_r2_score: 0.6852
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2341 - r2_score: 0.7698 - val_loss: 0.2745 - val_r2_score: 0.7051
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2127 - r2_score: 0.7909 - val_loss: 0.2643 - val_r2_score: 0.7161
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1974 - r2_score: 0.8059 - val_loss: 0.2543 - val_r2_score: 0.7268
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1853 - r2_score: 0.8178 - val_loss: 0.2481 - val_r2_score: 0.7334
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1755 - r2_score: 0.8275 - val_loss: 0.2426 - val_r2_score: 0.7393
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1669 - r2_score: 0.8359 - val_loss: 0.2392 - val_r2_score: 0.7430
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1587 - r2_score: 0.8439 - val_loss: 0.2369 - val_r2_score: 0.7455
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1516 - r2_score: 0.8510 - val_loss: 0.2333 - val_r2_score: 0.7493
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1458 - r2_score: 0.8567 - val_loss: 0.2335 - val_r2_score: 0.7491
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1390 - r2_score: 0.8633 - val_loss: 0.2324 - val_r2_score: 0.7503
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1343 - r2_score: 0.8679 - val_loss: 0.2323 - val_r2_score: 0.7504
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1292 - r2_score: 0.8730 - val_loss: 0.2319 - val_r2_score: 0.7508
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1246 - r2_score: 0.8775 - val_loss: 0.2329 - val_r2_score: 0.7498
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1204 - r2_score: 0.8817 - val_loss: 0.2346 - val_r2_score: 0.7479
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1165 - r2_score: 0.8855 - val_loss: 0.2356 - val_r2_score: 0.7468
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1374 - r2_score: 0.8626 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 2.7814 - r2_score: -1.7349 - val_loss: 2.3900 - val_r2_score: -1.5678
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 2.0730 - r2_score: -1.0383 - val_loss: 1.7636 - val_r2_score: -0.8948
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 1.5087 - r2_score: -0.4834 - val_loss: 1.2569 - val_r2_score: -0.3504
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 1.0864 - r2_score: -0.0682 - val_loss: 0.8878 - val_r2_score: 0.0462
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.7919 - r2_score: 0.2213 - val_loss: 0.6566 - val_r2_score: 0.2945
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6138 - r2_score: 0.3965 - val_loss: 0.5127 - val_r2_score: 0.4492
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5078 - r2_score: 0.5007 - val_loss: 0.4307 - val_r2_score: 0.5372
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.4418 - r2_score: 0.5656 - val_loss: 0.3871 - val_r2_score: 0.5841
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4020 - r2_score: 0.6047 - val_loss: 0.3575 - val_r2_score: 0.6159
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3679 - r2_score: 0.6383 - val_loss: 0.3359 - val_r2_score: 0.6391
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3396 - r2_score: 0.6661 - val_loss: 0.3160 - val_r2_score: 0.6605
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3108 - r2_score: 0.6944 - val_loss: 0.3000 - val_r2_score: 0.6777
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2864 - r2_score: 0.7184 - val_loss: 0.2901 - val_r2_score: 0.6883
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2664 - r2_score: 0.7380 - val_loss: 0.2774 - val_r2_score: 0.7020
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2498 - r2_score: 0.7543 - val_loss: 0.2644 - val_r2_score: 0.7160
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2350 - r2_score: 0.7689 - val_loss: 0.2520 - val_r2_score: 0.7292
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2217 - r2_score: 0.7820 - val_loss: 0.2404 - val_r2_score: 0.7417
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2089 - r2_score: 0.7946 - val_loss: 0.2295 - val_r2_score: 0.7535
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1985 - r2_score: 0.8049 - val_loss: 0.2193 - val_r2_score: 0.7644
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1889 - r2_score: 0.8143 - val_loss: 0.2106 - val_r2_score: 0.7737
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1885 - r2_score: 0.8115 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.8687 - r2_score: 0.1458 - val_loss: 0.6168 - val_r2_score: 0.3373
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.5584 - r2_score: 0.4509 - val_loss: 0.4251 - val_r2_score: 0.5433
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4210 - r2_score: 0.5861 - val_loss: 0.3284 - val_r2_score: 0.6471
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3438 - r2_score: 0.6620 - val_loss: 0.2802 - val_r2_score: 0.6989
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2966 - r2_score: 0.7084 - val_loss: 0.2449 - val_r2_score: 0.7369
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2659 - r2_score: 0.7385 - val_loss: 0.2200 - val_r2_score: 0.7636
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2398 - r2_score: 0.7642 - val_loss: 0.2044 - val_r2_score: 0.7803
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2210 - r2_score: 0.7827 - val_loss: 0.1937 - val_r2_score: 0.7918
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2062 - r2_score: 0.7973 - val_loss: 0.1845 - val_r2_score: 0.8018
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1940 - r2_score: 0.8093 - val_loss: 0.1787 - val_r2_score: 0.8081
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1829 - r2_score: 0.8202 - val_loss: 0.1740 - val_r2_score: 0.8130
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1735 - r2_score: 0.8294 - val_loss: 0.1691 - val_r2_score: 0.8183
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1640 - r2_score: 0.8387 - val_loss: 0.1663 - val_r2_score: 0.8214
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1567 - r2_score: 0.8459 - val_loss: 0.1636 - val_r2_score: 0.8242
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1496 - r2_score: 0.8529 - val_loss: 0.1618 - val_r2_score: 0.8262
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1429 - r2_score: 0.8595 - val_loss: 0.1580 - val_r2_score: 0.8302
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1368 - r2_score: 0.8655 - val_loss: 0.1566 - val_r2_score: 0.8317
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1312 - r2_score: 0.8710 - val_loss: 0.1558 - val_r2_score: 0.8326
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1258 - r2_score: 0.8763 - val_loss: 0.1542 - val_r2_score: 0.8344
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1209 - r2_score: 0.8812 - val_loss: 0.1543 - val_r2_score: 0.8342
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1244 - r2_score: 0.8756 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 2.5241 - r2_score: -1.4818 - val_loss: 2.2179 - val_r2_score: -1.3828
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 1.9078 - r2_score: -0.8759 - val_loss: 1.6615 - val_r2_score: -0.7851
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 1.4338 - r2_score: -0.4098 - val_loss: 1.2439 - val_r2_score: -0.3364
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 1.0806 - r2_score: -0.0625 - val_loss: 0.9318 - val_r2_score: -0.0011
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.8178 - r2_score: 0.1959 - val_loss: 0.7066 - val_r2_score: 0.2409
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6324 - r2_score: 0.3782 - val_loss: 0.5494 - val_r2_score: 0.4097
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5081 - r2_score: 0.5004 - val_loss: 0.4397 - val_r2_score: 0.5276
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.4172 - r2_score: 0.5898 - val_loss: 0.3722 - val_r2_score: 0.6001
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3592 - r2_score: 0.6468 - val_loss: 0.3262 - val_r2_score: 0.6496
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3204 - r2_score: 0.6849 - val_loss: 0.2925 - val_r2_score: 0.6857
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2927 - r2_score: 0.7122 - val_loss: 0.2697 - val_r2_score: 0.7102
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2718 - r2_score: 0.7328 - val_loss: 0.2535 - val_r2_score: 0.7276
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2554 - r2_score: 0.7488 - val_loss: 0.2408 - val_r2_score: 0.7412
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2422 - r2_score: 0.7619 - val_loss: 0.2304 - val_r2_score: 0.7524
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2301 - r2_score: 0.7737 - val_loss: 0.2217 - val_r2_score: 0.7618
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2201 - r2_score: 0.7836 - val_loss: 0.2143 - val_r2_score: 0.7697
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2108 - r2_score: 0.7928 - val_loss: 0.2071 - val_r2_score: 0.7775
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2019 - r2_score: 0.8015 - val_loss: 0.2007 - val_r2_score: 0.7843
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1940 - r2_score: 0.8092 - val_loss: 0.1940 - val_r2_score: 0.7915
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1865 - r2_score: 0.8166 - val_loss: 0.1888 - val_r2_score: 0.7972
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1831 - r2_score: 0.8169 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 0.7296 - r2_score: 0.2826 - val_loss: 0.4943 - val_r2_score: 0.4690
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4599 - r2_score: 0.5478 - val_loss: 0.3608 - val_r2_score: 0.6123
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3582 - r2_score: 0.6478 - val_loss: 0.3219 - val_r2_score: 0.6541
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3149 - r2_score: 0.6904 - val_loss: 0.2857 - val_r2_score: 0.6931
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2807 - r2_score: 0.7240 - val_loss: 0.2601 - val_r2_score: 0.7206
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2559 - r2_score: 0.7484 - val_loss: 0.2458 - val_r2_score: 0.7359
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2353 - r2_score: 0.7686 - val_loss: 0.2340 - val_r2_score: 0.7486
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2178 - r2_score: 0.7858 - val_loss: 0.2224 - val_r2_score: 0.7610
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2044 - r2_score: 0.7990 - val_loss: 0.2141 - val_r2_score: 0.7700
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1926 - r2_score: 0.8106 - val_loss: 0.2034 - val_r2_score: 0.7815
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1833 - r2_score: 0.8198 - val_loss: 0.1974 - val_r2_score: 0.7879
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1720 - r2_score: 0.8309 - val_loss: 0.1877 - val_r2_score: 0.7983
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1640 - r2_score: 0.8387 - val_loss: 0.1851 - val_r2_score: 0.8011
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1553 - r2_score: 0.8473 - val_loss: 0.1792 - val_r2_score: 0.8075
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1488 - r2_score: 0.8537 - val_loss: 0.1753 - val_r2_score: 0.8117
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1431 - r2_score: 0.8593 - val_loss: 0.1728 - val_r2_score: 0.8143
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1378 - r2_score: 0.8646 - val_loss: 0.1697 - val_r2_score: 0.8176
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1327 - r2_score: 0.8695 - val_loss: 0.1675 - val_r2_score: 0.8201
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1279 - r2_score: 0.8742 - val_loss: 0.1655 - val_r2_score: 0.8222
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1236 - r2_score: 0.8785 - val_loss: 0.1634 - val_r2_score: 0.8244
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1282 - r2_score: 0.8718 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 37ms/step - loss: 1.2705 - r2_score: -0.2493 - val_loss: 0.8328 - val_r2_score: 0.1053
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.7748 - r2_score: 0.2382 - val_loss: 0.4769 - val_r2_score: 0.4876
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.4932 - r2_score: 0.5151 - val_loss: 0.3143 - val_r2_score: 0.6624
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3718 - r2_score: 0.6344 - val_loss: 0.2654 - val_r2_score: 0.7148
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3148 - r2_score: 0.6904 - val_loss: 0.2425 - val_r2_score: 0.7394
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2780 - r2_score: 0.7266 - val_loss: 0.2245 - val_r2_score: 0.7588
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2491 - r2_score: 0.7550 - val_loss: 0.2127 - val_r2_score: 0.7715
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2268 - r2_score: 0.7770 - val_loss: 0.2059 - val_r2_score: 0.7787
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2096 - r2_score: 0.7939 - val_loss: 0.2007 - val_r2_score: 0.7843
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1948 - r2_score: 0.8085 - val_loss: 0.1972 - val_r2_score: 0.7881
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1828 - r2_score: 0.8203 - val_loss: 0.1932 - val_r2_score: 0.7924
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1719 - r2_score: 0.8310 - val_loss: 0.1898 - val_r2_score: 0.7961
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1621 - r2_score: 0.8406 - val_loss: 0.1863 - val_r2_score: 0.7998
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1538 - r2_score: 0.8487 - val_loss: 0.1820 - val_r2_score: 0.8044
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1465 - r2_score: 0.8560 - val_loss: 0.1791 - val_r2_score: 0.8076
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1397 - r2_score: 0.8627 - val_loss: 0.1753 - val_r2_score: 0.8117
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1341 - r2_score: 0.8681 - val_loss: 0.1728 - val_r2_score: 0.8143
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1290 - r2_score: 0.8731 - val_loss: 0.1717 - val_r2_score: 0.8155
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1243 - r2_score: 0.8778 - val_loss: 0.1687 - val_r2_score: 0.8188
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1198 - r2_score: 0.8822 - val_loss: 0.1682 - val_r2_score: 0.8192
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1264 - r2_score: 0.8736 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.8541 - r2_score: 0.1602 - val_loss: 0.6241 - val_r2_score: 0.3294
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6131 - r2_score: 0.3972 - val_loss: 0.4539 - val_r2_score: 0.5123
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.4559 - r2_score: 0.5518 - val_loss: 0.3768 - val_r2_score: 0.5952
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3713 - r2_score: 0.6349 - val_loss: 0.3310 - val_r2_score: 0.6444
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3188 - r2_score: 0.6866 - val_loss: 0.2916 - val_r2_score: 0.6867
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2757 - r2_score: 0.7289 - val_loss: 0.2630 - val_r2_score: 0.7174
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2462 - r2_score: 0.7579 - val_loss: 0.2433 - val_r2_score: 0.7386
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2253 - r2_score: 0.7785 - val_loss: 0.2298 - val_r2_score: 0.7531
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2064 - r2_score: 0.7970 - val_loss: 0.2207 - val_r2_score: 0.7629
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1915 - r2_score: 0.8117 - val_loss: 0.2139 - val_r2_score: 0.7702
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1775 - r2_score: 0.8255 - val_loss: 0.2084 - val_r2_score: 0.7761
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1662 - r2_score: 0.8365 - val_loss: 0.2045 - val_r2_score: 0.7803
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1561 - r2_score: 0.8465 - val_loss: 0.2024 - val_r2_score: 0.7825
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1480 - r2_score: 0.8545 - val_loss: 0.2020 - val_r2_score: 0.7829
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1406 - r2_score: 0.8617 - val_loss: 0.1998 - val_r2_score: 0.7853
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1341 - r2_score: 0.8682 - val_loss: 0.2000 - val_r2_score: 0.7851
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1290 - r2_score: 0.8731 - val_loss: 0.2009 - val_r2_score: 0.7842
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1228 - r2_score: 0.8793 - val_loss: 0.2000 - val_r2_score: 0.7852
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1181 - r2_score: 0.8839 - val_loss: 0.2019 - val_r2_score: 0.7831
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1131 - r2_score: 0.8888 - val_loss: 0.2025 - val_r2_score: 0.7824
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1279 - r2_score: 0.8721 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 1.0260 - r2_score: -0.0088 - val_loss: 0.8222 - val_r2_score: 0.1167
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.8346 - r2_score: 0.1794 - val_loss: 0.6444 - val_r2_score: 0.3077
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6627 - r2_score: 0.3484 - val_loss: 0.4666 - val_r2_score: 0.4987
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5212 - r2_score: 0.4875 - val_loss: 0.3541 - val_r2_score: 0.6195
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.4322 - r2_score: 0.5750 - val_loss: 0.2969 - val_r2_score: 0.6810
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3767 - r2_score: 0.6296 - val_loss: 0.2648 - val_r2_score: 0.7155
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3318 - r2_score: 0.6737 - val_loss: 0.2397 - val_r2_score: 0.7425
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2950 - r2_score: 0.7099 - val_loss: 0.2207 - val_r2_score: 0.7629
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2640 - r2_score: 0.7404 - val_loss: 0.2071 - val_r2_score: 0.7775
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2404 - r2_score: 0.7637 - val_loss: 0.1989 - val_r2_score: 0.7863
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2223 - r2_score: 0.7815 - val_loss: 0.1905 - val_r2_score: 0.7954
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2054 - r2_score: 0.7981 - val_loss: 0.1852 - val_r2_score: 0.8010
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1913 - r2_score: 0.8119 - val_loss: 0.1794 - val_r2_score: 0.8073
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1788 - r2_score: 0.8242 - val_loss: 0.1747 - val_r2_score: 0.8123
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1685 - r2_score: 0.8343 - val_loss: 0.1715 - val_r2_score: 0.8157
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1575 - r2_score: 0.8451 - val_loss: 0.1677 - val_r2_score: 0.8198
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1487 - r2_score: 0.8538 - val_loss: 0.1647 - val_r2_score: 0.8231
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1406 - r2_score: 0.8617 - val_loss: 0.1609 - val_r2_score: 0.8271
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1338 - r2_score: 0.8684 - val_loss: 0.1589 - val_r2_score: 0.8293
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1281 - r2_score: 0.8741 - val_loss: 0.1583 - val_r2_score: 0.8299
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1305 - r2_score: 0.8695 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 37ms/step - loss: 0.7494 - r2_score: 0.2632 - val_loss: 0.4755 - val_r2_score: 0.4891
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4486 - r2_score: 0.5589 - val_loss: 0.3327 - val_r2_score: 0.6425
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3503 - r2_score: 0.6556 - val_loss: 0.2781 - val_r2_score: 0.7012
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2955 - r2_score: 0.7095 - val_loss: 0.2485 - val_r2_score: 0.7330
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2663 - r2_score: 0.7382 - val_loss: 0.2333 - val_r2_score: 0.7493
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2384 - r2_score: 0.7656 - val_loss: 0.2191 - val_r2_score: 0.7646
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2178 - r2_score: 0.7859 - val_loss: 0.2110 - val_r2_score: 0.7733
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2021 - r2_score: 0.8013 - val_loss: 0.1993 - val_r2_score: 0.7859
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1870 - r2_score: 0.8161 - val_loss: 0.1930 - val_r2_score: 0.7926
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1743 - r2_score: 0.8286 - val_loss: 0.1856 - val_r2_score: 0.8006
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1642 - r2_score: 0.8386 - val_loss: 0.1823 - val_r2_score: 0.8041
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1548 - r2_score: 0.8477 - val_loss: 0.1794 - val_r2_score: 0.8073
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1468 - r2_score: 0.8557 - val_loss: 0.1769 - val_r2_score: 0.8099
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1395 - r2_score: 0.8628 - val_loss: 0.1722 - val_r2_score: 0.8150
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1325 - r2_score: 0.8697 - val_loss: 0.1699 - val_r2_score: 0.8174
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1271 - r2_score: 0.8750 - val_loss: 0.1702 - val_r2_score: 0.8172
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1219 - r2_score: 0.8801 - val_loss: 0.1688 - val_r2_score: 0.8187
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1171 - r2_score: 0.8848 - val_loss: 0.1655 - val_r2_score: 0.8222
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1128 - r2_score: 0.8891 - val_loss: 0.1668 - val_r2_score: 0.8208
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1091 - r2_score: 0.8928 - val_loss: 0.1688 - val_r2_score: 0.8186
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1177 - r2_score: 0.8823 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 29ms/step - loss: 0.6924 - r2_score: 0.3192 - val_loss: 0.4670 - val_r2_score: 0.4983
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.4545 - r2_score: 0.5532 - val_loss: 0.3159 - val_r2_score: 0.6606
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3419 - r2_score: 0.6638 - val_loss: 0.2795 - val_r2_score: 0.6997
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2978 - r2_score: 0.7072 - val_loss: 0.2496 - val_r2_score: 0.7318
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2607 - r2_score: 0.7437 - val_loss: 0.2289 - val_r2_score: 0.7540
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2329 - r2_score: 0.7710 - val_loss: 0.2137 - val_r2_score: 0.7704
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2114 - r2_score: 0.7921 - val_loss: 0.2051 - val_r2_score: 0.7796
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1944 - r2_score: 0.8089 - val_loss: 0.1955 - val_r2_score: 0.7900
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1794 - r2_score: 0.8236 - val_loss: 0.1875 - val_r2_score: 0.7986
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1682 - r2_score: 0.8346 - val_loss: 0.1828 - val_r2_score: 0.8036
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1587 - r2_score: 0.8440 - val_loss: 0.1784 - val_r2_score: 0.8083
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1488 - r2_score: 0.8537 - val_loss: 0.1740 - val_r2_score: 0.8130
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1417 - r2_score: 0.8606 - val_loss: 0.1717 - val_r2_score: 0.8155
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1349 - r2_score: 0.8673 - val_loss: 0.1684 - val_r2_score: 0.8191
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1298 - r2_score: 0.8724 - val_loss: 0.1670 - val_r2_score: 0.8206
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1242 - r2_score: 0.8778 - val_loss: 0.1638 - val_r2_score: 0.8240
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1184 - r2_score: 0.8835 - val_loss: 0.1616 - val_r2_score: 0.8264
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1139 - r2_score: 0.8880 - val_loss: 0.1609 - val_r2_score: 0.8271
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1101 - r2_score: 0.8918 - val_loss: 0.1587 - val_r2_score: 0.8295
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1066 - r2_score: 0.8952 - val_loss: 0.1600 - val_r2_score: 0.8281
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1133 - r2_score: 0.8867 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.9060 - r2_score: 0.1091 - val_loss: 0.7200 - val_r2_score: 0.2265
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6183 - r2_score: 0.3920 - val_loss: 0.4657 - val_r2_score: 0.4997
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4415 - r2_score: 0.5659 - val_loss: 0.3719 - val_r2_score: 0.6005
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3636 - r2_score: 0.6424 - val_loss: 0.3208 - val_r2_score: 0.6553
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3145 - r2_score: 0.6908 - val_loss: 0.2883 - val_r2_score: 0.6903
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2808 - r2_score: 0.7239 - val_loss: 0.2653 - val_r2_score: 0.7149
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2570 - r2_score: 0.7473 - val_loss: 0.2449 - val_r2_score: 0.7369
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2363 - r2_score: 0.7676 - val_loss: 0.2306 - val_r2_score: 0.7522
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2195 - r2_score: 0.7842 - val_loss: 0.2179 - val_r2_score: 0.7659
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2042 - r2_score: 0.7992 - val_loss: 0.2077 - val_r2_score: 0.7769
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1925 - r2_score: 0.8108 - val_loss: 0.1996 - val_r2_score: 0.7855
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1776 - r2_score: 0.8254 - val_loss: 0.1921 - val_r2_score: 0.7936
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1663 - r2_score: 0.8365 - val_loss: 0.1891 - val_r2_score: 0.7969
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1573 - r2_score: 0.8453 - val_loss: 0.1867 - val_r2_score: 0.7994
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1477 - r2_score: 0.8548 - val_loss: 0.1828 - val_r2_score: 0.8036
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1405 - r2_score: 0.8618 - val_loss: 0.1827 - val_r2_score: 0.8037
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1338 - r2_score: 0.8685 - val_loss: 0.1810 - val_r2_score: 0.8055
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1283 - r2_score: 0.8738 - val_loss: 0.1805 - val_r2_score: 0.8061
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1232 - r2_score: 0.8789 - val_loss: 0.1796 - val_r2_score: 0.8070
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1191 - r2_score: 0.8829 - val_loss: 0.1791 - val_r2_score: 0.8076
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1271 - r2_score: 0.8729 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 0.9747 - r2_score: 0.0416 - val_loss: 0.8217 - val_r2_score: 0.1172
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.8151 - r2_score: 0.1985 - val_loss: 0.6414 - val_r2_score: 0.3109
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.6370 - r2_score: 0.3736 - val_loss: 0.4786 - val_r2_score: 0.4858
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4758 - r2_score: 0.5321 - val_loss: 0.3750 - val_r2_score: 0.5971
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3840 - r2_score: 0.6224 - val_loss: 0.3253 - val_r2_score: 0.6505
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3318 - r2_score: 0.6737 - val_loss: 0.2978 - val_r2_score: 0.6800
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2965 - r2_score: 0.7085 - val_loss: 0.2722 - val_r2_score: 0.7076
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2677 - r2_score: 0.7367 - val_loss: 0.2510 - val_r2_score: 0.7303
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2435 - r2_score: 0.7605 - val_loss: 0.2379 - val_r2_score: 0.7444
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2266 - r2_score: 0.7772 - val_loss: 0.2281 - val_r2_score: 0.7550
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2114 - r2_score: 0.7921 - val_loss: 0.2186 - val_r2_score: 0.7652
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1986 - r2_score: 0.8047 - val_loss: 0.2116 - val_r2_score: 0.7727
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1859 - r2_score: 0.8172 - val_loss: 0.2013 - val_r2_score: 0.7837
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1742 - r2_score: 0.8287 - val_loss: 0.1945 - val_r2_score: 0.7910
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1656 - r2_score: 0.8372 - val_loss: 0.1889 - val_r2_score: 0.7970
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1581 - r2_score: 0.8446 - val_loss: 0.1834 - val_r2_score: 0.8030
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1498 - r2_score: 0.8527 - val_loss: 0.1806 - val_r2_score: 0.8060
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1438 - r2_score: 0.8586 - val_loss: 0.1780 - val_r2_score: 0.8087
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1382 - r2_score: 0.8641 - val_loss: 0.1744 - val_r2_score: 0.8127
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1330 - r2_score: 0.8692 - val_loss: 0.1726 - val_r2_score: 0.8146
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1373 - r2_score: 0.8627 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.8504 - r2_score: 0.1638 - val_loss: 0.6927 - val_r2_score: 0.2558
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.5744 - r2_score: 0.4352 - val_loss: 0.4846 - val_r2_score: 0.4793
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4211 - r2_score: 0.5859 - val_loss: 0.3804 - val_r2_score: 0.5913
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3374 - r2_score: 0.6682 - val_loss: 0.3272 - val_r2_score: 0.6484
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2891 - r2_score: 0.7158 - val_loss: 0.3012 - val_r2_score: 0.6764
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2568 - r2_score: 0.7475 - val_loss: 0.2786 - val_r2_score: 0.7007
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2321 - r2_score: 0.7718 - val_loss: 0.2654 - val_r2_score: 0.7148
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2153 - r2_score: 0.7883 - val_loss: 0.2513 - val_r2_score: 0.7300
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2016 - r2_score: 0.8017 - val_loss: 0.2447 - val_r2_score: 0.7371
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1903 - r2_score: 0.8129 - val_loss: 0.2383 - val_r2_score: 0.7440
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1792 - r2_score: 0.8238 - val_loss: 0.2334 - val_r2_score: 0.7492
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1685 - r2_score: 0.8344 - val_loss: 0.2300 - val_r2_score: 0.7529
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1586 - r2_score: 0.8441 - val_loss: 0.2243 - val_r2_score: 0.7590
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1498 - r2_score: 0.8527 - val_loss: 0.2246 - val_r2_score: 0.7587
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1422 - r2_score: 0.8601 - val_loss: 0.2182 - val_r2_score: 0.7655
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1358 - r2_score: 0.8665 - val_loss: 0.2220 - val_r2_score: 0.7615
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1299 - r2_score: 0.8722 - val_loss: 0.2181 - val_r2_score: 0.7657
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1244 - r2_score: 0.8777 - val_loss: 0.2178 - val_r2_score: 0.7660
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1204 - r2_score: 0.8816 - val_loss: 0.2159 - val_r2_score: 0.7680
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1152 - r2_score: 0.8867 - val_loss: 0.2157 - val_r2_score: 0.7683
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1319 - r2_score: 0.8681 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 34ms/step - loss: 0.9969 - r2_score: 0.0197 - val_loss: 0.7967 - val_r2_score: 0.1440
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.6616 - r2_score: 0.3494 - val_loss: 0.5309 - val_r2_score: 0.4297
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4593 - r2_score: 0.5484 - val_loss: 0.3905 - val_r2_score: 0.5804
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3707 - r2_score: 0.6355 - val_loss: 0.3402 - val_r2_score: 0.6344
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.3290 - r2_score: 0.6765 - val_loss: 0.3083 - val_r2_score: 0.6688
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2934 - r2_score: 0.7116 - val_loss: 0.2880 - val_r2_score: 0.6906
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2701 - r2_score: 0.7344 - val_loss: 0.2721 - val_r2_score: 0.7077
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2473 - r2_score: 0.7568 - val_loss: 0.2604 - val_r2_score: 0.7202
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2314 - r2_score: 0.7724 - val_loss: 0.2527 - val_r2_score: 0.7285
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2137 - r2_score: 0.7899 - val_loss: 0.2414 - val_r2_score: 0.7406
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1993 - r2_score: 0.8040 - val_loss: 0.2354 - val_r2_score: 0.7471
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1876 - r2_score: 0.8155 - val_loss: 0.2289 - val_r2_score: 0.7540
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1773 - r2_score: 0.8257 - val_loss: 0.2221 - val_r2_score: 0.7613
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1683 - r2_score: 0.8345 - val_loss: 0.2209 - val_r2_score: 0.7626
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1599 - r2_score: 0.8428 - val_loss: 0.2157 - val_r2_score: 0.7682
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1521 - r2_score: 0.8504 - val_loss: 0.2135 - val_r2_score: 0.7706
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1454 - r2_score: 0.8570 - val_loss: 0.2103 - val_r2_score: 0.7740
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1389 - r2_score: 0.8634 - val_loss: 0.2114 - val_r2_score: 0.7729
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1332 - r2_score: 0.8691 - val_loss: 0.2088 - val_r2_score: 0.7757
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1277 - r2_score: 0.8744 - val_loss: 0.2066 - val_r2_score: 0.7781
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1398 - r2_score: 0.8602 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.8743 - r2_score: 0.1404 - val_loss: 0.5958 - val_r2_score: 0.3598
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5573 - r2_score: 0.4521 - val_loss: 0.3867 - val_r2_score: 0.5846
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4049 - r2_score: 0.6019 - val_loss: 0.3364 - val_r2_score: 0.6386
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3252 - r2_score: 0.6802 - val_loss: 0.2762 - val_r2_score: 0.7033
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2682 - r2_score: 0.7363 - val_loss: 0.2440 - val_r2_score: 0.7378
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2285 - r2_score: 0.7753 - val_loss: 0.2283 - val_r2_score: 0.7547
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2010 - r2_score: 0.8023 - val_loss: 0.2122 - val_r2_score: 0.7720
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1823 - r2_score: 0.8208 - val_loss: 0.2054 - val_r2_score: 0.7793
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1665 - r2_score: 0.8363 - val_loss: 0.1992 - val_r2_score: 0.7860
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1537 - r2_score: 0.8489 - val_loss: 0.1980 - val_r2_score: 0.7873
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1434 - r2_score: 0.8590 - val_loss: 0.1962 - val_r2_score: 0.7892
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1331 - r2_score: 0.8691 - val_loss: 0.1981 - val_r2_score: 0.7871
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1258 - r2_score: 0.8763 - val_loss: 0.1945 - val_r2_score: 0.7910
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1181 - r2_score: 0.8839 - val_loss: 0.1987 - val_r2_score: 0.7865
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1121 - r2_score: 0.8898 - val_loss: 0.1965 - val_r2_score: 0.7889
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.1079 - r2_score: 0.8939 - val_loss: 0.1971 - val_r2_score: 0.7882
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1034 - r2_score: 0.8983 - val_loss: 0.1958 - val_r2_score: 0.7897
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.1006 - r2_score: 0.9011 - val_loss: 0.1968 - val_r2_score: 0.7886
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0971 - r2_score: 0.9045 - val_loss: 0.1952 - val_r2_score: 0.7903
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0938 - r2_score: 0.9078 - val_loss: 0.1953 - val_r2_score: 0.7902
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1114 - r2_score: 0.8886 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 0.9088 - r2_score: 0.1064 - val_loss: 0.7249 - val_r2_score: 0.2212
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.7007 - r2_score: 0.3110 - val_loss: 0.4911 - val_r2_score: 0.4723
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4791 - r2_score: 0.5289 - val_loss: 0.3331 - val_r2_score: 0.6421
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3610 - r2_score: 0.6450 - val_loss: 0.2917 - val_r2_score: 0.6866
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3107 - r2_score: 0.6945 - val_loss: 0.2648 - val_r2_score: 0.7155
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2761 - r2_score: 0.7286 - val_loss: 0.2415 - val_r2_score: 0.7405
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2479 - r2_score: 0.7562 - val_loss: 0.2232 - val_r2_score: 0.7602
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2228 - r2_score: 0.7809 - val_loss: 0.2105 - val_r2_score: 0.7739
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2021 - r2_score: 0.8012 - val_loss: 0.2064 - val_r2_score: 0.7783
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1890 - r2_score: 0.8141 - val_loss: 0.1948 - val_r2_score: 0.7907
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1739 - r2_score: 0.8290 - val_loss: 0.1903 - val_r2_score: 0.7955
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1628 - r2_score: 0.8400 - val_loss: 0.1854 - val_r2_score: 0.8008
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1537 - r2_score: 0.8489 - val_loss: 0.1816 - val_r2_score: 0.8048
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1454 - r2_score: 0.8570 - val_loss: 0.1778 - val_r2_score: 0.8090
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1380 - r2_score: 0.8643 - val_loss: 0.1791 - val_r2_score: 0.8075
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1330 - r2_score: 0.8692 - val_loss: 0.1750 - val_r2_score: 0.8120
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1259 - r2_score: 0.8762 - val_loss: 0.1732 - val_r2_score: 0.8139
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1221 - r2_score: 0.8800 - val_loss: 0.1751 - val_r2_score: 0.8119
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1197 - r2_score: 0.8823 - val_loss: 0.1792 - val_r2_score: 0.8074
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1130 - r2_score: 0.8889 - val_loss: 0.1738 - val_r2_score: 0.8133
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.1219 - r2_score: 0.8781 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 34ms/step - loss: 0.8063 - r2_score: 0.2072 - val_loss: 0.6357 - val_r2_score: 0.3171
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.5918 - r2_score: 0.4181 - val_loss: 0.5249 - val_r2_score: 0.4360
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4560 - r2_score: 0.5516 - val_loss: 0.4420 - val_r2_score: 0.5251
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3605 - r2_score: 0.6456 - val_loss: 0.3634 - val_r2_score: 0.6096
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3029 - r2_score: 0.7022 - val_loss: 0.3045 - val_r2_score: 0.6729
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2608 - r2_score: 0.7436 - val_loss: 0.2758 - val_r2_score: 0.7036
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2320 - r2_score: 0.7719 - val_loss: 0.2523 - val_r2_score: 0.7290
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2128 - r2_score: 0.7908 - val_loss: 0.2392 - val_r2_score: 0.7430
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1969 - r2_score: 0.8064 - val_loss: 0.2306 - val_r2_score: 0.7522
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1859 - r2_score: 0.8172 - val_loss: 0.2275 - val_r2_score: 0.7556
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1748 - r2_score: 0.8281 - val_loss: 0.2198 - val_r2_score: 0.7639
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1658 - r2_score: 0.8369 - val_loss: 0.2135 - val_r2_score: 0.7707
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1573 - r2_score: 0.8454 - val_loss: 0.2117 - val_r2_score: 0.7725
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1498 - r2_score: 0.8527 - val_loss: 0.2091 - val_r2_score: 0.7753
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1455 - r2_score: 0.8570 - val_loss: 0.2039 - val_r2_score: 0.7810
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1369 - r2_score: 0.8654 - val_loss: 0.2043 - val_r2_score: 0.7805
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1326 - r2_score: 0.8697 - val_loss: 0.2013 - val_r2_score: 0.7837
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1285 - r2_score: 0.8737 - val_loss: 0.2005 - val_r2_score: 0.7845
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1240 - r2_score: 0.8781 - val_loss: 0.2001 - val_r2_score: 0.7851
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1197 - r2_score: 0.8823 - val_loss: 0.2013 - val_r2_score: 0.7838
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1319 - r2_score: 0.8681 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 1.6484 - r2_score: -0.6208 - val_loss: 0.7204 - val_r2_score: 0.2261
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.7318 - r2_score: 0.2804 - val_loss: 0.5219 - val_r2_score: 0.4393
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4384 - r2_score: 0.5690 - val_loss: 0.4024 - val_r2_score: 0.5676
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3588 - r2_score: 0.6472 - val_loss: 0.3513 - val_r2_score: 0.6226
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3071 - r2_score: 0.6980 - val_loss: 0.3125 - val_r2_score: 0.6643
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2730 - r2_score: 0.7316 - val_loss: 0.2877 - val_r2_score: 0.6909
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2433 - r2_score: 0.7607 - val_loss: 0.2690 - val_r2_score: 0.7110
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2231 - r2_score: 0.7807 - val_loss: 0.2567 - val_r2_score: 0.7242
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2028 - r2_score: 0.8006 - val_loss: 0.2439 - val_r2_score: 0.7380
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1860 - r2_score: 0.8172 - val_loss: 0.2395 - val_r2_score: 0.7427
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1740 - r2_score: 0.8289 - val_loss: 0.2291 - val_r2_score: 0.7539
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1622 - r2_score: 0.8405 - val_loss: 0.2267 - val_r2_score: 0.7565
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1510 - r2_score: 0.8515 - val_loss: 0.2244 - val_r2_score: 0.7589
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1409 - r2_score: 0.8614 - val_loss: 0.2253 - val_r2_score: 0.7580
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1334 - r2_score: 0.8688 - val_loss: 0.2228 - val_r2_score: 0.7607
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1261 - r2_score: 0.8761 - val_loss: 0.2194 - val_r2_score: 0.7643
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1205 - r2_score: 0.8815 - val_loss: 0.2213 - val_r2_score: 0.7622
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1146 - r2_score: 0.8873 - val_loss: 0.2199 - val_r2_score: 0.7637
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1103 - r2_score: 0.8915 - val_loss: 0.2208 - val_r2_score: 0.7628
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1057 - r2_score: 0.8961 - val_loss: 0.2185 - val_r2_score: 0.7653
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1244 - r2_score: 0.8756 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 26ms/step - loss: 0.9144 - r2_score: 0.1009 - val_loss: 0.6658 - val_r2_score: 0.2846
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6114 - r2_score: 0.3989 - val_loss: 0.4402 - val_r2_score: 0.5271
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4430 - r2_score: 0.5644 - val_loss: 0.3540 - val_r2_score: 0.6197
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3510 - r2_score: 0.6548 - val_loss: 0.2950 - val_r2_score: 0.6830
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2871 - r2_score: 0.7177 - val_loss: 0.2614 - val_r2_score: 0.7192
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2475 - r2_score: 0.7567 - val_loss: 0.2377 - val_r2_score: 0.7446
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2200 - r2_score: 0.7836 - val_loss: 0.2213 - val_r2_score: 0.7622
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2016 - r2_score: 0.8018 - val_loss: 0.2106 - val_r2_score: 0.7737
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1877 - r2_score: 0.8154 - val_loss: 0.2039 - val_r2_score: 0.7809
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1765 - r2_score: 0.8264 - val_loss: 0.1960 - val_r2_score: 0.7894
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1666 - r2_score: 0.8362 - val_loss: 0.1905 - val_r2_score: 0.7953
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1579 - r2_score: 0.8448 - val_loss: 0.1880 - val_r2_score: 0.7980
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1500 - r2_score: 0.8525 - val_loss: 0.1812 - val_r2_score: 0.8053
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1425 - r2_score: 0.8599 - val_loss: 0.1800 - val_r2_score: 0.8066
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1366 - r2_score: 0.8657 - val_loss: 0.1761 - val_r2_score: 0.8108
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1304 - r2_score: 0.8718 - val_loss: 0.1722 - val_r2_score: 0.8149
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1246 - r2_score: 0.8775 - val_loss: 0.1691 - val_r2_score: 0.8183
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1190 - r2_score: 0.8830 - val_loss: 0.1686 - val_r2_score: 0.8188
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1145 - r2_score: 0.8874 - val_loss: 0.1673 - val_r2_score: 0.8203
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1098 - r2_score: 0.8920 - val_loss: 0.1633 - val_r2_score: 0.8246
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1163 - r2_score: 0.8837 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 33ms/step - loss: 1.2398 - r2_score: -0.2190 - val_loss: 0.8977 - val_r2_score: 0.0356
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.7244 - r2_score: 0.2877 - val_loss: 0.4905 - val_r2_score: 0.4730
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4406 - r2_score: 0.5668 - val_loss: 0.3303 - val_r2_score: 0.6452
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3414 - r2_score: 0.6644 - val_loss: 0.2842 - val_r2_score: 0.6947
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2878 - r2_score: 0.7170 - val_loss: 0.2489 - val_r2_score: 0.7326
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2540 - r2_score: 0.7502 - val_loss: 0.2304 - val_r2_score: 0.7524
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2312 - r2_score: 0.7727 - val_loss: 0.2176 - val_r2_score: 0.7663
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2118 - r2_score: 0.7917 - val_loss: 0.2072 - val_r2_score: 0.7774
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1983 - r2_score: 0.8050 - val_loss: 0.2001 - val_r2_score: 0.7851
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1837 - r2_score: 0.8194 - val_loss: 0.1911 - val_r2_score: 0.7947
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1745 - r2_score: 0.8285 - val_loss: 0.1854 - val_r2_score: 0.8009
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1644 - r2_score: 0.8383 - val_loss: 0.1824 - val_r2_score: 0.8040
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1564 - r2_score: 0.8462 - val_loss: 0.1800 - val_r2_score: 0.8066
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1490 - r2_score: 0.8534 - val_loss: 0.1767 - val_r2_score: 0.8102
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1423 - r2_score: 0.8600 - val_loss: 0.1749 - val_r2_score: 0.8121
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1356 - r2_score: 0.8667 - val_loss: 0.1740 - val_r2_score: 0.8131
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1307 - r2_score: 0.8715 - val_loss: 0.1718 - val_r2_score: 0.8154
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1266 - r2_score: 0.8755 - val_loss: 0.1735 - val_r2_score: 0.8136
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1235 - r2_score: 0.8786 - val_loss: 0.1738 - val_r2_score: 0.8133
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1158 - r2_score: 0.8862 - val_loss: 0.1749 - val_r2_score: 0.8121
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1230 - r2_score: 0.8770 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 4s 188ms/step - loss: 0.8999 - r2_score: 0.1152 - val_loss: 0.5813 - val_r2_score: 0.3755
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.5458 - r2_score: 0.4633 - val_loss: 0.3950 - val_r2_score: 0.5756
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.4046 - r2_score: 0.6021 - val_loss: 0.3143 - val_r2_score: 0.6623
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3353 - r2_score: 0.6703 - val_loss: 0.2734 - val_r2_score: 0.7063
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2942 - r2_score: 0.7107 - val_loss: 0.2498 - val_r2_score: 0.7316
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2661 - r2_score: 0.7383 - val_loss: 0.2309 - val_r2_score: 0.7519
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2434 - r2_score: 0.7607 - val_loss: 0.2186 - val_r2_score: 0.7651
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2227 - r2_score: 0.7810 - val_loss: 0.2074 - val_r2_score: 0.7772
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2067 - r2_score: 0.7968 - val_loss: 0.1973 - val_r2_score: 0.7880
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1913 - r2_score: 0.8119 - val_loss: 0.1928 - val_r2_score: 0.7929
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1799 - r2_score: 0.8231 - val_loss: 0.1910 - val_r2_score: 0.7948
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1712 - r2_score: 0.8317 - val_loss: 0.1887 - val_r2_score: 0.7972
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1612 - r2_score: 0.8415 - val_loss: 0.1914 - val_r2_score: 0.7944
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1535 - r2_score: 0.8491 - val_loss: 0.1839 - val_r2_score: 0.8024
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1472 - r2_score: 0.8552 - val_loss: 0.1852 - val_r2_score: 0.8011
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1409 - r2_score: 0.8615 - val_loss: 0.1829 - val_r2_score: 0.8035
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1391 - r2_score: 0.8633 - val_loss: 0.1887 - val_r2_score: 0.7972
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1327 - r2_score: 0.8695 - val_loss: 0.1809 - val_r2_score: 0.8057
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1276 - r2_score: 0.8746 - val_loss: 0.1826 - val_r2_score: 0.8038
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1248 - r2_score: 0.8773 - val_loss: 0.1847 - val_r2_score: 0.8016
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1324 - r2_score: 0.8676 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 37ms/step - loss: 0.9135 - r2_score: 0.1018 - val_loss: 0.6370 - val_r2_score: 0.3156
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.5938 - r2_score: 0.4161 - val_loss: 0.4040 - val_r2_score: 0.5660
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.4249 - r2_score: 0.5822 - val_loss: 0.3473 - val_r2_score: 0.6269
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.3370 - r2_score: 0.6687 - val_loss: 0.2893 - val_r2_score: 0.6891
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.2854 - r2_score: 0.7194 - val_loss: 0.2735 - val_r2_score: 0.7062
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2518 - r2_score: 0.7524 - val_loss: 0.2581 - val_r2_score: 0.7227
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2292 - r2_score: 0.7747 - val_loss: 0.2442 - val_r2_score: 0.7377
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.2160 - r2_score: 0.7876 - val_loss: 0.2422 - val_r2_score: 0.7398
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.2009 - r2_score: 0.8024 - val_loss: 0.2399 - val_r2_score: 0.7422
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1871 - r2_score: 0.8160 - val_loss: 0.2324 - val_r2_score: 0.7503
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1757 - r2_score: 0.8272 - val_loss: 0.2251 - val_r2_score: 0.7582
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1651 - r2_score: 0.8377 - val_loss: 0.2311 - val_r2_score: 0.7517
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1578 - r2_score: 0.8449 - val_loss: 0.2235 - val_r2_score: 0.7599
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1510 - r2_score: 0.8515 - val_loss: 0.2322 - val_r2_score: 0.7506
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1447 - r2_score: 0.8577 - val_loss: 0.2152 - val_r2_score: 0.7688
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1405 - r2_score: 0.8618 - val_loss: 0.2155 - val_r2_score: 0.7684
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1297 - r2_score: 0.8725 - val_loss: 0.2148 - val_r2_score: 0.7692
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1252 - r2_score: 0.8769 - val_loss: 0.2077 - val_r2_score: 0.7769
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1235 - r2_score: 0.8786 - val_loss: 0.2052 - val_r2_score: 0.7795
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1187 - r2_score: 0.8833 - val_loss: 0.2082 - val_r2_score: 0.7763
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1324 - r2_score: 0.8676 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 1.3683 - r2_score: -0.3454 - val_loss: 1.0013 - val_r2_score: -0.0757
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.9285 - r2_score: 0.0870 - val_loss: 0.6996 - val_r2_score: 0.2483
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6689 - r2_score: 0.3423 - val_loss: 0.5059 - val_r2_score: 0.4565
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4926 - r2_score: 0.5156 - val_loss: 0.3918 - val_r2_score: 0.5790
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3837 - r2_score: 0.6227 - val_loss: 0.3198 - val_r2_score: 0.6564
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3122 - r2_score: 0.6931 - val_loss: 0.2782 - val_r2_score: 0.7011
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2671 - r2_score: 0.7374 - val_loss: 0.2524 - val_r2_score: 0.7289
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2366 - r2_score: 0.7674 - val_loss: 0.2325 - val_r2_score: 0.7502
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2139 - r2_score: 0.7897 - val_loss: 0.2185 - val_r2_score: 0.7652
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1958 - r2_score: 0.8075 - val_loss: 0.2080 - val_r2_score: 0.7765
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1799 - r2_score: 0.8231 - val_loss: 0.2003 - val_r2_score: 0.7848
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1670 - r2_score: 0.8358 - val_loss: 0.1932 - val_r2_score: 0.7924
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1567 - r2_score: 0.8459 - val_loss: 0.1876 - val_r2_score: 0.7984
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1473 - r2_score: 0.8552 - val_loss: 0.1827 - val_r2_score: 0.8037
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1387 - r2_score: 0.8636 - val_loss: 0.1787 - val_r2_score: 0.8080
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1314 - r2_score: 0.8708 - val_loss: 0.1748 - val_r2_score: 0.8122
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1248 - r2_score: 0.8773 - val_loss: 0.1720 - val_r2_score: 0.8152
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1194 - r2_score: 0.8826 - val_loss: 0.1704 - val_r2_score: 0.8169
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1142 - r2_score: 0.8877 - val_loss: 0.1686 - val_r2_score: 0.8189
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1097 - r2_score: 0.8921 - val_loss: 0.1667 - val_r2_score: 0.8208
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1175 - r2_score: 0.8825 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 1.0778 - r2_score: -0.0598 - val_loss: 0.7843 - val_r2_score: 0.1574
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.7528 - r2_score: 0.2598 - val_loss: 0.5377 - val_r2_score: 0.4223
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5666 - r2_score: 0.4429 - val_loss: 0.4095 - val_r2_score: 0.5600
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4627 - r2_score: 0.5451 - val_loss: 0.3407 - val_r2_score: 0.6340
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4016 - r2_score: 0.6051 - val_loss: 0.2993 - val_r2_score: 0.6785
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3600 - r2_score: 0.6460 - val_loss: 0.2739 - val_r2_score: 0.7058
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3299 - r2_score: 0.6756 - val_loss: 0.2561 - val_r2_score: 0.7249
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3051 - r2_score: 0.7000 - val_loss: 0.2429 - val_r2_score: 0.7390
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2844 - r2_score: 0.7204 - val_loss: 0.2323 - val_r2_score: 0.7504
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2659 - r2_score: 0.7385 - val_loss: 0.2236 - val_r2_score: 0.7598
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2497 - r2_score: 0.7545 - val_loss: 0.2160 - val_r2_score: 0.7679
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2353 - r2_score: 0.7687 - val_loss: 0.2098 - val_r2_score: 0.7746
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2225 - r2_score: 0.7813 - val_loss: 0.2044 - val_r2_score: 0.7804
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2113 - r2_score: 0.7923 - val_loss: 0.2002 - val_r2_score: 0.7849
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2019 - r2_score: 0.8015 - val_loss: 0.1960 - val_r2_score: 0.7895
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1929 - r2_score: 0.8103 - val_loss: 0.1921 - val_r2_score: 0.7936
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1847 - r2_score: 0.8184 - val_loss: 0.1884 - val_r2_score: 0.7976
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1772 - r2_score: 0.8258 - val_loss: 0.1850 - val_r2_score: 0.8013
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1706 - r2_score: 0.8323 - val_loss: 0.1818 - val_r2_score: 0.8047
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1641 - r2_score: 0.8387 - val_loss: 0.1786 - val_r2_score: 0.8081
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1636 - r2_score: 0.8364 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.9974 - r2_score: 0.0193 - val_loss: 0.6126 - val_r2_score: 0.3418
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5830 - r2_score: 0.4268 - val_loss: 0.4277 - val_r2_score: 0.5405
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4315 - r2_score: 0.5757 - val_loss: 0.3509 - val_r2_score: 0.6229
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3563 - r2_score: 0.6497 - val_loss: 0.3002 - val_r2_score: 0.6774
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3007 - r2_score: 0.7043 - val_loss: 0.2667 - val_r2_score: 0.7134
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2624 - r2_score: 0.7420 - val_loss: 0.2453 - val_r2_score: 0.7364
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2351 - r2_score: 0.7689 - val_loss: 0.2287 - val_r2_score: 0.7543
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2151 - r2_score: 0.7885 - val_loss: 0.2174 - val_r2_score: 0.7665
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1993 - r2_score: 0.8040 - val_loss: 0.2084 - val_r2_score: 0.7761
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1867 - r2_score: 0.8164 - val_loss: 0.2015 - val_r2_score: 0.7835
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1762 - r2_score: 0.8268 - val_loss: 0.1959 - val_r2_score: 0.7895
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1666 - r2_score: 0.8362 - val_loss: 0.1909 - val_r2_score: 0.7949
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1592 - r2_score: 0.8435 - val_loss: 0.1871 - val_r2_score: 0.7990
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1519 - r2_score: 0.8506 - val_loss: 0.1851 - val_r2_score: 0.8011
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1456 - r2_score: 0.8568 - val_loss: 0.1829 - val_r2_score: 0.8034
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1392 - r2_score: 0.8631 - val_loss: 0.1809 - val_r2_score: 0.8056
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1337 - r2_score: 0.8686 - val_loss: 0.1787 - val_r2_score: 0.8080
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1279 - r2_score: 0.8742 - val_loss: 0.1768 - val_r2_score: 0.8100
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1232 - r2_score: 0.8788 - val_loss: 0.1760 - val_r2_score: 0.8109
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1182 - r2_score: 0.8838 - val_loss: 0.1755 - val_r2_score: 0.8115
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1267 - r2_score: 0.8733 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 1.4850 - r2_score: -0.4602 - val_loss: 1.1321 - val_r2_score: -0.2164
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.8843 - r2_score: 0.1305 - val_loss: 0.7476 - val_r2_score: 0.1968
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5872 - r2_score: 0.4226 - val_loss: 0.5323 - val_r2_score: 0.4281
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4342 - r2_score: 0.5730 - val_loss: 0.4106 - val_r2_score: 0.5589
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3484 - r2_score: 0.6575 - val_loss: 0.3427 - val_r2_score: 0.6318
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2930 - r2_score: 0.7119 - val_loss: 0.3034 - val_r2_score: 0.6740
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2565 - r2_score: 0.7478 - val_loss: 0.2742 - val_r2_score: 0.7054
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2286 - r2_score: 0.7752 - val_loss: 0.2538 - val_r2_score: 0.7273
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2074 - r2_score: 0.7961 - val_loss: 0.2378 - val_r2_score: 0.7445
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1901 - r2_score: 0.8131 - val_loss: 0.2257 - val_r2_score: 0.7575
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1768 - r2_score: 0.8262 - val_loss: 0.2144 - val_r2_score: 0.7697
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1641 - r2_score: 0.8386 - val_loss: 0.2039 - val_r2_score: 0.7809
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1541 - r2_score: 0.8485 - val_loss: 0.1962 - val_r2_score: 0.7892
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1450 - r2_score: 0.8575 - val_loss: 0.1890 - val_r2_score: 0.7970
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1372 - r2_score: 0.8651 - val_loss: 0.1829 - val_r2_score: 0.8035
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1300 - r2_score: 0.8722 - val_loss: 0.1786 - val_r2_score: 0.8081
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1235 - r2_score: 0.8785 - val_loss: 0.1741 - val_r2_score: 0.8129
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1179 - r2_score: 0.8841 - val_loss: 0.1700 - val_r2_score: 0.8173
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1118 - r2_score: 0.8901 - val_loss: 0.1660 - val_r2_score: 0.8217
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1066 - r2_score: 0.8952 - val_loss: 0.1640 - val_r2_score: 0.8238
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1148 - r2_score: 0.8852 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 36ms/step - loss: 0.8349 - r2_score: 0.1791 - val_loss: 0.5968 - val_r2_score: 0.3588
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.5188 - r2_score: 0.4899 - val_loss: 0.4706 - val_r2_score: 0.4944
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4047 - r2_score: 0.6021 - val_loss: 0.3966 - val_r2_score: 0.5739
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3251 - r2_score: 0.6804 - val_loss: 0.3511 - val_r2_score: 0.6228
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2706 - r2_score: 0.7339 - val_loss: 0.3231 - val_r2_score: 0.6529
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2323 - r2_score: 0.7715 - val_loss: 0.3037 - val_r2_score: 0.6737
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2026 - r2_score: 0.8008 - val_loss: 0.2881 - val_r2_score: 0.6904
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1775 - r2_score: 0.8254 - val_loss: 0.2742 - val_r2_score: 0.7054
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1592 - r2_score: 0.8435 - val_loss: 0.2637 - val_r2_score: 0.7167
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1448 - r2_score: 0.8576 - val_loss: 0.2546 - val_r2_score: 0.7265
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1330 - r2_score: 0.8692 - val_loss: 0.2491 - val_r2_score: 0.7324
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1248 - r2_score: 0.8773 - val_loss: 0.2448 - val_r2_score: 0.7370
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1166 - r2_score: 0.8853 - val_loss: 0.2416 - val_r2_score: 0.7404
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1103 - r2_score: 0.8915 - val_loss: 0.2385 - val_r2_score: 0.7437
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1038 - r2_score: 0.8979 - val_loss: 0.2356 - val_r2_score: 0.7469
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0985 - r2_score: 0.9032 - val_loss: 0.2337 - val_r2_score: 0.7489
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0935 - r2_score: 0.9081 - val_loss: 0.2327 - val_r2_score: 0.7500
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0891 - r2_score: 0.9123 - val_loss: 0.2328 - val_r2_score: 0.7499
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0850 - r2_score: 0.9164 - val_loss: 0.2334 - val_r2_score: 0.7492
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0810 - r2_score: 0.9204 - val_loss: 0.2314 - val_r2_score: 0.7513
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1084 - r2_score: 0.8916 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 1.5518 - r2_score: -0.5258 - val_loss: 1.2584 - val_r2_score: -0.3520
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 1.1504 - r2_score: -0.1311 - val_loss: 0.9311 - val_r2_score: -3.0696e-04
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.8626 - r2_score: 0.1518 - val_loss: 0.7025 - val_r2_score: 0.2453
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6687 - r2_score: 0.3425 - val_loss: 0.5424 - val_r2_score: 0.4172
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5279 - r2_score: 0.4809 - val_loss: 0.4388 - val_r2_score: 0.5286
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4322 - r2_score: 0.5750 - val_loss: 0.3660 - val_r2_score: 0.6068
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3633 - r2_score: 0.6428 - val_loss: 0.3163 - val_r2_score: 0.6602
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3145 - r2_score: 0.6908 - val_loss: 0.2803 - val_r2_score: 0.6989
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2804 - r2_score: 0.7243 - val_loss: 0.2527 - val_r2_score: 0.7285
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2539 - r2_score: 0.7504 - val_loss: 0.2343 - val_r2_score: 0.7482
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2345 - r2_score: 0.7694 - val_loss: 0.2201 - val_r2_score: 0.7635
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2192 - r2_score: 0.7844 - val_loss: 0.2100 - val_r2_score: 0.7744
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2067 - r2_score: 0.7967 - val_loss: 0.2008 - val_r2_score: 0.7843
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1958 - r2_score: 0.8075 - val_loss: 0.1936 - val_r2_score: 0.7920
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1857 - r2_score: 0.8174 - val_loss: 0.1881 - val_r2_score: 0.7979
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1771 - r2_score: 0.8258 - val_loss: 0.1830 - val_r2_score: 0.8034
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1693 - r2_score: 0.8335 - val_loss: 0.1778 - val_r2_score: 0.8089
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1624 - r2_score: 0.8403 - val_loss: 0.1736 - val_r2_score: 0.8135
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1559 - r2_score: 0.8467 - val_loss: 0.1706 - val_r2_score: 0.8168
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1500 - r2_score: 0.8525 - val_loss: 0.1676 - val_r2_score: 0.8200
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1501 - r2_score: 0.8499 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 29ms/step - loss: 1.0770 - r2_score: -0.0590 - val_loss: 0.6667 - val_r2_score: 0.2837
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6379 - r2_score: 0.3727 - val_loss: 0.4481 - val_r2_score: 0.5185
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4592 - r2_score: 0.5485 - val_loss: 0.3540 - val_r2_score: 0.6197
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3636 - r2_score: 0.6425 - val_loss: 0.3012 - val_r2_score: 0.6764
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2994 - r2_score: 0.7056 - val_loss: 0.2686 - val_r2_score: 0.7114
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2573 - r2_score: 0.7470 - val_loss: 0.2483 - val_r2_score: 0.7332
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2265 - r2_score: 0.7773 - val_loss: 0.2338 - val_r2_score: 0.7488
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2026 - r2_score: 0.8008 - val_loss: 0.2225 - val_r2_score: 0.7610
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1859 - r2_score: 0.8172 - val_loss: 0.2130 - val_r2_score: 0.7712
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1715 - r2_score: 0.8314 - val_loss: 0.2075 - val_r2_score: 0.7771
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1596 - r2_score: 0.8431 - val_loss: 0.2020 - val_r2_score: 0.7829
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1500 - r2_score: 0.8525 - val_loss: 0.1966 - val_r2_score: 0.7888
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1418 - r2_score: 0.8606 - val_loss: 0.1937 - val_r2_score: 0.7919
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1336 - r2_score: 0.8686 - val_loss: 0.1911 - val_r2_score: 0.7947
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1263 - r2_score: 0.8758 - val_loss: 0.1892 - val_r2_score: 0.7968
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1200 - r2_score: 0.8820 - val_loss: 0.1882 - val_r2_score: 0.7978
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1136 - r2_score: 0.8883 - val_loss: 0.1882 - val_r2_score: 0.7978
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1086 - r2_score: 0.8932 - val_loss: 0.1872 - val_r2_score: 0.7989
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1033 - r2_score: 0.8984 - val_loss: 0.1869 - val_r2_score: 0.7992
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0989 - r2_score: 0.9028 - val_loss: 0.1844 - val_r2_score: 0.8019
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1128 - r2_score: 0.8872 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 37ms/step - loss: 1.1338 - r2_score: -0.1148 - val_loss: 0.8041 - val_r2_score: 0.1361
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.6753 - r2_score: 0.3360 - val_loss: 0.4952 - val_r2_score: 0.4680
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4611 - r2_score: 0.5466 - val_loss: 0.3750 - val_r2_score: 0.5971
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3631 - r2_score: 0.6430 - val_loss: 0.3184 - val_r2_score: 0.6579
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3032 - r2_score: 0.7019 - val_loss: 0.2754 - val_r2_score: 0.7041
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.2591 - r2_score: 0.7452 - val_loss: 0.2439 - val_r2_score: 0.7379
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2280 - r2_score: 0.7758 - val_loss: 0.2204 - val_r2_score: 0.7632
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2035 - r2_score: 0.7999 - val_loss: 0.2042 - val_r2_score: 0.7806
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1828 - r2_score: 0.8202 - val_loss: 0.1936 - val_r2_score: 0.7921
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1667 - r2_score: 0.8361 - val_loss: 0.1857 - val_r2_score: 0.8005
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1532 - r2_score: 0.8493 - val_loss: 0.1808 - val_r2_score: 0.8057
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1431 - r2_score: 0.8593 - val_loss: 0.1765 - val_r2_score: 0.8104
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1330 - r2_score: 0.8692 - val_loss: 0.1717 - val_r2_score: 0.8155
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1258 - r2_score: 0.8763 - val_loss: 0.1701 - val_r2_score: 0.8172
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1184 - r2_score: 0.8836 - val_loss: 0.1671 - val_r2_score: 0.8205
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1128 - r2_score: 0.8891 - val_loss: 0.1651 - val_r2_score: 0.8227
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1068 - r2_score: 0.8950 - val_loss: 0.1649 - val_r2_score: 0.8228
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1020 - r2_score: 0.8997 - val_loss: 0.1621 - val_r2_score: 0.8258
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0975 - r2_score: 0.9042 - val_loss: 0.1619 - val_r2_score: 0.8260
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0932 - r2_score: 0.9083 - val_loss: 0.1617 - val_r2_score: 0.8263
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1039 - r2_score: 0.8961 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 35ms/step - loss: 0.9887 - r2_score: 0.0279 - val_loss: 0.6310 - val_r2_score: 0.3221
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6319 - r2_score: 0.3786 - val_loss: 0.4260 - val_r2_score: 0.5423
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4380 - r2_score: 0.5693 - val_loss: 0.3321 - val_r2_score: 0.6432
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3473 - r2_score: 0.6585 - val_loss: 0.2845 - val_r2_score: 0.6943
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2880 - r2_score: 0.7168 - val_loss: 0.2524 - val_r2_score: 0.7289
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2499 - r2_score: 0.7543 - val_loss: 0.2311 - val_r2_score: 0.7517
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2203 - r2_score: 0.7834 - val_loss: 0.2176 - val_r2_score: 0.7662
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1975 - r2_score: 0.8058 - val_loss: 0.2071 - val_r2_score: 0.7775
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1790 - r2_score: 0.8240 - val_loss: 0.2005 - val_r2_score: 0.7845
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1647 - r2_score: 0.8380 - val_loss: 0.1946 - val_r2_score: 0.7909
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1516 - r2_score: 0.8509 - val_loss: 0.1910 - val_r2_score: 0.7948
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1404 - r2_score: 0.8619 - val_loss: 0.1882 - val_r2_score: 0.7978
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1309 - r2_score: 0.8712 - val_loss: 0.1849 - val_r2_score: 0.8014
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1223 - r2_score: 0.8797 - val_loss: 0.1837 - val_r2_score: 0.8027
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1155 - r2_score: 0.8865 - val_loss: 0.1822 - val_r2_score: 0.8043
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1082 - r2_score: 0.8936 - val_loss: 0.1820 - val_r2_score: 0.8045
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1018 - r2_score: 0.8999 - val_loss: 0.1799 - val_r2_score: 0.8068
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0962 - r2_score: 0.9054 - val_loss: 0.1803 - val_r2_score: 0.8063
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0909 - r2_score: 0.9106 - val_loss: 0.1810 - val_r2_score: 0.8055
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0864 - r2_score: 0.9151 - val_loss: 0.1811 - val_r2_score: 0.8055
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1019 - r2_score: 0.8981 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 2.2124 - r2_score: -1.1754 - val_loss: 1.7601 - val_r2_score: -0.8911
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 1.6486 - r2_score: -0.6210 - val_loss: 1.2873 - val_r2_score: -0.3830
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 1.1960 - r2_score: -0.1760 - val_loss: 0.9199 - val_r2_score: 0.0117
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.8540 - r2_score: 0.1603 - val_loss: 0.6600 - val_r2_score: 0.2909
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6184 - r2_score: 0.3919 - val_loss: 0.4828 - val_r2_score: 0.4813
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4606 - r2_score: 0.5471 - val_loss: 0.3718 - val_r2_score: 0.6005
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3622 - r2_score: 0.6439 - val_loss: 0.3038 - val_r2_score: 0.6736
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2996 - r2_score: 0.7054 - val_loss: 0.2638 - val_r2_score: 0.7166
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2616 - r2_score: 0.7428 - val_loss: 0.2387 - val_r2_score: 0.7436
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2343 - r2_score: 0.7697 - val_loss: 0.2232 - val_r2_score: 0.7602
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2147 - r2_score: 0.7889 - val_loss: 0.2111 - val_r2_score: 0.7732
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1990 - r2_score: 0.8043 - val_loss: 0.2030 - val_r2_score: 0.7819
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1852 - r2_score: 0.8179 - val_loss: 0.1966 - val_r2_score: 0.7888
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1736 - r2_score: 0.8293 - val_loss: 0.1921 - val_r2_score: 0.7936
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1639 - r2_score: 0.8389 - val_loss: 0.1856 - val_r2_score: 0.8005
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1548 - r2_score: 0.8478 - val_loss: 0.1806 - val_r2_score: 0.8060
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1469 - r2_score: 0.8555 - val_loss: 0.1770 - val_r2_score: 0.8098
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1404 - r2_score: 0.8620 - val_loss: 0.1733 - val_r2_score: 0.8138
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1339 - r2_score: 0.8683 - val_loss: 0.1690 - val_r2_score: 0.8184
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1279 - r2_score: 0.8742 - val_loss: 0.1666 - val_r2_score: 0.8210
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1321 - r2_score: 0.8679 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 1.2657 - r2_score: -0.2445 - val_loss: 0.7305 - val_r2_score: 0.2151
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6337 - r2_score: 0.3769 - val_loss: 0.4766 - val_r2_score: 0.4879
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4363 - r2_score: 0.5710 - val_loss: 0.3781 - val_r2_score: 0.5938
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3396 - r2_score: 0.6660 - val_loss: 0.3244 - val_r2_score: 0.6515
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2814 - r2_score: 0.7233 - val_loss: 0.2913 - val_r2_score: 0.6870
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2434 - r2_score: 0.7607 - val_loss: 0.2725 - val_r2_score: 0.7073
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2173 - r2_score: 0.7863 - val_loss: 0.2537 - val_r2_score: 0.7275
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1997 - r2_score: 0.8036 - val_loss: 0.2422 - val_r2_score: 0.7397
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1852 - r2_score: 0.8179 - val_loss: 0.2312 - val_r2_score: 0.7516
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1742 - r2_score: 0.8287 - val_loss: 0.2217 - val_r2_score: 0.7618
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1644 - r2_score: 0.8383 - val_loss: 0.2155 - val_r2_score: 0.7685
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1558 - r2_score: 0.8468 - val_loss: 0.2073 - val_r2_score: 0.7773
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1483 - r2_score: 0.8542 - val_loss: 0.2025 - val_r2_score: 0.7824
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1422 - r2_score: 0.8602 - val_loss: 0.1997 - val_r2_score: 0.7854
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1356 - r2_score: 0.8667 - val_loss: 0.1967 - val_r2_score: 0.7886
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1303 - r2_score: 0.8719 - val_loss: 0.1921 - val_r2_score: 0.7936
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1245 - r2_score: 0.8776 - val_loss: 0.1904 - val_r2_score: 0.7954
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1199 - r2_score: 0.8821 - val_loss: 0.1875 - val_r2_score: 0.7986
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1151 - r2_score: 0.8868 - val_loss: 0.1838 - val_r2_score: 0.8025
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1107 - r2_score: 0.8911 - val_loss: 0.1814 - val_r2_score: 0.8051
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1216 - r2_score: 0.8784 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 0.9385 - r2_score: 0.0772 - val_loss: 0.6836 - val_r2_score: 0.2656
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5749 - r2_score: 0.4347 - val_loss: 0.4356 - val_r2_score: 0.5320
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3982 - r2_score: 0.6084 - val_loss: 0.3237 - val_r2_score: 0.6522
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3084 - r2_score: 0.6968 - val_loss: 0.2601 - val_r2_score: 0.7206
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2464 - r2_score: 0.7577 - val_loss: 0.2197 - val_r2_score: 0.7640
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2061 - r2_score: 0.7973 - val_loss: 0.1970 - val_r2_score: 0.7883
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1807 - r2_score: 0.8223 - val_loss: 0.1869 - val_r2_score: 0.7992
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1627 - r2_score: 0.8400 - val_loss: 0.1806 - val_r2_score: 0.8059
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1484 - r2_score: 0.8541 - val_loss: 0.1745 - val_r2_score: 0.8126
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1377 - r2_score: 0.8647 - val_loss: 0.1706 - val_r2_score: 0.8168
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1284 - r2_score: 0.8738 - val_loss: 0.1663 - val_r2_score: 0.8213
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1201 - r2_score: 0.8819 - val_loss: 0.1659 - val_r2_score: 0.8217
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1137 - r2_score: 0.8882 - val_loss: 0.1630 - val_r2_score: 0.8249
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1069 - r2_score: 0.8949 - val_loss: 0.1621 - val_r2_score: 0.8258
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1010 - r2_score: 0.9007 - val_loss: 0.1603 - val_r2_score: 0.8277
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0946 - r2_score: 0.9070 - val_loss: 0.1622 - val_r2_score: 0.8257
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0898 - r2_score: 0.9117 - val_loss: 0.1619 - val_r2_score: 0.8260
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0848 - r2_score: 0.9166 - val_loss: 0.1634 - val_r2_score: 0.8244
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0801 - r2_score: 0.9212 - val_loss: 0.1640 - val_r2_score: 0.8238
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0761 - r2_score: 0.9252 - val_loss: 0.1651 - val_r2_score: 0.8227
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0903 - r2_score: 0.9097 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 32ms/step - loss: 0.8502 - r2_score: 0.1641 - val_loss: 0.5712 - val_r2_score: 0.3863
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.5251 - r2_score: 0.4837 - val_loss: 0.3961 - val_r2_score: 0.5745
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3833 - r2_score: 0.6231 - val_loss: 0.3166 - val_r2_score: 0.6599
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3142 - r2_score: 0.6911 - val_loss: 0.2604 - val_r2_score: 0.7203
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2638 - r2_score: 0.7406 - val_loss: 0.2306 - val_r2_score: 0.7522
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2287 - r2_score: 0.7751 - val_loss: 0.2104 - val_r2_score: 0.7739
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2026 - r2_score: 0.8008 - val_loss: 0.2002 - val_r2_score: 0.7849
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1818 - r2_score: 0.8213 - val_loss: 0.1894 - val_r2_score: 0.7965
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1650 - r2_score: 0.8378 - val_loss: 0.1844 - val_r2_score: 0.8019
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1508 - r2_score: 0.8518 - val_loss: 0.1791 - val_r2_score: 0.8076
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1397 - r2_score: 0.8627 - val_loss: 0.1775 - val_r2_score: 0.8093
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1310 - r2_score: 0.8712 - val_loss: 0.1753 - val_r2_score: 0.8116
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1213 - r2_score: 0.8807 - val_loss: 0.1722 - val_r2_score: 0.8150
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1141 - r2_score: 0.8878 - val_loss: 0.1711 - val_r2_score: 0.8162
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1075 - r2_score: 0.8943 - val_loss: 0.1718 - val_r2_score: 0.8154
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1023 - r2_score: 0.8994 - val_loss: 0.1706 - val_r2_score: 0.8167
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0973 - r2_score: 0.9043 - val_loss: 0.1692 - val_r2_score: 0.8183
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0935 - r2_score: 0.9081 - val_loss: 0.1708 - val_r2_score: 0.8165
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0876 - r2_score: 0.9138 - val_loss: 0.1687 - val_r2_score: 0.8188
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0835 - r2_score: 0.9179 - val_loss: 0.1709 - val_r2_score: 0.8164
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0977 - r2_score: 0.9023 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 0.9304 - r2_score: 0.0852 - val_loss: 0.6866 - val_r2_score: 0.2623
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6802 - r2_score: 0.3312 - val_loss: 0.4674 - val_r2_score: 0.4978
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.4834 - r2_score: 0.5247 - val_loss: 0.3247 - val_r2_score: 0.6511
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3593 - r2_score: 0.6467 - val_loss: 0.2661 - val_r2_score: 0.7141
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2997 - r2_score: 0.7054 - val_loss: 0.2349 - val_r2_score: 0.7476
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2522 - r2_score: 0.7520 - val_loss: 0.2066 - val_r2_score: 0.7780
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2186 - r2_score: 0.7851 - val_loss: 0.1894 - val_r2_score: 0.7966
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1925 - r2_score: 0.8108 - val_loss: 0.1781 - val_r2_score: 0.8086
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1751 - r2_score: 0.8278 - val_loss: 0.1723 - val_r2_score: 0.8149
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1614 - r2_score: 0.8413 - val_loss: 0.1681 - val_r2_score: 0.8194
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1490 - r2_score: 0.8535 - val_loss: 0.1643 - val_r2_score: 0.8235
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1401 - r2_score: 0.8623 - val_loss: 0.1596 - val_r2_score: 0.8285
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1315 - r2_score: 0.8707 - val_loss: 0.1591 - val_r2_score: 0.8291
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1239 - r2_score: 0.8782 - val_loss: 0.1574 - val_r2_score: 0.8309
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1173 - r2_score: 0.8847 - val_loss: 0.1579 - val_r2_score: 0.8304
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1106 - r2_score: 0.8913 - val_loss: 0.1565 - val_r2_score: 0.8318
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1049 - r2_score: 0.8969 - val_loss: 0.1574 - val_r2_score: 0.8309
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0993 - r2_score: 0.9024 - val_loss: 0.1571 - val_r2_score: 0.8312
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0944 - r2_score: 0.9072 - val_loss: 0.1585 - val_r2_score: 0.8298
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0894 - r2_score: 0.9121 - val_loss: 0.1578 - val_r2_score: 0.8304
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0998 - r2_score: 0.9002 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 0.9221 - r2_score: 0.0933 - val_loss: 0.5385 - val_r2_score: 0.4215
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4723 - r2_score: 0.5357 - val_loss: 0.3286 - val_r2_score: 0.6470
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3355 - r2_score: 0.6701 - val_loss: 0.2600 - val_r2_score: 0.7207
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2663 - r2_score: 0.7382 - val_loss: 0.2268 - val_r2_score: 0.7564
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2265 - r2_score: 0.7773 - val_loss: 0.2125 - val_r2_score: 0.7716
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2019 - r2_score: 0.8014 - val_loss: 0.2045 - val_r2_score: 0.7803
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1822 - r2_score: 0.8209 - val_loss: 0.1982 - val_r2_score: 0.7871
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1690 - r2_score: 0.8338 - val_loss: 0.1938 - val_r2_score: 0.7918
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1555 - r2_score: 0.8471 - val_loss: 0.1906 - val_r2_score: 0.7952
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1437 - r2_score: 0.8587 - val_loss: 0.1879 - val_r2_score: 0.7981
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1365 - r2_score: 0.8658 - val_loss: 0.1864 - val_r2_score: 0.7997
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1263 - r2_score: 0.8758 - val_loss: 0.1840 - val_r2_score: 0.8024
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1183 - r2_score: 0.8837 - val_loss: 0.1836 - val_r2_score: 0.8027
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1131 - r2_score: 0.8888 - val_loss: 0.1836 - val_r2_score: 0.8027
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1065 - r2_score: 0.8953 - val_loss: 0.1818 - val_r2_score: 0.8047
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1007 - r2_score: 0.9010 - val_loss: 0.1815 - val_r2_score: 0.8050
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0960 - r2_score: 0.9056 - val_loss: 0.1811 - val_r2_score: 0.8054
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0913 - r2_score: 0.9102 - val_loss: 0.1819 - val_r2_score: 0.8046
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0877 - r2_score: 0.9137 - val_loss: 0.1820 - val_r2_score: 0.8044
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0839 - r2_score: 0.9175 - val_loss: 0.1832 - val_r2_score: 0.8031
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1001 - r2_score: 0.8999 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 35ms/step - loss: 5.3801 - r2_score: -4.2900 - val_loss: 3.9759 - val_r2_score: -3.2716
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 3.1981 - r2_score: -2.1445 - val_loss: 2.2985 - val_r2_score: -1.4695
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 1.7939 - r2_score: -0.7639 - val_loss: 1.2701 - val_r2_score: -0.3646
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.9701 - r2_score: 0.0461 - val_loss: 0.7012 - val_r2_score: 0.2466
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.5539 - r2_score: 0.4553 - val_loss: 0.4234 - val_r2_score: 0.5452
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.3621 - r2_score: 0.6439 - val_loss: 0.2977 - val_r2_score: 0.6801
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2782 - r2_score: 0.7265 - val_loss: 0.2385 - val_r2_score: 0.7438
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2374 - r2_score: 0.7665 - val_loss: 0.2050 - val_r2_score: 0.7797
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2090 - r2_score: 0.7945 - val_loss: 0.1872 - val_r2_score: 0.7989
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1900 - r2_score: 0.8132 - val_loss: 0.1750 - val_r2_score: 0.8120
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1754 - r2_score: 0.8275 - val_loss: 0.1678 - val_r2_score: 0.8198
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1631 - r2_score: 0.8396 - val_loss: 0.1593 - val_r2_score: 0.8289
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1530 - r2_score: 0.8495 - val_loss: 0.1548 - val_r2_score: 0.8337
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1444 - r2_score: 0.8580 - val_loss: 0.1501 - val_r2_score: 0.8388
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1371 - r2_score: 0.8652 - val_loss: 0.1482 - val_r2_score: 0.8407
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1306 - r2_score: 0.8716 - val_loss: 0.1467 - val_r2_score: 0.8424
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1242 - r2_score: 0.8779 - val_loss: 0.1465 - val_r2_score: 0.8426
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1192 - r2_score: 0.8828 - val_loss: 0.1450 - val_r2_score: 0.8442
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1138 - r2_score: 0.8881 - val_loss: 0.1451 - val_r2_score: 0.8441
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1090 - r2_score: 0.8928 - val_loss: 0.1432 - val_r2_score: 0.8462
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1128 - r2_score: 0.8872 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 1.0253 - r2_score: -0.0081 - val_loss: 0.7270 - val_r2_score: 0.2189
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6552 - r2_score: 0.3557 - val_loss: 0.4341 - val_r2_score: 0.5337
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3989 - r2_score: 0.6077 - val_loss: 0.3291 - val_r2_score: 0.6465
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3104 - r2_score: 0.6948 - val_loss: 0.2685 - val_r2_score: 0.7116
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2535 - r2_score: 0.7508 - val_loss: 0.2300 - val_r2_score: 0.7529
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2174 - r2_score: 0.7863 - val_loss: 0.2148 - val_r2_score: 0.7692
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1934 - r2_score: 0.8098 - val_loss: 0.2036 - val_r2_score: 0.7812
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1755 - r2_score: 0.8274 - val_loss: 0.1935 - val_r2_score: 0.7921
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1599 - r2_score: 0.8428 - val_loss: 0.1892 - val_r2_score: 0.7967
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1480 - r2_score: 0.8545 - val_loss: 0.1879 - val_r2_score: 0.7981
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1358 - r2_score: 0.8665 - val_loss: 0.1831 - val_r2_score: 0.8033
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1257 - r2_score: 0.8764 - val_loss: 0.1816 - val_r2_score: 0.8049
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1172 - r2_score: 0.8847 - val_loss: 0.1801 - val_r2_score: 0.8065
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1089 - r2_score: 0.8929 - val_loss: 0.1780 - val_r2_score: 0.8088
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1016 - r2_score: 0.9001 - val_loss: 0.1806 - val_r2_score: 0.8059
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0946 - r2_score: 0.9070 - val_loss: 0.1793 - val_r2_score: 0.8073
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0891 - r2_score: 0.9124 - val_loss: 0.1807 - val_r2_score: 0.8059
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0835 - r2_score: 0.9179 - val_loss: 0.1815 - val_r2_score: 0.8050
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0792 - r2_score: 0.9221 - val_loss: 0.1810 - val_r2_score: 0.8055
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0746 - r2_score: 0.9267 - val_loss: 0.1826 - val_r2_score: 0.8038
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0927 - r2_score: 0.9073 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 1.5026 - r2_score: -0.4775 - val_loss: 0.8433 - val_r2_score: 0.0939
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.7522 - r2_score: 0.2604 - val_loss: 0.4844 - val_r2_score: 0.4795
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4807 - r2_score: 0.5273 - val_loss: 0.3337 - val_r2_score: 0.6414
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.3623 - r2_score: 0.6438 - val_loss: 0.2698 - val_r2_score: 0.7102
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2968 - r2_score: 0.7082 - val_loss: 0.2362 - val_r2_score: 0.7462
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2515 - r2_score: 0.7527 - val_loss: 0.2085 - val_r2_score: 0.7760
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2222 - r2_score: 0.7815 - val_loss: 0.1923 - val_r2_score: 0.7933
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2007 - r2_score: 0.8027 - val_loss: 0.1834 - val_r2_score: 0.8030
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1839 - r2_score: 0.8192 - val_loss: 0.1745 - val_r2_score: 0.8125
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1687 - r2_score: 0.8342 - val_loss: 0.1676 - val_r2_score: 0.8199
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1565 - r2_score: 0.8461 - val_loss: 0.1610 - val_r2_score: 0.8270
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1458 - r2_score: 0.8567 - val_loss: 0.1561 - val_r2_score: 0.8323
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1359 - r2_score: 0.8664 - val_loss: 0.1527 - val_r2_score: 0.8359
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1275 - r2_score: 0.8746 - val_loss: 0.1491 - val_r2_score: 0.8398
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1200 - r2_score: 0.8821 - val_loss: 0.1470 - val_r2_score: 0.8421
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1131 - r2_score: 0.8888 - val_loss: 0.1450 - val_r2_score: 0.8442
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1066 - r2_score: 0.8951 - val_loss: 0.1440 - val_r2_score: 0.8453
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1009 - r2_score: 0.9008 - val_loss: 0.1437 - val_r2_score: 0.8456
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0961 - r2_score: 0.9055 - val_loss: 0.1450 - val_r2_score: 0.8442
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0916 - r2_score: 0.9100 - val_loss: 0.1444 - val_r2_score: 0.8449
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0987 - r2_score: 0.9013 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 32ms/step - loss: 0.8995 - r2_score: 0.1156 - val_loss: 0.4996 - val_r2_score: 0.4632
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4386 - r2_score: 0.5687 - val_loss: 0.3380 - val_r2_score: 0.6369
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.3221 - r2_score: 0.6833 - val_loss: 0.2601 - val_r2_score: 0.7206
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.2666 - r2_score: 0.7379 - val_loss: 0.2325 - val_r2_score: 0.7502
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2296 - r2_score: 0.7743 - val_loss: 0.2143 - val_r2_score: 0.7697
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2039 - r2_score: 0.7995 - val_loss: 0.2050 - val_r2_score: 0.7798
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1843 - r2_score: 0.8188 - val_loss: 0.1950 - val_r2_score: 0.7905
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1690 - r2_score: 0.8339 - val_loss: 0.1895 - val_r2_score: 0.7964
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1543 - r2_score: 0.8483 - val_loss: 0.1866 - val_r2_score: 0.7996
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1431 - r2_score: 0.8593 - val_loss: 0.1835 - val_r2_score: 0.8028
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1357 - r2_score: 0.8666 - val_loss: 0.1812 - val_r2_score: 0.8054
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1249 - r2_score: 0.8772 - val_loss: 0.1811 - val_r2_score: 0.8055
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1175 - r2_score: 0.8845 - val_loss: 0.1802 - val_r2_score: 0.8064
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1118 - r2_score: 0.8900 - val_loss: 0.1792 - val_r2_score: 0.8075
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1060 - r2_score: 0.8958 - val_loss: 0.1773 - val_r2_score: 0.8095
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1009 - r2_score: 0.9008 - val_loss: 0.1804 - val_r2_score: 0.8062
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0938 - r2_score: 0.9077 - val_loss: 0.1772 - val_r2_score: 0.8096
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0891 - r2_score: 0.9124 - val_loss: 0.1812 - val_r2_score: 0.8053
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0870 - r2_score: 0.9145 - val_loss: 0.1793 - val_r2_score: 0.8073
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0817 - r2_score: 0.9196 - val_loss: 0.1814 - val_r2_score: 0.8051
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0976 - r2_score: 0.9024 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 29ms/step - loss: 0.9004 - r2_score: 0.1146 - val_loss: 0.5468 - val_r2_score: 0.4125
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4550 - r2_score: 0.5526 - val_loss: 0.2726 - val_r2_score: 0.7072
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3023 - r2_score: 0.7027 - val_loss: 0.2309 - val_r2_score: 0.7519
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2379 - r2_score: 0.7661 - val_loss: 0.1944 - val_r2_score: 0.7911
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2016 - r2_score: 0.8018 - val_loss: 0.1764 - val_r2_score: 0.8105
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1786 - r2_score: 0.8244 - val_loss: 0.1695 - val_r2_score: 0.8179
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1613 - r2_score: 0.8414 - val_loss: 0.1626 - val_r2_score: 0.8253
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1484 - r2_score: 0.8540 - val_loss: 0.1584 - val_r2_score: 0.8298
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1383 - r2_score: 0.8640 - val_loss: 0.1554 - val_r2_score: 0.8330
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1289 - r2_score: 0.8732 - val_loss: 0.1567 - val_r2_score: 0.8316
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1221 - r2_score: 0.8799 - val_loss: 0.1525 - val_r2_score: 0.8362
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1155 - r2_score: 0.8865 - val_loss: 0.1514 - val_r2_score: 0.8373
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1095 - r2_score: 0.8923 - val_loss: 0.1493 - val_r2_score: 0.8396
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1035 - r2_score: 0.8983 - val_loss: 0.1483 - val_r2_score: 0.8407
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0978 - r2_score: 0.9039 - val_loss: 0.1488 - val_r2_score: 0.8402
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step - loss: 0.0939 - r2_score: 0.9077 - val_loss: 0.1505 - val_r2_score: 0.8383
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step - loss: 0.0896 - r2_score: 0.9119 - val_loss: 0.1490 - val_r2_score: 0.8400
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step - loss: 0.0853 - r2_score: 0.9161 - val_loss: 0.1487 - val_r2_score: 0.8403
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0810 - r2_score: 0.9203 - val_loss: 0.1486 - val_r2_score: 0.8403
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0781 - r2_score: 0.9232 - val_loss: 0.1500 - val_r2_score: 0.8389
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0890 - r2_score: 0.9110 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 0.8355 - r2_score: 0.1785 - val_loss: 0.5155 - val_r2_score: 0.4462
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5166 - r2_score: 0.4921 - val_loss: 0.3843 - val_r2_score: 0.5871
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3672 - r2_score: 0.6389 - val_loss: 0.2948 - val_r2_score: 0.6833
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2784 - r2_score: 0.7263 - val_loss: 0.2405 - val_r2_score: 0.7416
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2228 - r2_score: 0.7809 - val_loss: 0.2165 - val_r2_score: 0.7674
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1887 - r2_score: 0.8144 - val_loss: 0.2003 - val_r2_score: 0.7848
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1667 - r2_score: 0.8361 - val_loss: 0.1949 - val_r2_score: 0.7906
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1501 - r2_score: 0.8524 - val_loss: 0.1898 - val_r2_score: 0.7961
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1367 - r2_score: 0.8656 - val_loss: 0.1865 - val_r2_score: 0.7996
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1244 - r2_score: 0.8777 - val_loss: 0.1828 - val_r2_score: 0.8036
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1150 - r2_score: 0.8869 - val_loss: 0.1871 - val_r2_score: 0.7989
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1069 - r2_score: 0.8949 - val_loss: 0.1828 - val_r2_score: 0.8036
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1004 - r2_score: 0.9013 - val_loss: 0.1809 - val_r2_score: 0.8056
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0930 - r2_score: 0.9086 - val_loss: 0.1841 - val_r2_score: 0.8022
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0876 - r2_score: 0.9138 - val_loss: 0.1823 - val_r2_score: 0.8041
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0826 - r2_score: 0.9188 - val_loss: 0.1830 - val_r2_score: 0.8034
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0780 - r2_score: 0.9233 - val_loss: 0.1843 - val_r2_score: 0.8020
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0729 - r2_score: 0.9283 - val_loss: 0.1881 - val_r2_score: 0.7979
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0687 - r2_score: 0.9325 - val_loss: 0.1849 - val_r2_score: 0.8014
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0662 - r2_score: 0.9349 - val_loss: 0.1894 - val_r2_score: 0.7965
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0870 - r2_score: 0.9130 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 1.4602 - r2_score: -0.4358 - val_loss: 0.7101 - val_r2_score: 0.2371
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6888 - r2_score: 0.3227 - val_loss: 0.4843 - val_r2_score: 0.4797
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4213 - r2_score: 0.5858 - val_loss: 0.3264 - val_r2_score: 0.6493
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3233 - r2_score: 0.6821 - val_loss: 0.2775 - val_r2_score: 0.7018
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2557 - r2_score: 0.7485 - val_loss: 0.2339 - val_r2_score: 0.7487
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2141 - r2_score: 0.7894 - val_loss: 0.2146 - val_r2_score: 0.7694
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1881 - r2_score: 0.8151 - val_loss: 0.2056 - val_r2_score: 0.7791
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1688 - r2_score: 0.8340 - val_loss: 0.1980 - val_r2_score: 0.7872
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1558 - r2_score: 0.8468 - val_loss: 0.1943 - val_r2_score: 0.7913
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step - loss: 0.1429 - r2_score: 0.8595 - val_loss: 0.1880 - val_r2_score: 0.7981
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1340 - r2_score: 0.8683 - val_loss: 0.1872 - val_r2_score: 0.7989
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1246 - r2_score: 0.8775 - val_loss: 0.1831 - val_r2_score: 0.8033
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1173 - r2_score: 0.8847 - val_loss: 0.1812 - val_r2_score: 0.8053
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1101 - r2_score: 0.8918 - val_loss: 0.1815 - val_r2_score: 0.8050
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1048 - r2_score: 0.8969 - val_loss: 0.1818 - val_r2_score: 0.8047
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0995 - r2_score: 0.9022 - val_loss: 0.1806 - val_r2_score: 0.8059
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0939 - r2_score: 0.9077 - val_loss: 0.1784 - val_r2_score: 0.8083
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0894 - r2_score: 0.9121 - val_loss: 0.1769 - val_r2_score: 0.8099
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0846 - r2_score: 0.9168 - val_loss: 0.1799 - val_r2_score: 0.8067
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0805 - r2_score: 0.9209 - val_loss: 0.1800 - val_r2_score: 0.8067
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0969 - r2_score: 0.9031 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 0.8114 - r2_score: 0.2022 - val_loss: 0.5184 - val_r2_score: 0.4431
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4608 - r2_score: 0.5469 - val_loss: 0.3597 - val_r2_score: 0.6135
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3268 - r2_score: 0.6787 - val_loss: 0.2862 - val_r2_score: 0.6925
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2693 - r2_score: 0.7352 - val_loss: 0.2463 - val_r2_score: 0.7354
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2312 - r2_score: 0.7727 - val_loss: 0.2225 - val_r2_score: 0.7609
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2051 - r2_score: 0.7984 - val_loss: 0.2038 - val_r2_score: 0.7811
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1871 - r2_score: 0.8161 - val_loss: 0.1998 - val_r2_score: 0.7854
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1701 - r2_score: 0.8327 - val_loss: 0.1849 - val_r2_score: 0.8014
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1573 - r2_score: 0.8453 - val_loss: 0.1789 - val_r2_score: 0.8078
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1463 - r2_score: 0.8562 - val_loss: 0.1771 - val_r2_score: 0.8097
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1363 - r2_score: 0.8659 - val_loss: 0.1759 - val_r2_score: 0.8110
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1290 - r2_score: 0.8731 - val_loss: 0.1717 - val_r2_score: 0.8155
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1217 - r2_score: 0.8803 - val_loss: 0.1714 - val_r2_score: 0.8159
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1158 - r2_score: 0.8861 - val_loss: 0.1683 - val_r2_score: 0.8192
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1095 - r2_score: 0.8923 - val_loss: 0.1701 - val_r2_score: 0.8173
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1059 - r2_score: 0.8959 - val_loss: 0.1678 - val_r2_score: 0.8197
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1008 - r2_score: 0.9009 - val_loss: 0.1662 - val_r2_score: 0.8214
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0965 - r2_score: 0.9051 - val_loss: 0.1652 - val_r2_score: 0.8225
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0923 - r2_score: 0.9093 - val_loss: 0.1642 - val_r2_score: 0.8236
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0889 - r2_score: 0.9126 - val_loss: 0.1649 - val_r2_score: 0.8228
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1001 - r2_score: 0.8999 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 36ms/step - loss: 1.2465 - r2_score: -0.2257 - val_loss: 0.7812 - val_r2_score: 0.1607
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.6734 - r2_score: 0.3378 - val_loss: 0.4130 - val_r2_score: 0.5563
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.3917 - r2_score: 0.6148 - val_loss: 0.3138 - val_r2_score: 0.6628
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2988 - r2_score: 0.7062 - val_loss: 0.2372 - val_r2_score: 0.7452
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2435 - r2_score: 0.7606 - val_loss: 0.2061 - val_r2_score: 0.7786
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2110 - r2_score: 0.7926 - val_loss: 0.1897 - val_r2_score: 0.7961
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1884 - r2_score: 0.8147 - val_loss: 0.1795 - val_r2_score: 0.8071
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1696 - r2_score: 0.8332 - val_loss: 0.1708 - val_r2_score: 0.8165
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1556 - r2_score: 0.8470 - val_loss: 0.1689 - val_r2_score: 0.8185
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1453 - r2_score: 0.8571 - val_loss: 0.1724 - val_r2_score: 0.8148
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1367 - r2_score: 0.8656 - val_loss: 0.1628 - val_r2_score: 0.8250
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1259 - r2_score: 0.8762 - val_loss: 0.1659 - val_r2_score: 0.8217
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1190 - r2_score: 0.8830 - val_loss: 0.1624 - val_r2_score: 0.8255
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1115 - r2_score: 0.8904 - val_loss: 0.1614 - val_r2_score: 0.8266
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1069 - r2_score: 0.8949 - val_loss: 0.1633 - val_r2_score: 0.8245
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1011 - r2_score: 0.9006 - val_loss: 0.1622 - val_r2_score: 0.8257
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0962 - r2_score: 0.9054 - val_loss: 0.1626 - val_r2_score: 0.8253
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0915 - r2_score: 0.9100 - val_loss: 0.1646 - val_r2_score: 0.8232
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0864 - r2_score: 0.9151 - val_loss: 0.1584 - val_r2_score: 0.8298
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0820 - r2_score: 0.9193 - val_loss: 0.1598 - val_r2_score: 0.8283
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0938 - r2_score: 0.9062 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 0.7528 - r2_score: 0.2598 - val_loss: 0.4359 - val_r2_score: 0.5316
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3786 - r2_score: 0.6277 - val_loss: 0.3407 - val_r2_score: 0.6340
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2694 - r2_score: 0.7351 - val_loss: 0.2782 - val_r2_score: 0.7011
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2217 - r2_score: 0.7820 - val_loss: 0.2520 - val_r2_score: 0.7293
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1964 - r2_score: 0.8069 - val_loss: 0.2316 - val_r2_score: 0.7511
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1766 - r2_score: 0.8264 - val_loss: 0.2207 - val_r2_score: 0.7628
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1619 - r2_score: 0.8408 - val_loss: 0.2165 - val_r2_score: 0.7674
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1484 - r2_score: 0.8541 - val_loss: 0.2087 - val_r2_score: 0.7758
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1357 - r2_score: 0.8665 - val_loss: 0.2031 - val_r2_score: 0.7817
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1234 - r2_score: 0.8787 - val_loss: 0.2010 - val_r2_score: 0.7840
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1150 - r2_score: 0.8870 - val_loss: 0.2003 - val_r2_score: 0.7848
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1066 - r2_score: 0.8952 - val_loss: 0.1976 - val_r2_score: 0.7877
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0976 - r2_score: 0.9040 - val_loss: 0.1983 - val_r2_score: 0.7869
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0909 - r2_score: 0.9106 - val_loss: 0.1997 - val_r2_score: 0.7855
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0848 - r2_score: 0.9166 - val_loss: 0.1947 - val_r2_score: 0.7908
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0789 - r2_score: 0.9224 - val_loss: 0.2006 - val_r2_score: 0.7845
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0733 - r2_score: 0.9279 - val_loss: 0.2032 - val_r2_score: 0.7817
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0683 - r2_score: 0.9329 - val_loss: 0.2037 - val_r2_score: 0.7811
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0638 - r2_score: 0.9372 - val_loss: 0.2038 - val_r2_score: 0.7810
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0597 - r2_score: 0.9413 - val_loss: 0.2101 - val_r2_score: 0.7743
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0865 - r2_score: 0.9135 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step - loss: 0.9503 - r2_score: 0.0656 - val_loss: 0.6757 - val_r2_score: 0.2741
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.6237 - r2_score: 0.3867 - val_loss: 0.3559 - val_r2_score: 0.6176
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3897 - r2_score: 0.6168 - val_loss: 0.2685 - val_r2_score: 0.7115
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3031 - r2_score: 0.7019 - val_loss: 0.2104 - val_r2_score: 0.7740
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2429 - r2_score: 0.7612 - val_loss: 0.1812 - val_r2_score: 0.8054
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2049 - r2_score: 0.7985 - val_loss: 0.1714 - val_r2_score: 0.8158
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1804 - r2_score: 0.8227 - val_loss: 0.1660 - val_r2_score: 0.8216
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1680 - r2_score: 0.8348 - val_loss: 0.1640 - val_r2_score: 0.8238
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1533 - r2_score: 0.8493 - val_loss: 0.1583 - val_r2_score: 0.8299
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1410 - r2_score: 0.8614 - val_loss: 0.1569 - val_r2_score: 0.8314
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1342 - r2_score: 0.8680 - val_loss: 0.1597 - val_r2_score: 0.8284
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1274 - r2_score: 0.8748 - val_loss: 0.1553 - val_r2_score: 0.8331
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1161 - r2_score: 0.8858 - val_loss: 0.1550 - val_r2_score: 0.8335
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1074 - r2_score: 0.8944 - val_loss: 0.1557 - val_r2_score: 0.8327
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1020 - r2_score: 0.8997 - val_loss: 0.1569 - val_r2_score: 0.8314
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0960 - r2_score: 0.9056 - val_loss: 0.1584 - val_r2_score: 0.8298
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0914 - r2_score: 0.9101 - val_loss: 0.1592 - val_r2_score: 0.8290
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0859 - r2_score: 0.9155 - val_loss: 0.1655 - val_r2_score: 0.8221
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0835 - r2_score: 0.9179 - val_loss: 0.1692 - val_r2_score: 0.8182
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0803 - r2_score: 0.9211 - val_loss: 0.1675 - val_r2_score: 0.8201
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0938 - r2_score: 0.9062 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 30ms/step - loss: 0.7543 - r2_score: 0.2583 - val_loss: 0.5643 - val_r2_score: 0.3937
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4734 - r2_score: 0.5346 - val_loss: 0.3984 - val_r2_score: 0.5720
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3561 - r2_score: 0.6498 - val_loss: 0.3239 - val_r2_score: 0.6520
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2798 - r2_score: 0.7248 - val_loss: 0.2803 - val_r2_score: 0.6989
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2357 - r2_score: 0.7683 - val_loss: 0.2468 - val_r2_score: 0.7349
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2047 - r2_score: 0.7987 - val_loss: 0.2294 - val_r2_score: 0.7535
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1813 - r2_score: 0.8218 - val_loss: 0.2145 - val_r2_score: 0.7696
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1708 - r2_score: 0.8320 - val_loss: 0.2123 - val_r2_score: 0.7719
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1532 - r2_score: 0.8494 - val_loss: 0.2054 - val_r2_score: 0.7793
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1397 - r2_score: 0.8626 - val_loss: 0.1998 - val_r2_score: 0.7854
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1308 - r2_score: 0.8714 - val_loss: 0.1978 - val_r2_score: 0.7875
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1242 - r2_score: 0.8779 - val_loss: 0.1936 - val_r2_score: 0.7920
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1155 - r2_score: 0.8864 - val_loss: 0.1930 - val_r2_score: 0.7926
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1106 - r2_score: 0.8913 - val_loss: 0.1961 - val_r2_score: 0.7894
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.1044 - r2_score: 0.8974 - val_loss: 0.1898 - val_r2_score: 0.7961
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0978 - r2_score: 0.9038 - val_loss: 0.1982 - val_r2_score: 0.7871
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0927 - r2_score: 0.9088 - val_loss: 0.1924 - val_r2_score: 0.7933
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0889 - r2_score: 0.9126 - val_loss: 0.1917 - val_r2_score: 0.7941
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0840 - r2_score: 0.9174 - val_loss: 0.1992 - val_r2_score: 0.7860
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0800 - r2_score: 0.9213 - val_loss: 0.1969 - val_r2_score: 0.7884
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0992 - r2_score: 0.9008 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 0.8200 - r2_score: 0.1937 - val_loss: 0.4790 - val_r2_score: 0.4854
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4403 - r2_score: 0.5671 - val_loss: 0.3096 - val_r2_score: 0.6673
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3062 - r2_score: 0.6989 - val_loss: 0.2498 - val_r2_score: 0.7316
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2432 - r2_score: 0.7608 - val_loss: 0.2276 - val_r2_score: 0.7555
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2097 - r2_score: 0.7939 - val_loss: 0.2101 - val_r2_score: 0.7743
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1851 - r2_score: 0.8180 - val_loss: 0.2017 - val_r2_score: 0.7833
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1705 - r2_score: 0.8323 - val_loss: 0.2025 - val_r2_score: 0.7825
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1556 - r2_score: 0.8470 - val_loss: 0.1971 - val_r2_score: 0.7883
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1483 - r2_score: 0.8542 - val_loss: 0.2021 - val_r2_score: 0.7829
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1388 - r2_score: 0.8635 - val_loss: 0.1865 - val_r2_score: 0.7996
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1258 - r2_score: 0.8763 - val_loss: 0.1894 - val_r2_score: 0.7965
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1193 - r2_score: 0.8827 - val_loss: 0.1823 - val_r2_score: 0.8041
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1099 - r2_score: 0.8919 - val_loss: 0.1834 - val_r2_score: 0.8030
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1058 - r2_score: 0.8960 - val_loss: 0.1823 - val_r2_score: 0.8041
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1008 - r2_score: 0.9008 - val_loss: 0.1832 - val_r2_score: 0.8031
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0943 - r2_score: 0.9073 - val_loss: 0.1818 - val_r2_score: 0.8047
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0885 - r2_score: 0.9130 - val_loss: 0.1795 - val_r2_score: 0.8072
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0851 - r2_score: 0.9163 - val_loss: 0.1834 - val_r2_score: 0.8030
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0810 - r2_score: 0.9204 - val_loss: 0.1885 - val_r2_score: 0.7975
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0785 - r2_score: 0.9228 - val_loss: 0.1912 - val_r2_score: 0.7946
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0970 - r2_score: 0.9030 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 33ms/step - loss: 1.0365 - r2_score: -0.0191 - val_loss: 0.7702 - val_r2_score: 0.1726
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.5683 - r2_score: 0.4412 - val_loss: 0.5618 - val_r2_score: 0.3964
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3908 - r2_score: 0.6158 - val_loss: 0.4507 - val_r2_score: 0.5158
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2958 - r2_score: 0.7092 - val_loss: 0.3804 - val_r2_score: 0.5913
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2439 - r2_score: 0.7602 - val_loss: 0.3544 - val_r2_score: 0.6192
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2086 - r2_score: 0.7949 - val_loss: 0.3342 - val_r2_score: 0.6410
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1831 - r2_score: 0.8199 - val_loss: 0.3153 - val_r2_score: 0.6612
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1612 - r2_score: 0.8415 - val_loss: 0.3039 - val_r2_score: 0.6735
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1453 - r2_score: 0.8572 - val_loss: 0.2921 - val_r2_score: 0.6861
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1318 - r2_score: 0.8704 - val_loss: 0.2839 - val_r2_score: 0.6949
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1202 - r2_score: 0.8818 - val_loss: 0.2742 - val_r2_score: 0.7054
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1100 - r2_score: 0.8918 - val_loss: 0.2712 - val_r2_score: 0.7086
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1021 - r2_score: 0.8996 - val_loss: 0.2688 - val_r2_score: 0.7112
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0945 - r2_score: 0.9070 - val_loss: 0.2617 - val_r2_score: 0.7188
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 23ms/step - loss: 0.0883 - r2_score: 0.9132 - val_loss: 0.2595 - val_r2_score: 0.7212
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0826 - r2_score: 0.9188 - val_loss: 0.2582 - val_r2_score: 0.7226
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0780 - r2_score: 0.9233 - val_loss: 0.2562 - val_r2_score: 0.7247
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0730 - r2_score: 0.9282 - val_loss: 0.2533 - val_r2_score: 0.7279
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0691 - r2_score: 0.9321 - val_loss: 0.2523 - val_r2_score: 0.7289
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0655 - r2_score: 0.9356 - val_loss: 0.2513 - val_r2_score: 0.7301
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0994 - r2_score: 0.9006 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 1.0152 - r2_score: 0.0018 - val_loss: 0.7320 - val_r2_score: 0.2135
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6793 - r2_score: 0.3320 - val_loss: 0.5240 - val_r2_score: 0.4370
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5114 - r2_score: 0.4972 - val_loss: 0.4228 - val_r2_score: 0.5458
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.4226 - r2_score: 0.5844 - val_loss: 0.3585 - val_r2_score: 0.6148
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3627 - r2_score: 0.6433 - val_loss: 0.3144 - val_r2_score: 0.6622
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3216 - r2_score: 0.6838 - val_loss: 0.2849 - val_r2_score: 0.6939
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2929 - r2_score: 0.7120 - val_loss: 0.2649 - val_r2_score: 0.7154
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step - loss: 0.2724 - r2_score: 0.7321 - val_loss: 0.2508 - val_r2_score: 0.7306
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2565 - r2_score: 0.7478 - val_loss: 0.2402 - val_r2_score: 0.7420
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2443 - r2_score: 0.7598 - val_loss: 0.2328 - val_r2_score: 0.7499
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2348 - r2_score: 0.7691 - val_loss: 0.2258 - val_r2_score: 0.7574
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2267 - r2_score: 0.7771 - val_loss: 0.2199 - val_r2_score: 0.7638
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2192 - r2_score: 0.7845 - val_loss: 0.2157 - val_r2_score: 0.7682
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2130 - r2_score: 0.7906 - val_loss: 0.2120 - val_r2_score: 0.7722
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2069 - r2_score: 0.7966 - val_loss: 0.2081 - val_r2_score: 0.7765
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2014 - r2_score: 0.8019 - val_loss: 0.2044 - val_r2_score: 0.7803
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1961 - r2_score: 0.8071 - val_loss: 0.2017 - val_r2_score: 0.7833
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1914 - r2_score: 0.8118 - val_loss: 0.1982 - val_r2_score: 0.7870
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1864 - r2_score: 0.8167 - val_loss: 0.1954 - val_r2_score: 0.7900
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1821 - r2_score: 0.8209 - val_loss: 0.1924 - val_r2_score: 0.7933
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1816 - r2_score: 0.8184 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 27ms/step - loss: 1.3353 - r2_score: -0.3130 - val_loss: 0.7866 - val_r2_score: 0.1549
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.6986 - r2_score: 0.3131 - val_loss: 0.5587 - val_r2_score: 0.3998
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4574 - r2_score: 0.5503 - val_loss: 0.4595 - val_r2_score: 0.5063
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3491 - r2_score: 0.6567 - val_loss: 0.4051 - val_r2_score: 0.5648
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2802 - r2_score: 0.7245 - val_loss: 0.3663 - val_r2_score: 0.6065
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2361 - r2_score: 0.7679 - val_loss: 0.3367 - val_r2_score: 0.6382
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2038 - r2_score: 0.7996 - val_loss: 0.3186 - val_r2_score: 0.6577
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1794 - r2_score: 0.8236 - val_loss: 0.3000 - val_r2_score: 0.6777
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1604 - r2_score: 0.8423 - val_loss: 0.2887 - val_r2_score: 0.6899
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1453 - r2_score: 0.8572 - val_loss: 0.2801 - val_r2_score: 0.6991
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1329 - r2_score: 0.8694 - val_loss: 0.2704 - val_r2_score: 0.7095
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1219 - r2_score: 0.8801 - val_loss: 0.2656 - val_r2_score: 0.7146
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1129 - r2_score: 0.8890 - val_loss: 0.2587 - val_r2_score: 0.7220
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1049 - r2_score: 0.8968 - val_loss: 0.2554 - val_r2_score: 0.7256
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 11ms/step - loss: 0.0978 - r2_score: 0.9038 - val_loss: 0.2535 - val_r2_score: 0.7277
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0919 - r2_score: 0.9096 - val_loss: 0.2503 - val_r2_score: 0.7311
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0860 - r2_score: 0.9155 - val_loss: 0.2455 - val_r2_score: 0.7362
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0809 - r2_score: 0.9204 - val_loss: 0.2444 - val_r2_score: 0.7374
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0757 - r2_score: 0.9255 - val_loss: 0.2425 - val_r2_score: 0.7394
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0717 - r2_score: 0.9295 - val_loss: 0.2418 - val_r2_score: 0.7402
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.1023 - r2_score: 0.8977 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 2.7129 - r2_score: -1.6675 - val_loss: 1.9628 - val_r2_score: -1.1088
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 1.9017 - r2_score: -0.8699 - val_loss: 1.6390 - val_r2_score: -0.7609
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 1.5083 - r2_score: -0.4830 - val_loss: 1.3307 - val_r2_score: -0.4297
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 1.2098 - r2_score: -0.1896 - val_loss: 1.1053 - val_r2_score: -0.1876
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.9712 - r2_score: 0.0451 - val_loss: 0.9052 - val_r2_score: 0.0274
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.7512 - r2_score: 0.2614 - val_loss: 0.7236 - val_r2_score: 0.2226
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.5625 - r2_score: 0.4469 - val_loss: 0.5599 - val_r2_score: 0.3984
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.4066 - r2_score: 0.6003 - val_loss: 0.4483 - val_r2_score: 0.5184
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.3014 - r2_score: 0.7037 - val_loss: 0.3681 - val_r2_score: 0.6046
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2340 - r2_score: 0.7699 - val_loss: 0.3231 - val_r2_score: 0.6529
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1923 - r2_score: 0.8109 - val_loss: 0.2944 - val_r2_score: 0.6837
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1666 - r2_score: 0.8362 - val_loss: 0.2759 - val_r2_score: 0.7036
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1483 - r2_score: 0.8542 - val_loss: 0.2653 - val_r2_score: 0.7150
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1345 - r2_score: 0.8677 - val_loss: 0.2562 - val_r2_score: 0.7248
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1241 - r2_score: 0.8780 - val_loss: 0.2503 - val_r2_score: 0.7311
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1147 - r2_score: 0.8872 - val_loss: 0.2439 - val_r2_score: 0.7379
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1078 - r2_score: 0.8940 - val_loss: 0.2401 - val_r2_score: 0.7420
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step - loss: 0.1018 - r2_score: 0.9000 - val_loss: 0.2384 - val_r2_score: 0.7439
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0962 - r2_score: 0.9054 - val_loss: 0.2337 - val_r2_score: 0.7489
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0916 - r2_score: 0.9099 - val_loss: 0.2336 - val_r2_score: 0.7490
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.1164 - r2_score: 0.8836 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 0.8658 - r2_score: 0.1487 - val_loss: 0.5719 - val_r2_score: 0.3855
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4909 - r2_score: 0.5173 - val_loss: 0.4113 - val_r2_score: 0.5581
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3523 - r2_score: 0.6536 - val_loss: 0.3459 - val_r2_score: 0.6283
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2775 - r2_score: 0.7271 - val_loss: 0.3039 - val_r2_score: 0.6735
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2294 - r2_score: 0.7744 - val_loss: 0.2792 - val_r2_score: 0.7000
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1941 - r2_score: 0.8092 - val_loss: 0.2572 - val_r2_score: 0.7236
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1699 - r2_score: 0.8329 - val_loss: 0.2478 - val_r2_score: 0.7338
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1510 - r2_score: 0.8515 - val_loss: 0.2451 - val_r2_score: 0.7367
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1356 - r2_score: 0.8667 - val_loss: 0.2354 - val_r2_score: 0.7471
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1226 - r2_score: 0.8795 - val_loss: 0.2323 - val_r2_score: 0.7505
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.1123 - r2_score: 0.8896 - val_loss: 0.2283 - val_r2_score: 0.7548
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1028 - r2_score: 0.8989 - val_loss: 0.2285 - val_r2_score: 0.7545
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0949 - r2_score: 0.9066 - val_loss: 0.2254 - val_r2_score: 0.7578
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0871 - r2_score: 0.9143 - val_loss: 0.2232 - val_r2_score: 0.7602
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0811 - r2_score: 0.9203 - val_loss: 0.2226 - val_r2_score: 0.7608
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0749 - r2_score: 0.9263 - val_loss: 0.2229 - val_r2_score: 0.7605
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0694 - r2_score: 0.9318 - val_loss: 0.2215 - val_r2_score: 0.7620
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0646 - r2_score: 0.9365 - val_loss: 0.2211 - val_r2_score: 0.7624
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0609 - r2_score: 0.9401 - val_loss: 0.2211 - val_r2_score: 0.7625
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0567 - r2_score: 0.9442 - val_loss: 0.2221 - val_r2_score: 0.7614
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0870 - r2_score: 0.9130 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 35ms/step - loss: 1.4214 - r2_score: -0.3976 - val_loss: 1.0770 - val_r2_score: -0.1571
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 1.0116 - r2_score: 0.0053 - val_loss: 0.8163 - val_r2_score: 0.1229
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.7706 - r2_score: 0.2423 - val_loss: 0.6424 - val_r2_score: 0.3098
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.6020 - r2_score: 0.4081 - val_loss: 0.5193 - val_r2_score: 0.4421
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4826 - r2_score: 0.5255 - val_loss: 0.4251 - val_r2_score: 0.5433
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3994 - r2_score: 0.6073 - val_loss: 0.3588 - val_r2_score: 0.6145
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3414 - r2_score: 0.6643 - val_loss: 0.3138 - val_r2_score: 0.6629
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3014 - r2_score: 0.7037 - val_loss: 0.2819 - val_r2_score: 0.6971
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2707 - r2_score: 0.7339 - val_loss: 0.2574 - val_r2_score: 0.7234
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2493 - r2_score: 0.7549 - val_loss: 0.2414 - val_r2_score: 0.7406
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2315 - r2_score: 0.7724 - val_loss: 0.2272 - val_r2_score: 0.7559
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2171 - r2_score: 0.7865 - val_loss: 0.2174 - val_r2_score: 0.7664
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2050 - r2_score: 0.7985 - val_loss: 0.2085 - val_r2_score: 0.7760
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1947 - r2_score: 0.8086 - val_loss: 0.2020 - val_r2_score: 0.7830
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1850 - r2_score: 0.8181 - val_loss: 0.1956 - val_r2_score: 0.7898
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1768 - r2_score: 0.8261 - val_loss: 0.1894 - val_r2_score: 0.7965
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1689 - r2_score: 0.8339 - val_loss: 0.1867 - val_r2_score: 0.7994
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1621 - r2_score: 0.8406 - val_loss: 0.1824 - val_r2_score: 0.8040
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1552 - r2_score: 0.8474 - val_loss: 0.1770 - val_r2_score: 0.8099
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1493 - r2_score: 0.8532 - val_loss: 0.1745 - val_r2_score: 0.8125
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.1508 - r2_score: 0.8492 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 4s 28ms/step - loss: 1.4398 - r2_score: -0.4157 - val_loss: 0.7033 - val_r2_score: 0.2444
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.5527 - r2_score: 0.4565 - val_loss: 0.4471 - val_r2_score: 0.5196
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3734 - r2_score: 0.6328 - val_loss: 0.3566 - val_r2_score: 0.6168
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2872 - r2_score: 0.7176 - val_loss: 0.2997 - val_r2_score: 0.6780
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2344 - r2_score: 0.7696 - val_loss: 0.2657 - val_r2_score: 0.7145
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2009 - r2_score: 0.8025 - val_loss: 0.2457 - val_r2_score: 0.7360
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1769 - r2_score: 0.8260 - val_loss: 0.2311 - val_r2_score: 0.7517
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1573 - r2_score: 0.8454 - val_loss: 0.2196 - val_r2_score: 0.7641
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1419 - r2_score: 0.8605 - val_loss: 0.2127 - val_r2_score: 0.7715
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1290 - r2_score: 0.8732 - val_loss: 0.2038 - val_r2_score: 0.7811
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1186 - r2_score: 0.8834 - val_loss: 0.1999 - val_r2_score: 0.7852
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1088 - r2_score: 0.8930 - val_loss: 0.1949 - val_r2_score: 0.7907
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1009 - r2_score: 0.9008 - val_loss: 0.1928 - val_r2_score: 0.7929
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0941 - r2_score: 0.9075 - val_loss: 0.1894 - val_r2_score: 0.7965
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0871 - r2_score: 0.9144 - val_loss: 0.1864 - val_r2_score: 0.7997
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0815 - r2_score: 0.9199 - val_loss: 0.1842 - val_r2_score: 0.8021
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0762 - r2_score: 0.9250 - val_loss: 0.1838 - val_r2_score: 0.8026
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0719 - r2_score: 0.9293 - val_loss: 0.1833 - val_r2_score: 0.8031
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0672 - r2_score: 0.9340 - val_loss: 0.1822 - val_r2_score: 0.8043
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0629 - r2_score: 0.9381 - val_loss: 0.1828 - val_r2_score: 0.8036
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0842 - r2_score: 0.9158 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 36ms/step - loss: 1.1261 - r2_score: -0.1073 - val_loss: 0.6563 - val_r2_score: 0.2949
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.5513 - r2_score: 0.4579 - val_loss: 0.4161 - val_r2_score: 0.5529
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.3314 - r2_score: 0.6741 - val_loss: 0.3219 - val_r2_score: 0.6541
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2441 - r2_score: 0.7600 - val_loss: 0.2750 - val_r2_score: 0.7046
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1988 - r2_score: 0.8045 - val_loss: 0.2511 - val_r2_score: 0.7302
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1685 - r2_score: 0.8343 - val_loss: 0.2371 - val_r2_score: 0.7453
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1491 - r2_score: 0.8534 - val_loss: 0.2282 - val_r2_score: 0.7549
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1329 - r2_score: 0.8694 - val_loss: 0.2220 - val_r2_score: 0.7614
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1204 - r2_score: 0.8816 - val_loss: 0.2150 - val_r2_score: 0.7690
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1094 - r2_score: 0.8924 - val_loss: 0.2095 - val_r2_score: 0.7750
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1003 - r2_score: 0.9013 - val_loss: 0.2076 - val_r2_score: 0.7770
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0920 - r2_score: 0.9096 - val_loss: 0.2043 - val_r2_score: 0.7806
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0847 - r2_score: 0.9167 - val_loss: 0.2017 - val_r2_score: 0.7833
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0783 - r2_score: 0.9230 - val_loss: 0.1998 - val_r2_score: 0.7854
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0730 - r2_score: 0.9282 - val_loss: 0.1969 - val_r2_score: 0.7884
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0677 - r2_score: 0.9334 - val_loss: 0.1965 - val_r2_score: 0.7888
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0637 - r2_score: 0.9373 - val_loss: 0.1960 - val_r2_score: 0.7895
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0593 - r2_score: 0.9416 - val_loss: 0.1937 - val_r2_score: 0.7919
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0559 - r2_score: 0.9451 - val_loss: 0.1943 - val_r2_score: 0.7912
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.0524 - r2_score: 0.9485 - val_loss: 0.1934 - val_r2_score: 0.7923
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0779 - r2_score: 0.9221 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 0.8392 - r2_score: 0.1749 - val_loss: 0.5364 - val_r2_score: 0.4237
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.4325 - r2_score: 0.5747 - val_loss: 0.3831 - val_r2_score: 0.5884
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.2977 - r2_score: 0.7073 - val_loss: 0.3056 - val_r2_score: 0.6717
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2298 - r2_score: 0.7740 - val_loss: 0.2724 - val_r2_score: 0.7073
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1906 - r2_score: 0.8125 - val_loss: 0.2590 - val_r2_score: 0.7218
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1657 - r2_score: 0.8370 - val_loss: 0.2501 - val_r2_score: 0.7313
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1469 - r2_score: 0.8555 - val_loss: 0.2442 - val_r2_score: 0.7376
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1321 - r2_score: 0.8701 - val_loss: 0.2382 - val_r2_score: 0.7441
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1197 - r2_score: 0.8823 - val_loss: 0.2359 - val_r2_score: 0.7466
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1098 - r2_score: 0.8921 - val_loss: 0.2344 - val_r2_score: 0.7482
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1011 - r2_score: 0.9006 - val_loss: 0.2336 - val_r2_score: 0.7490
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.0936 - r2_score: 0.9080 - val_loss: 0.2331 - val_r2_score: 0.7495
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0869 - r2_score: 0.9145 - val_loss: 0.2302 - val_r2_score: 0.7527
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0808 - r2_score: 0.9205 - val_loss: 0.2295 - val_r2_score: 0.7534
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0755 - r2_score: 0.9258 - val_loss: 0.2297 - val_r2_score: 0.7532
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0707 - r2_score: 0.9305 - val_loss: 0.2292 - val_r2_score: 0.7537
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0657 - r2_score: 0.9354 - val_loss: 0.2282 - val_r2_score: 0.7548
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0623 - r2_score: 0.9387 - val_loss: 0.2269 - val_r2_score: 0.7562
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.0583 - r2_score: 0.9427 - val_loss: 0.2285 - val_r2_score: 0.7545
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0542 - r2_score: 0.9467 - val_loss: 0.2276 - val_r2_score: 0.7554
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0861 - r2_score: 0.9139 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 26ms/step - loss: 0.7584 - r2_score: 0.2543 - val_loss: 0.5163 - val_r2_score: 0.4452
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.4512 - r2_score: 0.5564 - val_loss: 0.3242 - val_r2_score: 0.6517
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.3104 - r2_score: 0.6948 - val_loss: 0.2514 - val_r2_score: 0.7299
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.2472 - r2_score: 0.7569 - val_loss: 0.2071 - val_r2_score: 0.7775
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2010 - r2_score: 0.8023 - val_loss: 0.1836 - val_r2_score: 0.8027
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1763 - r2_score: 0.8267 - val_loss: 0.1719 - val_r2_score: 0.8153
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1579 - r2_score: 0.8447 - val_loss: 0.1642 - val_r2_score: 0.8235
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1438 - r2_score: 0.8586 - val_loss: 0.1589 - val_r2_score: 0.8292
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1329 - r2_score: 0.8693 - val_loss: 0.1539 - val_r2_score: 0.8346
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1230 - r2_score: 0.8791 - val_loss: 0.1509 - val_r2_score: 0.8379
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1143 - r2_score: 0.8877 - val_loss: 0.1473 - val_r2_score: 0.8418
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1074 - r2_score: 0.8944 - val_loss: 0.1457 - val_r2_score: 0.8435
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1002 - r2_score: 0.9015 - val_loss: 0.1446 - val_r2_score: 0.8446
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0938 - r2_score: 0.9077 - val_loss: 0.1436 - val_r2_score: 0.8457
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0883 - r2_score: 0.9132 - val_loss: 0.1436 - val_r2_score: 0.8457
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0827 - r2_score: 0.9187 - val_loss: 0.1405 - val_r2_score: 0.8490
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0780 - r2_score: 0.9233 - val_loss: 0.1407 - val_r2_score: 0.8488
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0737 - r2_score: 0.9275 - val_loss: 0.1401 - val_r2_score: 0.8495
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0699 - r2_score: 0.9313 - val_loss: 0.1404 - val_r2_score: 0.8491
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0658 - r2_score: 0.9353 - val_loss: 0.1395 - val_r2_score: 0.8501
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0779 - r2_score: 0.9221 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 26ms/step - loss: 1.2243 - r2_score: -0.2038 - val_loss: 0.5812 - val_r2_score: 0.3756
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.5066 - r2_score: 0.5018 - val_loss: 0.3584 - val_r2_score: 0.6150
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step - loss: 0.3466 - r2_score: 0.6592 - val_loss: 0.2596 - val_r2_score: 0.7211
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2660 - r2_score: 0.7384 - val_loss: 0.2242 - val_r2_score: 0.7591
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2155 - r2_score: 0.7881 - val_loss: 0.2064 - val_r2_score: 0.7783
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1868 - r2_score: 0.8163 - val_loss: 0.1954 - val_r2_score: 0.7900
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1626 - r2_score: 0.8401 - val_loss: 0.1888 - val_r2_score: 0.7971
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1451 - r2_score: 0.8574 - val_loss: 0.1854 - val_r2_score: 0.8008
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.1309 - r2_score: 0.8713 - val_loss: 0.1801 - val_r2_score: 0.8065
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1192 - r2_score: 0.8828 - val_loss: 0.1790 - val_r2_score: 0.8077
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1078 - r2_score: 0.8941 - val_loss: 0.1771 - val_r2_score: 0.8097
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1002 - r2_score: 0.9015 - val_loss: 0.1771 - val_r2_score: 0.8097
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0921 - r2_score: 0.9094 - val_loss: 0.1781 - val_r2_score: 0.8086
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0853 - r2_score: 0.9161 - val_loss: 0.1774 - val_r2_score: 0.8094
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0789 - r2_score: 0.9225 - val_loss: 0.1766 - val_r2_score: 0.8102
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0743 - r2_score: 0.9269 - val_loss: 0.1787 - val_r2_score: 0.8080
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0690 - r2_score: 0.9322 - val_loss: 0.1774 - val_r2_score: 0.8094
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0643 - r2_score: 0.9368 - val_loss: 0.1796 - val_r2_score: 0.8070
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0601 - r2_score: 0.9409 - val_loss: 0.1804 - val_r2_score: 0.8062
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.0561 - r2_score: 0.9448 - val_loss: 0.1830 - val_r2_score: 0.8034
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0783 - r2_score: 0.9217 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 2.4951 - r2_score: -1.4533 - val_loss: 1.6475 - val_r2_score: -0.7701
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 1.3657 - r2_score: -0.3428 - val_loss: 0.9022 - val_r2_score: 0.0306
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.7328 - r2_score: 0.2794 - val_loss: 0.5132 - val_r2_score: 0.4486
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4011 - r2_score: 0.6056 - val_loss: 0.3171 - val_r2_score: 0.6593
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2585 - r2_score: 0.7458 - val_loss: 0.2323 - val_r2_score: 0.7504
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1982 - r2_score: 0.8051 - val_loss: 0.2023 - val_r2_score: 0.7827
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1679 - r2_score: 0.8350 - val_loss: 0.1910 - val_r2_score: 0.7948
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.1510 - r2_score: 0.8515 - val_loss: 0.1847 - val_r2_score: 0.8016
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1375 - r2_score: 0.8648 - val_loss: 0.1822 - val_r2_score: 0.8042
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.1263 - r2_score: 0.8758 - val_loss: 0.1779 - val_r2_score: 0.8088
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1168 - r2_score: 0.8852 - val_loss: 0.1734 - val_r2_score: 0.8137
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.1080 - r2_score: 0.8938 - val_loss: 0.1708 - val_r2_score: 0.8165
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1005 - r2_score: 0.9012 - val_loss: 0.1687 - val_r2_score: 0.8187
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0942 - r2_score: 0.9074 - val_loss: 0.1664 - val_r2_score: 0.8212
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0881 - r2_score: 0.9133 - val_loss: 0.1647 - val_r2_score: 0.8230
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.0828 - r2_score: 0.9185 - val_loss: 0.1641 - val_r2_score: 0.8237
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0786 - r2_score: 0.9228 - val_loss: 0.1640 - val_r2_score: 0.8238
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0742 - r2_score: 0.9270 - val_loss: 0.1634 - val_r2_score: 0.8245
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0707 - r2_score: 0.9305 - val_loss: 0.1641 - val_r2_score: 0.8236
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0669 - r2_score: 0.9342 - val_loss: 0.1629 - val_r2_score: 0.8250
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0833 - r2_score: 0.9167 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 34ms/step - loss: 0.7822 - r2_score: 0.2309 - val_loss: 0.4329 - val_r2_score: 0.5349
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4110 - r2_score: 0.5958 - val_loss: 0.3318 - val_r2_score: 0.6435
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.2923 - r2_score: 0.7126 - val_loss: 0.2731 - val_r2_score: 0.7066
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.2356 - r2_score: 0.7683 - val_loss: 0.2428 - val_r2_score: 0.7392
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1982 - r2_score: 0.8051 - val_loss: 0.2257 - val_r2_score: 0.7575
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1703 - r2_score: 0.8325 - val_loss: 0.2081 - val_r2_score: 0.7764
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1494 - r2_score: 0.8531 - val_loss: 0.1948 - val_r2_score: 0.7907
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1323 - r2_score: 0.8699 - val_loss: 0.1852 - val_r2_score: 0.8010
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1171 - r2_score: 0.8849 - val_loss: 0.1764 - val_r2_score: 0.8105
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1047 - r2_score: 0.8971 - val_loss: 0.1722 - val_r2_score: 0.8150
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0950 - r2_score: 0.9066 - val_loss: 0.1674 - val_r2_score: 0.8201
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0853 - r2_score: 0.9161 - val_loss: 0.1664 - val_r2_score: 0.8213
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0781 - r2_score: 0.9232 - val_loss: 0.1670 - val_r2_score: 0.8206
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0709 - r2_score: 0.9303 - val_loss: 0.1651 - val_r2_score: 0.8226
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0650 - r2_score: 0.9361 - val_loss: 0.1643 - val_r2_score: 0.8235
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.0602 - r2_score: 0.9408 - val_loss: 0.1636 - val_r2_score: 0.8242
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0559 - r2_score: 0.9451 - val_loss: 0.1658 - val_r2_score: 0.8218
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step - loss: 0.0517 - r2_score: 0.9492 - val_loss: 0.1663 - val_r2_score: 0.8213
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.0480 - r2_score: 0.9528 - val_loss: 0.1629 - val_r2_score: 0.8250
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.0447 - r2_score: 0.9560 - val_loss: 0.1645 - val_r2_score: 0.8233
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0659 - r2_score: 0.9341 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 1.4308 - r2_score: -0.4069 - val_loss: 0.9321 - val_r2_score: -0.0015
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.7489 - r2_score: 0.2636 - val_loss: 0.4939 - val_r2_score: 0.4694
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4209 - r2_score: 0.5862 - val_loss: 0.3086 - val_r2_score: 0.6685
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2896 - r2_score: 0.7153 - val_loss: 0.2444 - val_r2_score: 0.7375
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2300 - r2_score: 0.7738 - val_loss: 0.2016 - val_r2_score: 0.7834
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1887 - r2_score: 0.8145 - val_loss: 0.1811 - val_r2_score: 0.8054
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1646 - r2_score: 0.8381 - val_loss: 0.1719 - val_r2_score: 0.8153
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1482 - r2_score: 0.8543 - val_loss: 0.1628 - val_r2_score: 0.8251
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1360 - r2_score: 0.8663 - val_loss: 0.1556 - val_r2_score: 0.8329
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1258 - r2_score: 0.8763 - val_loss: 0.1513 - val_r2_score: 0.8375
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1174 - r2_score: 0.8846 - val_loss: 0.1488 - val_r2_score: 0.8402
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1096 - r2_score: 0.8922 - val_loss: 0.1462 - val_r2_score: 0.8430
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1038 - r2_score: 0.8980 - val_loss: 0.1442 - val_r2_score: 0.8450
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0964 - r2_score: 0.9052 - val_loss: 0.1439 - val_r2_score: 0.8454
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step - loss: 0.0915 - r2_score: 0.9100 - val_loss: 0.1413 - val_r2_score: 0.8482
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0865 - r2_score: 0.9150 - val_loss: 0.1418 - val_r2_score: 0.8476
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0816 - r2_score: 0.9198 - val_loss: 0.1433 - val_r2_score: 0.8460
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0774 - r2_score: 0.9239 - val_loss: 0.1428 - val_r2_score: 0.8466
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0732 - r2_score: 0.9280 - val_loss: 0.1427 - val_r2_score: 0.8467
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0693 - r2_score: 0.9319 - val_loss: 0.1426 - val_r2_score: 0.8468
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0812 - r2_score: 0.9188 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 0.7408 - r2_score: 0.2716 - val_loss: 0.4215 - val_r2_score: 0.5471
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.3654 - r2_score: 0.6407 - val_loss: 0.2909 - val_r2_score: 0.6874
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2610 - r2_score: 0.7434 - val_loss: 0.2344 - val_r2_score: 0.7482
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2112 - r2_score: 0.7924 - val_loss: 0.2100 - val_r2_score: 0.7744
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1821 - r2_score: 0.8209 - val_loss: 0.1935 - val_r2_score: 0.7921
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1591 - r2_score: 0.8436 - val_loss: 0.1853 - val_r2_score: 0.8009
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1424 - r2_score: 0.8599 - val_loss: 0.1746 - val_r2_score: 0.8125
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1290 - r2_score: 0.8731 - val_loss: 0.1703 - val_r2_score: 0.8171
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1178 - r2_score: 0.8842 - val_loss: 0.1632 - val_r2_score: 0.8247
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1083 - r2_score: 0.8935 - val_loss: 0.1600 - val_r2_score: 0.8281
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0994 - r2_score: 0.9023 - val_loss: 0.1603 - val_r2_score: 0.8278
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0928 - r2_score: 0.9087 - val_loss: 0.1606 - val_r2_score: 0.8275
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0865 - r2_score: 0.9149 - val_loss: 0.1603 - val_r2_score: 0.8277
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0797 - r2_score: 0.9216 - val_loss: 0.1579 - val_r2_score: 0.8303
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0751 - r2_score: 0.9261 - val_loss: 0.1567 - val_r2_score: 0.8316
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0713 - r2_score: 0.9299 - val_loss: 0.1608 - val_r2_score: 0.8273
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0652 - r2_score: 0.9359 - val_loss: 0.1616 - val_r2_score: 0.8264
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0611 - r2_score: 0.9399 - val_loss: 0.1608 - val_r2_score: 0.8272
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0568 - r2_score: 0.9441 - val_loss: 0.1610 - val_r2_score: 0.8270
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0530 - r2_score: 0.9479 - val_loss: 0.1634 - val_r2_score: 0.8245
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0715 - r2_score: 0.9285 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 1.1665 - r2_score: -0.1469 - val_loss: 0.5273 - val_r2_score: 0.4335
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4537 - r2_score: 0.5539 - val_loss: 0.3620 - val_r2_score: 0.6111
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3149 - r2_score: 0.6904 - val_loss: 0.2701 - val_r2_score: 0.7098
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2403 - r2_score: 0.7637 - val_loss: 0.2262 - val_r2_score: 0.7570
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1995 - r2_score: 0.8038 - val_loss: 0.2081 - val_r2_score: 0.7765
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.1711 - r2_score: 0.8318 - val_loss: 0.1936 - val_r2_score: 0.7920
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1508 - r2_score: 0.8517 - val_loss: 0.1865 - val_r2_score: 0.7996
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1347 - r2_score: 0.8675 - val_loss: 0.1782 - val_r2_score: 0.8085
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1208 - r2_score: 0.8813 - val_loss: 0.1751 - val_r2_score: 0.8119
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1100 - r2_score: 0.8918 - val_loss: 0.1700 - val_r2_score: 0.8174
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1007 - r2_score: 0.9010 - val_loss: 0.1677 - val_r2_score: 0.8198
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0926 - r2_score: 0.9089 - val_loss: 0.1683 - val_r2_score: 0.8192
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0856 - r2_score: 0.9158 - val_loss: 0.1683 - val_r2_score: 0.8192
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0793 - r2_score: 0.9220 - val_loss: 0.1658 - val_r2_score: 0.8219
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0741 - r2_score: 0.9271 - val_loss: 0.1675 - val_r2_score: 0.8200
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0687 - r2_score: 0.9325 - val_loss: 0.1680 - val_r2_score: 0.8195
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0635 - r2_score: 0.9376 - val_loss: 0.1671 - val_r2_score: 0.8204
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0599 - r2_score: 0.9411 - val_loss: 0.1701 - val_r2_score: 0.8172
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0557 - r2_score: 0.9452 - val_loss: 0.1700 - val_r2_score: 0.8173
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0522 - r2_score: 0.9486 - val_loss: 0.1700 - val_r2_score: 0.8174
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0724 - r2_score: 0.9276 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 30ms/step - loss: 1.0092 - r2_score: 0.0077 - val_loss: 0.4471 - val_r2_score: 0.5196
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4137 - r2_score: 0.5932 - val_loss: 0.2804 - val_r2_score: 0.6987
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2796 - r2_score: 0.7251 - val_loss: 0.2173 - val_r2_score: 0.7665
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2072 - r2_score: 0.7963 - val_loss: 0.1883 - val_r2_score: 0.7977
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1680 - r2_score: 0.8348 - val_loss: 0.1742 - val_r2_score: 0.8128
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1449 - r2_score: 0.8575 - val_loss: 0.1621 - val_r2_score: 0.8259
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1247 - r2_score: 0.8774 - val_loss: 0.1548 - val_r2_score: 0.8337
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1090 - r2_score: 0.8928 - val_loss: 0.1537 - val_r2_score: 0.8349
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0967 - r2_score: 0.9049 - val_loss: 0.1510 - val_r2_score: 0.8378
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.0862 - r2_score: 0.9152 - val_loss: 0.1480 - val_r2_score: 0.8410
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0774 - r2_score: 0.9239 - val_loss: 0.1484 - val_r2_score: 0.8406
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0694 - r2_score: 0.9317 - val_loss: 0.1469 - val_r2_score: 0.8422
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0621 - r2_score: 0.9390 - val_loss: 0.1472 - val_r2_score: 0.8418
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0567 - r2_score: 0.9443 - val_loss: 0.1487 - val_r2_score: 0.8402
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0513 - r2_score: 0.9495 - val_loss: 0.1472 - val_r2_score: 0.8418
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0476 - r2_score: 0.9532 - val_loss: 0.1474 - val_r2_score: 0.8416
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0435 - r2_score: 0.9572 - val_loss: 0.1480 - val_r2_score: 0.8410
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0396 - r2_score: 0.9610 - val_loss: 0.1476 - val_r2_score: 0.8415
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0363 - r2_score: 0.9643 - val_loss: 0.1494 - val_r2_score: 0.8395
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0336 - r2_score: 0.9670 - val_loss: 0.1482 - val_r2_score: 0.8407
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0540 - r2_score: 0.9460 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 35ms/step - loss: 0.8165 - r2_score: 0.1971 - val_loss: 0.5351 - val_r2_score: 0.4251
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.4479 - r2_score: 0.5596 - val_loss: 0.2895 - val_r2_score: 0.6889
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2794 - r2_score: 0.7253 - val_loss: 0.2163 - val_r2_score: 0.7676
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2137 - r2_score: 0.7898 - val_loss: 0.1741 - val_r2_score: 0.8129
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1814 - r2_score: 0.8216 - val_loss: 0.1647 - val_r2_score: 0.8231
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1583 - r2_score: 0.8443 - val_loss: 0.1592 - val_r2_score: 0.8290
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1442 - r2_score: 0.8583 - val_loss: 0.1557 - val_r2_score: 0.8327
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1303 - r2_score: 0.8719 - val_loss: 0.1517 - val_r2_score: 0.8370
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1207 - r2_score: 0.8813 - val_loss: 0.1483 - val_r2_score: 0.8406
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1125 - r2_score: 0.8894 - val_loss: 0.1465 - val_r2_score: 0.8426
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1035 - r2_score: 0.8983 - val_loss: 0.1456 - val_r2_score: 0.8436
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0971 - r2_score: 0.9045 - val_loss: 0.1464 - val_r2_score: 0.8427
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0915 - r2_score: 0.9100 - val_loss: 0.1449 - val_r2_score: 0.8444
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0844 - r2_score: 0.9170 - val_loss: 0.1434 - val_r2_score: 0.8459
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0784 - r2_score: 0.9229 - val_loss: 0.1434 - val_r2_score: 0.8459
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0733 - r2_score: 0.9279 - val_loss: 0.1440 - val_r2_score: 0.8453
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0687 - r2_score: 0.9324 - val_loss: 0.1453 - val_r2_score: 0.8439
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0643 - r2_score: 0.9368 - val_loss: 0.1464 - val_r2_score: 0.8427
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0605 - r2_score: 0.9405 - val_loss: 0.1470 - val_r2_score: 0.8421
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0566 - r2_score: 0.9443 - val_loss: 0.1474 - val_r2_score: 0.8416
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0717 - r2_score: 0.9283 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 29ms/step - loss: 0.7591 - r2_score: 0.2536 - val_loss: 0.3952 - val_r2_score: 0.5754
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3709 - r2_score: 0.6353 - val_loss: 0.2595 - val_r2_score: 0.7212
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2654 - r2_score: 0.7391 - val_loss: 0.2192 - val_r2_score: 0.7645
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2187 - r2_score: 0.7849 - val_loss: 0.1933 - val_r2_score: 0.7924
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1861 - r2_score: 0.8170 - val_loss: 0.1806 - val_r2_score: 0.8059
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1606 - r2_score: 0.8421 - val_loss: 0.1677 - val_r2_score: 0.8198
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1454 - r2_score: 0.8571 - val_loss: 0.1635 - val_r2_score: 0.8243
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1278 - r2_score: 0.8744 - val_loss: 0.1549 - val_r2_score: 0.8336
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1168 - r2_score: 0.8852 - val_loss: 0.1549 - val_r2_score: 0.8336
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1079 - r2_score: 0.8939 - val_loss: 0.1477 - val_r2_score: 0.8413
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0993 - r2_score: 0.9024 - val_loss: 0.1494 - val_r2_score: 0.8395
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0928 - r2_score: 0.9087 - val_loss: 0.1439 - val_r2_score: 0.8454
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0873 - r2_score: 0.9141 - val_loss: 0.1435 - val_r2_score: 0.8458
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0814 - r2_score: 0.9200 - val_loss: 0.1460 - val_r2_score: 0.8432
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0749 - r2_score: 0.9264 - val_loss: 0.1493 - val_r2_score: 0.8396
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0692 - r2_score: 0.9319 - val_loss: 0.1431 - val_r2_score: 0.8462
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0651 - r2_score: 0.9360 - val_loss: 0.1478 - val_r2_score: 0.8412
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0611 - r2_score: 0.9399 - val_loss: 0.1463 - val_r2_score: 0.8428
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0566 - r2_score: 0.9444 - val_loss: 0.1481 - val_r2_score: 0.8409
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0527 - r2_score: 0.9482 - val_loss: 0.1508 - val_r2_score: 0.8379
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0692 - r2_score: 0.9308 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 33ms/step - loss: 0.8394 - r2_score: 0.1746 - val_loss: 0.4516 - val_r2_score: 0.5148
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.3847 - r2_score: 0.6218 - val_loss: 0.2709 - val_r2_score: 0.7090
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2491 - r2_score: 0.7550 - val_loss: 0.2086 - val_r2_score: 0.7759
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2009 - r2_score: 0.8024 - val_loss: 0.1805 - val_r2_score: 0.8061
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1714 - r2_score: 0.8314 - val_loss: 0.1676 - val_r2_score: 0.8200
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1495 - r2_score: 0.8530 - val_loss: 0.1594 - val_r2_score: 0.8287
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1341 - r2_score: 0.8682 - val_loss: 0.1496 - val_r2_score: 0.8392
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1212 - r2_score: 0.8808 - val_loss: 0.1460 - val_r2_score: 0.8431
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1099 - r2_score: 0.8920 - val_loss: 0.1422 - val_r2_score: 0.8472
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1012 - r2_score: 0.9005 - val_loss: 0.1407 - val_r2_score: 0.8488
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0925 - r2_score: 0.9090 - val_loss: 0.1414 - val_r2_score: 0.8481
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0853 - r2_score: 0.9161 - val_loss: 0.1410 - val_r2_score: 0.8486
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0792 - r2_score: 0.9221 - val_loss: 0.1413 - val_r2_score: 0.8482
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0739 - r2_score: 0.9274 - val_loss: 0.1431 - val_r2_score: 0.8463
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0680 - r2_score: 0.9331 - val_loss: 0.1443 - val_r2_score: 0.8450
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0627 - r2_score: 0.9383 - val_loss: 0.1443 - val_r2_score: 0.8449
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0585 - r2_score: 0.9424 - val_loss: 0.1461 - val_r2_score: 0.8430
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0551 - r2_score: 0.9458 - val_loss: 0.1484 - val_r2_score: 0.8405
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0516 - r2_score: 0.9493 - val_loss: 0.1505 - val_r2_score: 0.8383
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0475 - r2_score: 0.9533 - val_loss: 0.1511 - val_r2_score: 0.8377
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0654 - r2_score: 0.9346 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 29ms/step - loss: 0.6523 - r2_score: 0.3586 - val_loss: 0.3425 - val_r2_score: 0.6320
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3303 - r2_score: 0.6752 - val_loss: 0.2568 - val_r2_score: 0.7241
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2184 - r2_score: 0.7853 - val_loss: 0.2313 - val_r2_score: 0.7515
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1701 - r2_score: 0.8328 - val_loss: 0.2153 - val_r2_score: 0.7687
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1408 - r2_score: 0.8616 - val_loss: 0.2021 - val_r2_score: 0.7829
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1195 - r2_score: 0.8825 - val_loss: 0.1943 - val_r2_score: 0.7912
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1033 - r2_score: 0.8985 - val_loss: 0.1894 - val_r2_score: 0.7965
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0910 - r2_score: 0.9105 - val_loss: 0.1841 - val_r2_score: 0.8022
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0812 - r2_score: 0.9201 - val_loss: 0.1822 - val_r2_score: 0.8042
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0728 - r2_score: 0.9284 - val_loss: 0.1824 - val_r2_score: 0.8040
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0650 - r2_score: 0.9360 - val_loss: 0.1813 - val_r2_score: 0.8053
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0592 - r2_score: 0.9418 - val_loss: 0.1765 - val_r2_score: 0.8104
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0543 - r2_score: 0.9466 - val_loss: 0.1796 - val_r2_score: 0.8070
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0497 - r2_score: 0.9511 - val_loss: 0.1793 - val_r2_score: 0.8074
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0453 - r2_score: 0.9555 - val_loss: 0.1797 - val_r2_score: 0.8069
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0423 - r2_score: 0.9584 - val_loss: 0.1789 - val_r2_score: 0.8078
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0385 - r2_score: 0.9622 - val_loss: 0.1789 - val_r2_score: 0.8078
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0346 - r2_score: 0.9660 - val_loss: 0.1815 - val_r2_score: 0.8049
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step - loss: 0.0323 - r2_score: 0.9682 - val_loss: 0.1814 - val_r2_score: 0.8051
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0300 - r2_score: 0.9705 - val_loss: 0.1803 - val_r2_score: 0.8062
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0576 - r2_score: 0.9424 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 40ms/step - loss: 0.8782 - r2_score: 0.1365 - val_loss: 0.5695 - val_r2_score: 0.3881
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4686 - r2_score: 0.5392 - val_loss: 0.3038 - val_r2_score: 0.6736
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2944 - r2_score: 0.7105 - val_loss: 0.2146 - val_r2_score: 0.7694
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2094 - r2_score: 0.7941 - val_loss: 0.1780 - val_r2_score: 0.8088
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1771 - r2_score: 0.8258 - val_loss: 0.1675 - val_r2_score: 0.8201
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1564 - r2_score: 0.8462 - val_loss: 0.1568 - val_r2_score: 0.8315
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1410 - r2_score: 0.8613 - val_loss: 0.1524 - val_r2_score: 0.8363
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1292 - r2_score: 0.8730 - val_loss: 0.1486 - val_r2_score: 0.8403
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1206 - r2_score: 0.8814 - val_loss: 0.1466 - val_r2_score: 0.8425
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1106 - r2_score: 0.8912 - val_loss: 0.1474 - val_r2_score: 0.8417
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1015 - r2_score: 0.9002 - val_loss: 0.1432 - val_r2_score: 0.8461
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0955 - r2_score: 0.9061 - val_loss: 0.1429 - val_r2_score: 0.8464
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0888 - r2_score: 0.9127 - val_loss: 0.1412 - val_r2_score: 0.8483
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0814 - r2_score: 0.9199 - val_loss: 0.1448 - val_r2_score: 0.8444
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0753 - r2_score: 0.9260 - val_loss: 0.1439 - val_r2_score: 0.8454
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0707 - r2_score: 0.9305 - val_loss: 0.1472 - val_r2_score: 0.8419
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0699 - r2_score: 0.9313 - val_loss: 0.1456 - val_r2_score: 0.8436
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0628 - r2_score: 0.9382 - val_loss: 0.1518 - val_r2_score: 0.8369
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0582 - r2_score: 0.9428 - val_loss: 0.1491 - val_r2_score: 0.8398
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0537 - r2_score: 0.9472 - val_loss: 0.1504 - val_r2_score: 0.8385
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step - loss: 0.0700 - r2_score: 0.9300  
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.7800 - r2_score: 0.2330 - val_loss: 0.3863 - val_r2_score: 0.5850
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3636 - r2_score: 0.6425 - val_loss: 0.2787 - val_r2_score: 0.7005
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2536 - r2_score: 0.7507 - val_loss: 0.2237 - val_r2_score: 0.7596
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1981 - r2_score: 0.8052 - val_loss: 0.1895 - val_r2_score: 0.7964
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1705 - r2_score: 0.8323 - val_loss: 0.1738 - val_r2_score: 0.8133
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1497 - r2_score: 0.8528 - val_loss: 0.1670 - val_r2_score: 0.8206
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1347 - r2_score: 0.8676 - val_loss: 0.1661 - val_r2_score: 0.8216
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1211 - r2_score: 0.8809 - val_loss: 0.1593 - val_r2_score: 0.8288
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1121 - r2_score: 0.8897 - val_loss: 0.1525 - val_r2_score: 0.8361
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1015 - r2_score: 0.9002 - val_loss: 0.1546 - val_r2_score: 0.8340
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0930 - r2_score: 0.9085 - val_loss: 0.1580 - val_r2_score: 0.8302
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0865 - r2_score: 0.9149 - val_loss: 0.1553 - val_r2_score: 0.8331
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0809 - r2_score: 0.9204 - val_loss: 0.1549 - val_r2_score: 0.8336
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0739 - r2_score: 0.9273 - val_loss: 0.1585 - val_r2_score: 0.8297
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0685 - r2_score: 0.9327 - val_loss: 0.1542 - val_r2_score: 0.8344
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0649 - r2_score: 0.9362 - val_loss: 0.1625 - val_r2_score: 0.8254
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0593 - r2_score: 0.9417 - val_loss: 0.1623 - val_r2_score: 0.8257
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0547 - r2_score: 0.9463 - val_loss: 0.1609 - val_r2_score: 0.8272
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.0510 - r2_score: 0.9498 - val_loss: 0.1670 - val_r2_score: 0.8205
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0472 - r2_score: 0.9536 - val_loss: 0.1674 - val_r2_score: 0.8202
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0677 - r2_score: 0.9323 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.7528 - r2_score: 0.2598 - val_loss: 0.3558 - val_r2_score: 0.6177
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3298 - r2_score: 0.6757 - val_loss: 0.2577 - val_r2_score: 0.7232
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2161 - r2_score: 0.7875 - val_loss: 0.1857 - val_r2_score: 0.8004
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1747 - r2_score: 0.8283 - val_loss: 0.1789 - val_r2_score: 0.8077
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1469 - r2_score: 0.8556 - val_loss: 0.1667 - val_r2_score: 0.8209
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1301 - r2_score: 0.8720 - val_loss: 0.1617 - val_r2_score: 0.8263
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1178 - r2_score: 0.8842 - val_loss: 0.1619 - val_r2_score: 0.8260
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1080 - r2_score: 0.8938 - val_loss: 0.1584 - val_r2_score: 0.8298
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0987 - r2_score: 0.9029 - val_loss: 0.1559 - val_r2_score: 0.8325
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0910 - r2_score: 0.9105 - val_loss: 0.1545 - val_r2_score: 0.8340
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0860 - r2_score: 0.9154 - val_loss: 0.1589 - val_r2_score: 0.8293
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0799 - r2_score: 0.9214 - val_loss: 0.1528 - val_r2_score: 0.8358
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0731 - r2_score: 0.9282 - val_loss: 0.1540 - val_r2_score: 0.8345
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0690 - r2_score: 0.9322 - val_loss: 0.1611 - val_r2_score: 0.8269
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0634 - r2_score: 0.9377 - val_loss: 0.1585 - val_r2_score: 0.8297
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0585 - r2_score: 0.9425 - val_loss: 0.1588 - val_r2_score: 0.8294
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0546 - r2_score: 0.9463 - val_loss: 0.1613 - val_r2_score: 0.8267
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0500 - r2_score: 0.9508 - val_loss: 0.1667 - val_r2_score: 0.8209
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0462 - r2_score: 0.9546 - val_loss: 0.1622 - val_r2_score: 0.8257
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0431 - r2_score: 0.9577 - val_loss: 0.1634 - val_r2_score: 0.8245
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0636 - r2_score: 0.9364 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 29ms/step - loss: 0.6395 - r2_score: 0.3712 - val_loss: 0.2958 - val_r2_score: 0.6822
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2924 - r2_score: 0.7125 - val_loss: 0.2235 - val_r2_score: 0.7599
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2045 - r2_score: 0.7989 - val_loss: 0.2038 - val_r2_score: 0.7810
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1539 - r2_score: 0.8486 - val_loss: 0.1874 - val_r2_score: 0.7987
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1274 - r2_score: 0.8747 - val_loss: 0.1825 - val_r2_score: 0.8039
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1107 - r2_score: 0.8912 - val_loss: 0.1740 - val_r2_score: 0.8130
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0965 - r2_score: 0.9051 - val_loss: 0.1683 - val_r2_score: 0.8192
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0864 - r2_score: 0.9150 - val_loss: 0.1742 - val_r2_score: 0.8129
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0759 - r2_score: 0.9254 - val_loss: 0.1670 - val_r2_score: 0.8205
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0668 - r2_score: 0.9343 - val_loss: 0.1654 - val_r2_score: 0.8223
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0594 - r2_score: 0.9416 - val_loss: 0.1685 - val_r2_score: 0.8190
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0531 - r2_score: 0.9478 - val_loss: 0.1691 - val_r2_score: 0.8184
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0481 - r2_score: 0.9527 - val_loss: 0.1695 - val_r2_score: 0.8179
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0434 - r2_score: 0.9573 - val_loss: 0.1678 - val_r2_score: 0.8197
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0382 - r2_score: 0.9624 - val_loss: 0.1686 - val_r2_score: 0.8189
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0335 - r2_score: 0.9670 - val_loss: 0.1690 - val_r2_score: 0.8185
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0302 - r2_score: 0.9703 - val_loss: 0.1714 - val_r2_score: 0.8158
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0285 - r2_score: 0.9720 - val_loss: 0.1736 - val_r2_score: 0.8135
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0252 - r2_score: 0.9752 - val_loss: 0.1743 - val_r2_score: 0.8127
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0228 - r2_score: 0.9776 - val_loss: 0.1750 - val_r2_score: 0.8120
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0504 - r2_score: 0.9496 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 1.0879 - r2_score: -0.0697 - val_loss: 0.5867 - val_r2_score: 0.3696
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4481 - r2_score: 0.5594 - val_loss: 0.3040 - val_r2_score: 0.6734
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2706 - r2_score: 0.7339 - val_loss: 0.2212 - val_r2_score: 0.7624
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2036 - r2_score: 0.7998 - val_loss: 0.1809 - val_r2_score: 0.8057
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1699 - r2_score: 0.8330 - val_loss: 0.1668 - val_r2_score: 0.8208
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1487 - r2_score: 0.8537 - val_loss: 0.1556 - val_r2_score: 0.8328
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1334 - r2_score: 0.8689 - val_loss: 0.1499 - val_r2_score: 0.8390
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1226 - r2_score: 0.8795 - val_loss: 0.1414 - val_r2_score: 0.8481
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1094 - r2_score: 0.8924 - val_loss: 0.1424 - val_r2_score: 0.8470
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0994 - r2_score: 0.9023 - val_loss: 0.1420 - val_r2_score: 0.8475
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0918 - r2_score: 0.9097 - val_loss: 0.1420 - val_r2_score: 0.8474
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0837 - r2_score: 0.9177 - val_loss: 0.1413 - val_r2_score: 0.8482
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0772 - r2_score: 0.9241 - val_loss: 0.1426 - val_r2_score: 0.8468
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0721 - r2_score: 0.9291 - val_loss: 0.1423 - val_r2_score: 0.8472
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0664 - r2_score: 0.9347 - val_loss: 0.1430 - val_r2_score: 0.8463
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0613 - r2_score: 0.9397 - val_loss: 0.1432 - val_r2_score: 0.8462
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0570 - r2_score: 0.9440 - val_loss: 0.1487 - val_r2_score: 0.8402
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0536 - r2_score: 0.9473 - val_loss: 0.1508 - val_r2_score: 0.8379
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0484 - r2_score: 0.9524 - val_loss: 0.1498 - val_r2_score: 0.8391
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0453 - r2_score: 0.9555 - val_loss: 0.1513 - val_r2_score: 0.8375
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0631 - r2_score: 0.9369 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 35ms/step - loss: 0.7054 - r2_score: 0.3064 - val_loss: 0.4543 - val_r2_score: 0.5119
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3776 - r2_score: 0.6287 - val_loss: 0.3211 - val_r2_score: 0.6550
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2572 - r2_score: 0.7471 - val_loss: 0.2625 - val_r2_score: 0.7180
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2013 - r2_score: 0.8021 - val_loss: 0.2232 - val_r2_score: 0.7602
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1698 - r2_score: 0.8330 - val_loss: 0.2085 - val_r2_score: 0.7760
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1497 - r2_score: 0.8528 - val_loss: 0.2001 - val_r2_score: 0.7851
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1348 - r2_score: 0.8675 - val_loss: 0.1914 - val_r2_score: 0.7944
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1205 - r2_score: 0.8815 - val_loss: 0.1903 - val_r2_score: 0.7956
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1116 - r2_score: 0.8903 - val_loss: 0.1863 - val_r2_score: 0.7999
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1019 - r2_score: 0.8998 - val_loss: 0.1817 - val_r2_score: 0.8048
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0949 - r2_score: 0.9067 - val_loss: 0.1857 - val_r2_score: 0.8005
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0898 - r2_score: 0.9117 - val_loss: 0.1785 - val_r2_score: 0.8082
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0835 - r2_score: 0.9179 - val_loss: 0.1898 - val_r2_score: 0.7961
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0828 - r2_score: 0.9186 - val_loss: 0.1875 - val_r2_score: 0.7985
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0757 - r2_score: 0.9256 - val_loss: 0.1844 - val_r2_score: 0.8019
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0681 - r2_score: 0.9331 - val_loss: 0.1885 - val_r2_score: 0.7975
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0618 - r2_score: 0.9392 - val_loss: 0.1918 - val_r2_score: 0.7939
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0589 - r2_score: 0.9421 - val_loss: 0.1941 - val_r2_score: 0.7915
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0566 - r2_score: 0.9443 - val_loss: 0.1994 - val_r2_score: 0.7858
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0557 - r2_score: 0.9452 - val_loss: 0.1948 - val_r2_score: 0.7907
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0793 - r2_score: 0.9207 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 29ms/step - loss: 0.6221 - r2_score: 0.3883 - val_loss: 0.3574 - val_r2_score: 0.6160
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3371 - r2_score: 0.6685 - val_loss: 0.2547 - val_r2_score: 0.7264
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2239 - r2_score: 0.7798 - val_loss: 0.2145 - val_r2_score: 0.7695
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1801 - r2_score: 0.8230 - val_loss: 0.2264 - val_r2_score: 0.7567
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1638 - r2_score: 0.8390 - val_loss: 0.2077 - val_r2_score: 0.7768
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1457 - r2_score: 0.8568 - val_loss: 0.1963 - val_r2_score: 0.7891
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1316 - r2_score: 0.8706 - val_loss: 0.1805 - val_r2_score: 0.8061
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1156 - r2_score: 0.8864 - val_loss: 0.1799 - val_r2_score: 0.8067
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1144 - r2_score: 0.8876 - val_loss: 0.1782 - val_r2_score: 0.8085
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.1001 - r2_score: 0.9016 - val_loss: 0.1718 - val_r2_score: 0.8155
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0933 - r2_score: 0.9083 - val_loss: 0.1730 - val_r2_score: 0.8142
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0858 - r2_score: 0.9157 - val_loss: 0.1743 - val_r2_score: 0.8127
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0806 - r2_score: 0.9207 - val_loss: 0.1771 - val_r2_score: 0.8097
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0777 - r2_score: 0.9236 - val_loss: 0.1731 - val_r2_score: 0.8140
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0705 - r2_score: 0.9307 - val_loss: 0.1728 - val_r2_score: 0.8143
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0630 - r2_score: 0.9381 - val_loss: 0.1734 - val_r2_score: 0.8137
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 35ms/step - loss: 0.0578 - r2_score: 0.9431 - val_loss: 0.1764 - val_r2_score: 0.8105
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 24ms/step - loss: 0.0541 - r2_score: 0.9468 - val_loss: 0.1770 - val_r2_score: 0.8099
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0476 - r2_score: 0.9532 - val_loss: 0.1762 - val_r2_score: 0.8107
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 20ms/step - loss: 0.0446 - r2_score: 0.9562 - val_loss: 0.1801 - val_r2_score: 0.8065
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0676 - r2_score: 0.9324 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 32ms/step - loss: 0.8435 - r2_score: 0.1706 - val_loss: 0.4056 - val_r2_score: 0.5643
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.3728 - r2_score: 0.6335 - val_loss: 0.2773 - val_r2_score: 0.7021
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2393 - r2_score: 0.7647 - val_loss: 0.2249 - val_r2_score: 0.7584
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1774 - r2_score: 0.8256 - val_loss: 0.2028 - val_r2_score: 0.7821
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1385 - r2_score: 0.8638 - val_loss: 0.1908 - val_r2_score: 0.7950
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1144 - r2_score: 0.8875 - val_loss: 0.1842 - val_r2_score: 0.8022
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0987 - r2_score: 0.9030 - val_loss: 0.1809 - val_r2_score: 0.8056
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0856 - r2_score: 0.9158 - val_loss: 0.1770 - val_r2_score: 0.8098
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0768 - r2_score: 0.9244 - val_loss: 0.1737 - val_r2_score: 0.8134
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0700 - r2_score: 0.9312 - val_loss: 0.1730 - val_r2_score: 0.8141
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0635 - r2_score: 0.9376 - val_loss: 0.1722 - val_r2_score: 0.8150
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0587 - r2_score: 0.9423 - val_loss: 0.1697 - val_r2_score: 0.8177
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0537 - r2_score: 0.9472 - val_loss: 0.1698 - val_r2_score: 0.8175
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0498 - r2_score: 0.9510 - val_loss: 0.1690 - val_r2_score: 0.8185
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0461 - r2_score: 0.9547 - val_loss: 0.1666 - val_r2_score: 0.8210
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0429 - r2_score: 0.9578 - val_loss: 0.1655 - val_r2_score: 0.8222
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0397 - r2_score: 0.9609 - val_loss: 0.1658 - val_r2_score: 0.8219
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0367 - r2_score: 0.9639 - val_loss: 0.1653 - val_r2_score: 0.8224
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0342 - r2_score: 0.9664 - val_loss: 0.1649 - val_r2_score: 0.8228
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0323 - r2_score: 0.9682 - val_loss: 0.1656 - val_r2_score: 0.8221
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0566 - r2_score: 0.9434 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step - loss: 0.7746 - r2_score: 0.2384 - val_loss: 0.4210 - val_r2_score: 0.5477
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3798 - r2_score: 0.6266 - val_loss: 0.2840 - val_r2_score: 0.6948
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2910 - r2_score: 0.7139 - val_loss: 0.2378 - val_r2_score: 0.7445
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2397 - r2_score: 0.7643 - val_loss: 0.2127 - val_r2_score: 0.7715
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2121 - r2_score: 0.7915 - val_loss: 0.2004 - val_r2_score: 0.7847
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1932 - r2_score: 0.8100 - val_loss: 0.1929 - val_r2_score: 0.7927
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1806 - r2_score: 0.8224 - val_loss: 0.1865 - val_r2_score: 0.7996
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1690 - r2_score: 0.8338 - val_loss: 0.1811 - val_r2_score: 0.8054
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.1590 - r2_score: 0.8437 - val_loss: 0.1768 - val_r2_score: 0.8100
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1506 - r2_score: 0.8520 - val_loss: 0.1728 - val_r2_score: 0.8143
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1427 - r2_score: 0.8597 - val_loss: 0.1685 - val_r2_score: 0.8190
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1355 - r2_score: 0.8668 - val_loss: 0.1650 - val_r2_score: 0.8228
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1291 - r2_score: 0.8731 - val_loss: 0.1621 - val_r2_score: 0.8258
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1227 - r2_score: 0.8793 - val_loss: 0.1595 - val_r2_score: 0.8286
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1174 - r2_score: 0.8845 - val_loss: 0.1579 - val_r2_score: 0.8303
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.1116 - r2_score: 0.8903 - val_loss: 0.1563 - val_r2_score: 0.8321
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 13ms/step - loss: 0.1072 - r2_score: 0.8946 - val_loss: 0.1558 - val_r2_score: 0.8326
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1024 - r2_score: 0.8993 - val_loss: 0.1537 - val_r2_score: 0.8349
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0979 - r2_score: 0.9037 - val_loss: 0.1531 - val_r2_score: 0.8355
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0943 - r2_score: 0.9073 - val_loss: 0.1518 - val_r2_score: 0.8369
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.1031 - r2_score: 0.8969 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 33ms/step - loss: 1.2642 - r2_score: -0.2430 - val_loss: 0.5498 - val_r2_score: 0.4093
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4853 - r2_score: 0.5228 - val_loss: 0.3585 - val_r2_score: 0.6148
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.3167 - r2_score: 0.6886 - val_loss: 0.2484 - val_r2_score: 0.7331
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2463 - r2_score: 0.7578 - val_loss: 0.2184 - val_r2_score: 0.7654
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2030 - r2_score: 0.8004 - val_loss: 0.2019 - val_r2_score: 0.7831
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1744 - r2_score: 0.8285 - val_loss: 0.1931 - val_r2_score: 0.7926
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1544 - r2_score: 0.8482 - val_loss: 0.1857 - val_r2_score: 0.8004
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1387 - r2_score: 0.8636 - val_loss: 0.1816 - val_r2_score: 0.8049
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1254 - r2_score: 0.8767 - val_loss: 0.1775 - val_r2_score: 0.8093
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1142 - r2_score: 0.8877 - val_loss: 0.1766 - val_r2_score: 0.8103
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1051 - r2_score: 0.8967 - val_loss: 0.1745 - val_r2_score: 0.8125
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0982 - r2_score: 0.9034 - val_loss: 0.1730 - val_r2_score: 0.8141
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0900 - r2_score: 0.9115 - val_loss: 0.1726 - val_r2_score: 0.8146
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0836 - r2_score: 0.9178 - val_loss: 0.1720 - val_r2_score: 0.8153
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0784 - r2_score: 0.9229 - val_loss: 0.1738 - val_r2_score: 0.8133
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0723 - r2_score: 0.9289 - val_loss: 0.1741 - val_r2_score: 0.8130
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0671 - r2_score: 0.9340 - val_loss: 0.1730 - val_r2_score: 0.8141
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0626 - r2_score: 0.9385 - val_loss: 0.1738 - val_r2_score: 0.8132
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0580 - r2_score: 0.9429 - val_loss: 0.1756 - val_r2_score: 0.8113
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0540 - r2_score: 0.9469 - val_loss: 0.1792 - val_r2_score: 0.8075
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0760 - r2_score: 0.9240 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 1.0003 - r2_score: 0.0164 - val_loss: 0.5986 - val_r2_score: 0.3569
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.4603 - r2_score: 0.5474 - val_loss: 0.3805 - val_r2_score: 0.5912
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2926 - r2_score: 0.7122 - val_loss: 0.3072 - val_r2_score: 0.6699
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.2104 - r2_score: 0.7931 - val_loss: 0.2724 - val_r2_score: 0.7073
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1669 - r2_score: 0.8359 - val_loss: 0.2558 - val_r2_score: 0.7251
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1366 - r2_score: 0.8656 - val_loss: 0.2412 - val_r2_score: 0.7408
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1169 - r2_score: 0.8851 - val_loss: 0.2300 - val_r2_score: 0.7529
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1008 - r2_score: 0.9009 - val_loss: 0.2215 - val_r2_score: 0.7620
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0889 - r2_score: 0.9126 - val_loss: 0.2195 - val_r2_score: 0.7642
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0787 - r2_score: 0.9226 - val_loss: 0.2098 - val_r2_score: 0.7746
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0707 - r2_score: 0.9305 - val_loss: 0.2102 - val_r2_score: 0.7742
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0635 - r2_score: 0.9375 - val_loss: 0.2063 - val_r2_score: 0.7783
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0577 - r2_score: 0.9432 - val_loss: 0.2052 - val_r2_score: 0.7795
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0524 - r2_score: 0.9485 - val_loss: 0.2017 - val_r2_score: 0.7833
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0488 - r2_score: 0.9520 - val_loss: 0.2022 - val_r2_score: 0.7827
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0447 - r2_score: 0.9560 - val_loss: 0.2013 - val_r2_score: 0.7837
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0412 - r2_score: 0.9595 - val_loss: 0.2020 - val_r2_score: 0.7830
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0376 - r2_score: 0.9630 - val_loss: 0.2002 - val_r2_score: 0.7849
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0351 - r2_score: 0.9655 - val_loss: 0.2003 - val_r2_score: 0.7848
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0325 - r2_score: 0.9681 - val_loss: 0.2002 - val_r2_score: 0.7849
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0639 - r2_score: 0.9361 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 35ms/step - loss: 1.3315 - r2_score: -0.3093 - val_loss: 0.8463 - val_r2_score: 0.0908
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.5925 - r2_score: 0.4174 - val_loss: 0.4975 - val_r2_score: 0.4655
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.3280 - r2_score: 0.6775 - val_loss: 0.3530 - val_r2_score: 0.6207
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2245 - r2_score: 0.7792 - val_loss: 0.3000 - val_r2_score: 0.6777
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1722 - r2_score: 0.8307 - val_loss: 0.2740 - val_r2_score: 0.7056
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1401 - r2_score: 0.8623 - val_loss: 0.2573 - val_r2_score: 0.7236
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1202 - r2_score: 0.8818 - val_loss: 0.2452 - val_r2_score: 0.7366
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1053 - r2_score: 0.8965 - val_loss: 0.2376 - val_r2_score: 0.7447
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0935 - r2_score: 0.9081 - val_loss: 0.2328 - val_r2_score: 0.7499
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0842 - r2_score: 0.9172 - val_loss: 0.2281 - val_r2_score: 0.7549
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0757 - r2_score: 0.9255 - val_loss: 0.2272 - val_r2_score: 0.7559
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0686 - r2_score: 0.9325 - val_loss: 0.2250 - val_r2_score: 0.7583
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0624 - r2_score: 0.9387 - val_loss: 0.2221 - val_r2_score: 0.7614
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0566 - r2_score: 0.9443 - val_loss: 0.2210 - val_r2_score: 0.7626
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0516 - r2_score: 0.9493 - val_loss: 0.2218 - val_r2_score: 0.7617
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0476 - r2_score: 0.9532 - val_loss: 0.2210 - val_r2_score: 0.7626
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0435 - r2_score: 0.9572 - val_loss: 0.2195 - val_r2_score: 0.7642
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0401 - r2_score: 0.9606 - val_loss: 0.2202 - val_r2_score: 0.7634
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0367 - r2_score: 0.9639 - val_loss: 0.2192 - val_r2_score: 0.7645
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0339 - r2_score: 0.9666 - val_loss: 0.2184 - val_r2_score: 0.7654
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0687 - r2_score: 0.9313 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step - loss: 0.8149 - r2_score: 0.1988 - val_loss: 0.4773 - val_r2_score: 0.4872
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.4219 - r2_score: 0.5851 - val_loss: 0.3164 - val_r2_score: 0.6601
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2768 - r2_score: 0.7278 - val_loss: 0.2340 - val_r2_score: 0.7486
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2023 - r2_score: 0.8011 - val_loss: 0.1966 - val_r2_score: 0.7888
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1703 - r2_score: 0.8326 - val_loss: 0.1810 - val_r2_score: 0.8055
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1513 - r2_score: 0.8512 - val_loss: 0.1725 - val_r2_score: 0.8147
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1377 - r2_score: 0.8646 - val_loss: 0.1659 - val_r2_score: 0.8218
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1271 - r2_score: 0.8750 - val_loss: 0.1628 - val_r2_score: 0.8251
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1185 - r2_score: 0.8835 - val_loss: 0.1582 - val_r2_score: 0.8300
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1110 - r2_score: 0.8909 - val_loss: 0.1550 - val_r2_score: 0.8335
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1036 - r2_score: 0.8982 - val_loss: 0.1522 - val_r2_score: 0.8364
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0975 - r2_score: 0.9041 - val_loss: 0.1492 - val_r2_score: 0.8397
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0920 - r2_score: 0.9095 - val_loss: 0.1473 - val_r2_score: 0.8418
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0870 - r2_score: 0.9145 - val_loss: 0.1451 - val_r2_score: 0.8441
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0817 - r2_score: 0.9197 - val_loss: 0.1438 - val_r2_score: 0.8455
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0773 - r2_score: 0.9240 - val_loss: 0.1426 - val_r2_score: 0.8468
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 17ms/step - loss: 0.0732 - r2_score: 0.9280 - val_loss: 0.1421 - val_r2_score: 0.8473
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0689 - r2_score: 0.9323 - val_loss: 0.1402 - val_r2_score: 0.8494
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0655 - r2_score: 0.9356 - val_loss: 0.1410 - val_r2_score: 0.8485
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0622 - r2_score: 0.9389 - val_loss: 0.1390 - val_r2_score: 0.8507
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0749 - r2_score: 0.9251 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 34ms/step - loss: 0.8892 - r2_score: 0.1257 - val_loss: 0.5140 - val_r2_score: 0.4478
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3856 - r2_score: 0.6208 - val_loss: 0.2894 - val_r2_score: 0.6891
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2452 - r2_score: 0.7589 - val_loss: 0.2348 - val_r2_score: 0.7478
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1833 - r2_score: 0.8198 - val_loss: 0.2094 - val_r2_score: 0.7750
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1477 - r2_score: 0.8547 - val_loss: 0.1927 - val_r2_score: 0.7930
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1259 - r2_score: 0.8762 - val_loss: 0.1850 - val_r2_score: 0.8012
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1098 - r2_score: 0.8921 - val_loss: 0.1834 - val_r2_score: 0.8030
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0961 - r2_score: 0.9055 - val_loss: 0.1788 - val_r2_score: 0.8079
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0855 - r2_score: 0.9159 - val_loss: 0.1759 - val_r2_score: 0.8111
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0761 - r2_score: 0.9252 - val_loss: 0.1767 - val_r2_score: 0.8101
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0687 - r2_score: 0.9325 - val_loss: 0.1746 - val_r2_score: 0.8124
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0623 - r2_score: 0.9388 - val_loss: 0.1753 - val_r2_score: 0.8117
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0563 - r2_score: 0.9446 - val_loss: 0.1732 - val_r2_score: 0.8139
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0508 - r2_score: 0.9501 - val_loss: 0.1736 - val_r2_score: 0.8135
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0465 - r2_score: 0.9543 - val_loss: 0.1749 - val_r2_score: 0.8121
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0426 - r2_score: 0.9581 - val_loss: 0.1754 - val_r2_score: 0.8116
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0386 - r2_score: 0.9621 - val_loss: 0.1781 - val_r2_score: 0.8087
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0360 - r2_score: 0.9646 - val_loss: 0.1773 - val_r2_score: 0.8095
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0323 - r2_score: 0.9683 - val_loss: 0.1787 - val_r2_score: 0.8080
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0300 - r2_score: 0.9705 - val_loss: 0.1810 - val_r2_score: 0.8055
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0577 - r2_score: 0.9423 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 27ms/step - loss: 0.7639 - r2_score: 0.2489 - val_loss: 0.3082 - val_r2_score: 0.6689
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3266 - r2_score: 0.6789 - val_loss: 0.2112 - val_r2_score: 0.7731
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.2042 - r2_score: 0.7993 - val_loss: 0.1726 - val_r2_score: 0.8145
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1539 - r2_score: 0.8487 - val_loss: 0.1634 - val_r2_score: 0.8244
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1237 - r2_score: 0.8784 - val_loss: 0.1576 - val_r2_score: 0.8306
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1040 - r2_score: 0.8978 - val_loss: 0.1526 - val_r2_score: 0.8361
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0911 - r2_score: 0.9104 - val_loss: 0.1518 - val_r2_score: 0.8369
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0801 - r2_score: 0.9212 - val_loss: 0.1490 - val_r2_score: 0.8399
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0716 - r2_score: 0.9296 - val_loss: 0.1474 - val_r2_score: 0.8416
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0647 - r2_score: 0.9364 - val_loss: 0.1473 - val_r2_score: 0.8418
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0588 - r2_score: 0.9422 - val_loss: 0.1495 - val_r2_score: 0.8394
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0533 - r2_score: 0.9476 - val_loss: 0.1465 - val_r2_score: 0.8426
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0486 - r2_score: 0.9522 - val_loss: 0.1461 - val_r2_score: 0.8430
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0445 - r2_score: 0.9562 - val_loss: 0.1455 - val_r2_score: 0.8437
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0408 - r2_score: 0.9598 - val_loss: 0.1449 - val_r2_score: 0.8443
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0376 - r2_score: 0.9630 - val_loss: 0.1452 - val_r2_score: 0.8440
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0348 - r2_score: 0.9658 - val_loss: 0.1445 - val_r2_score: 0.8448
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0322 - r2_score: 0.9683 - val_loss: 0.1460 - val_r2_score: 0.8432
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0297 - r2_score: 0.9708 - val_loss: 0.1455 - val_r2_score: 0.8437
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0280 - r2_score: 0.9725 - val_loss: 0.1455 - val_r2_score: 0.8436
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0496 - r2_score: 0.9504 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 34ms/step - loss: 0.8548 - r2_score: 0.1595 - val_loss: 0.4673 - val_r2_score: 0.4980
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3664 - r2_score: 0.6397 - val_loss: 0.3164 - val_r2_score: 0.6601
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2276 - r2_score: 0.7762 - val_loss: 0.2771 - val_r2_score: 0.7023
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1726 - r2_score: 0.8303 - val_loss: 0.2583 - val_r2_score: 0.7225
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1379 - r2_score: 0.8644 - val_loss: 0.2534 - val_r2_score: 0.7277
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1147 - r2_score: 0.8872 - val_loss: 0.2487 - val_r2_score: 0.7328
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0988 - r2_score: 0.9029 - val_loss: 0.2446 - val_r2_score: 0.7372
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0854 - r2_score: 0.9160 - val_loss: 0.2394 - val_r2_score: 0.7428
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0745 - r2_score: 0.9267 - val_loss: 0.2373 - val_r2_score: 0.7451
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0654 - r2_score: 0.9357 - val_loss: 0.2329 - val_r2_score: 0.7497
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0580 - r2_score: 0.9430 - val_loss: 0.2297 - val_r2_score: 0.7532
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0509 - r2_score: 0.9500 - val_loss: 0.2289 - val_r2_score: 0.7541
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0450 - r2_score: 0.9557 - val_loss: 0.2291 - val_r2_score: 0.7539
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0404 - r2_score: 0.9603 - val_loss: 0.2272 - val_r2_score: 0.7559
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0356 - r2_score: 0.9650 - val_loss: 0.2262 - val_r2_score: 0.7569
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0319 - r2_score: 0.9686 - val_loss: 0.2248 - val_r2_score: 0.7585
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0288 - r2_score: 0.9717 - val_loss: 0.2258 - val_r2_score: 0.7574
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0260 - r2_score: 0.9744 - val_loss: 0.2271 - val_r2_score: 0.7560
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0231 - r2_score: 0.9773 - val_loss: 0.2257 - val_r2_score: 0.7575
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0210 - r2_score: 0.9793 - val_loss: 0.2276 - val_r2_score: 0.7554
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0604 - r2_score: 0.9396 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.8948 - r2_score: 0.1202 - val_loss: 0.5162 - val_r2_score: 0.4454
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4467 - r2_score: 0.5608 - val_loss: 0.3224 - val_r2_score: 0.6537
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3168 - r2_score: 0.6885 - val_loss: 0.2607 - val_r2_score: 0.7199
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2488 - r2_score: 0.7554 - val_loss: 0.2116 - val_r2_score: 0.7727
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.2024 - r2_score: 0.8010 - val_loss: 0.1863 - val_r2_score: 0.7998
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1747 - r2_score: 0.8282 - val_loss: 0.1726 - val_r2_score: 0.8146
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1547 - r2_score: 0.8478 - val_loss: 0.1635 - val_r2_score: 0.8243
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1403 - r2_score: 0.8620 - val_loss: 0.1561 - val_r2_score: 0.8323
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1283 - r2_score: 0.8739 - val_loss: 0.1490 - val_r2_score: 0.8399
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1168 - r2_score: 0.8851 - val_loss: 0.1461 - val_r2_score: 0.8431
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1086 - r2_score: 0.8932 - val_loss: 0.1435 - val_r2_score: 0.8459
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1011 - r2_score: 0.9006 - val_loss: 0.1404 - val_r2_score: 0.8491
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0933 - r2_score: 0.9082 - val_loss: 0.1394 - val_r2_score: 0.8502
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0870 - r2_score: 0.9144 - val_loss: 0.1392 - val_r2_score: 0.8505
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0815 - r2_score: 0.9199 - val_loss: 0.1378 - val_r2_score: 0.8519
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0760 - r2_score: 0.9253 - val_loss: 0.1374 - val_r2_score: 0.8524
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0712 - r2_score: 0.9300 - val_loss: 0.1373 - val_r2_score: 0.8525
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0664 - r2_score: 0.9347 - val_loss: 0.1371 - val_r2_score: 0.8527
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0624 - r2_score: 0.9387 - val_loss: 0.1365 - val_r2_score: 0.8533
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0583 - r2_score: 0.9427 - val_loss: 0.1369 - val_r2_score: 0.8530
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0711 - r2_score: 0.9289 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 44ms/step - loss: 1.3724 - r2_score: -0.3494 - val_loss: 0.6168 - val_r2_score: 0.3373
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4479 - r2_score: 0.5596 - val_loss: 0.3726 - val_r2_score: 0.5996
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2668 - r2_score: 0.7376 - val_loss: 0.2859 - val_r2_score: 0.6928
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2022 - r2_score: 0.8012 - val_loss: 0.2506 - val_r2_score: 0.7307
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1656 - r2_score: 0.8372 - val_loss: 0.2266 - val_r2_score: 0.7565
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1419 - r2_score: 0.8604 - val_loss: 0.2122 - val_r2_score: 0.7720
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1243 - r2_score: 0.8777 - val_loss: 0.2009 - val_r2_score: 0.7842
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1100 - r2_score: 0.8919 - val_loss: 0.1950 - val_r2_score: 0.7905
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0988 - r2_score: 0.9029 - val_loss: 0.1919 - val_r2_score: 0.7938
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0896 - r2_score: 0.9119 - val_loss: 0.1895 - val_r2_score: 0.7964
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0809 - r2_score: 0.9205 - val_loss: 0.1894 - val_r2_score: 0.7966
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0737 - r2_score: 0.9276 - val_loss: 0.1859 - val_r2_score: 0.8003
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0672 - r2_score: 0.9339 - val_loss: 0.1880 - val_r2_score: 0.7980
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0611 - r2_score: 0.9399 - val_loss: 0.1861 - val_r2_score: 0.8001
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0553 - r2_score: 0.9456 - val_loss: 0.1864 - val_r2_score: 0.7997
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0511 - r2_score: 0.9497 - val_loss: 0.1879 - val_r2_score: 0.7981
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0468 - r2_score: 0.9539 - val_loss: 0.1875 - val_r2_score: 0.7986
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0429 - r2_score: 0.9578 - val_loss: 0.1868 - val_r2_score: 0.7993
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0398 - r2_score: 0.9609 - val_loss: 0.1861 - val_r2_score: 0.8001
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0365 - r2_score: 0.9641 - val_loss: 0.1880 - val_r2_score: 0.7980
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0644 - r2_score: 0.9356 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step - loss: 0.9870 - r2_score: 0.0295 - val_loss: 0.4298 - val_r2_score: 0.5383
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3864 - r2_score: 0.6201 - val_loss: 0.2680 - val_r2_score: 0.7121
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2357 - r2_score: 0.7682 - val_loss: 0.2077 - val_r2_score: 0.7768
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1709 - r2_score: 0.8320 - val_loss: 0.1895 - val_r2_score: 0.7964
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1363 - r2_score: 0.8660 - val_loss: 0.1803 - val_r2_score: 0.8063
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1157 - r2_score: 0.8862 - val_loss: 0.1720 - val_r2_score: 0.8152
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1014 - r2_score: 0.9003 - val_loss: 0.1726 - val_r2_score: 0.8146
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0898 - r2_score: 0.9117 - val_loss: 0.1702 - val_r2_score: 0.8171
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0805 - r2_score: 0.9208 - val_loss: 0.1676 - val_r2_score: 0.8199
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0728 - r2_score: 0.9284 - val_loss: 0.1666 - val_r2_score: 0.8211
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0660 - r2_score: 0.9351 - val_loss: 0.1661 - val_r2_score: 0.8215
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0605 - r2_score: 0.9405 - val_loss: 0.1680 - val_r2_score: 0.8195
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0548 - r2_score: 0.9461 - val_loss: 0.1675 - val_r2_score: 0.8200
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0503 - r2_score: 0.9506 - val_loss: 0.1651 - val_r2_score: 0.8227
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0462 - r2_score: 0.9545 - val_loss: 0.1659 - val_r2_score: 0.8217
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0428 - r2_score: 0.9579 - val_loss: 0.1647 - val_r2_score: 0.8230
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0395 - r2_score: 0.9611 - val_loss: 0.1654 - val_r2_score: 0.8223
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0365 - r2_score: 0.9641 - val_loss: 0.1661 - val_r2_score: 0.8216
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0334 - r2_score: 0.9672 - val_loss: 0.1643 - val_r2_score: 0.8235
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0305 - r2_score: 0.9700 - val_loss: 0.1660 - val_r2_score: 0.8217
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0554 - r2_score: 0.9446 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.6841 - r2_score: 0.3274 - val_loss: 0.4476 - val_r2_score: 0.5191
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3014 - r2_score: 0.7036 - val_loss: 0.3284 - val_r2_score: 0.6472
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1951 - r2_score: 0.8081 - val_loss: 0.2866 - val_r2_score: 0.6921
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1485 - r2_score: 0.8540 - val_loss: 0.2682 - val_r2_score: 0.7118
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1182 - r2_score: 0.8838 - val_loss: 0.2546 - val_r2_score: 0.7265
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0972 - r2_score: 0.9045 - val_loss: 0.2461 - val_r2_score: 0.7356
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0820 - r2_score: 0.9194 - val_loss: 0.2437 - val_r2_score: 0.7382
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0685 - r2_score: 0.9326 - val_loss: 0.2402 - val_r2_score: 0.7420
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0588 - r2_score: 0.9422 - val_loss: 0.2403 - val_r2_score: 0.7418
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0512 - r2_score: 0.9497 - val_loss: 0.2386 - val_r2_score: 0.7436
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0444 - r2_score: 0.9564 - val_loss: 0.2395 - val_r2_score: 0.7427
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0381 - r2_score: 0.9625 - val_loss: 0.2379 - val_r2_score: 0.7444
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0335 - r2_score: 0.9671 - val_loss: 0.2370 - val_r2_score: 0.7454
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0293 - r2_score: 0.9712 - val_loss: 0.2415 - val_r2_score: 0.7405
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0255 - r2_score: 0.9749 - val_loss: 0.2405 - val_r2_score: 0.7417
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0225 - r2_score: 0.9778 - val_loss: 0.2435 - val_r2_score: 0.7384
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0202 - r2_score: 0.9801 - val_loss: 0.2427 - val_r2_score: 0.7393
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0178 - r2_score: 0.9825 - val_loss: 0.2450 - val_r2_score: 0.7367
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0160 - r2_score: 0.9842 - val_loss: 0.2435 - val_r2_score: 0.7384
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0142 - r2_score: 0.9861 - val_loss: 0.2464 - val_r2_score: 0.7353
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0595 - r2_score: 0.9405 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.9645 - r2_score: 0.0517 - val_loss: 0.4895 - val_r2_score: 0.4741
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.4128 - r2_score: 0.5941 - val_loss: 0.2740 - val_r2_score: 0.7056
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2687 - r2_score: 0.7358 - val_loss: 0.1995 - val_r2_score: 0.7857
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1936 - r2_score: 0.8096 - val_loss: 0.1680 - val_r2_score: 0.8195
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1554 - r2_score: 0.8472 - val_loss: 0.1659 - val_r2_score: 0.8217
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1379 - r2_score: 0.8644 - val_loss: 0.1598 - val_r2_score: 0.8284
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1224 - r2_score: 0.8797 - val_loss: 0.1544 - val_r2_score: 0.8341
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1117 - r2_score: 0.8901 - val_loss: 0.1511 - val_r2_score: 0.8376
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1020 - r2_score: 0.8997 - val_loss: 0.1495 - val_r2_score: 0.8394
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0938 - r2_score: 0.9077 - val_loss: 0.1477 - val_r2_score: 0.8413
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0866 - r2_score: 0.9148 - val_loss: 0.1474 - val_r2_score: 0.8416
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0797 - r2_score: 0.9216 - val_loss: 0.1469 - val_r2_score: 0.8422
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0739 - r2_score: 0.9273 - val_loss: 0.1466 - val_r2_score: 0.8425
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0685 - r2_score: 0.9327 - val_loss: 0.1463 - val_r2_score: 0.8429
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0639 - r2_score: 0.9372 - val_loss: 0.1457 - val_r2_score: 0.8434
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0594 - r2_score: 0.9416 - val_loss: 0.1484 - val_r2_score: 0.8406
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0552 - r2_score: 0.9458 - val_loss: 0.1479 - val_r2_score: 0.8411
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0518 - r2_score: 0.9491 - val_loss: 0.1488 - val_r2_score: 0.8401
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0478 - r2_score: 0.9530 - val_loss: 0.1485 - val_r2_score: 0.8404
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0457 - r2_score: 0.9551 - val_loss: 0.1509 - val_r2_score: 0.8378
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0637 - r2_score: 0.9363 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 0.7590 - r2_score: 0.2537 - val_loss: 0.4051 - val_r2_score: 0.5647
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3205 - r2_score: 0.6848 - val_loss: 0.2308 - val_r2_score: 0.7520
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.2111 - r2_score: 0.7925 - val_loss: 0.1974 - val_r2_score: 0.7880
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1664 - r2_score: 0.8363 - val_loss: 0.1811 - val_r2_score: 0.8054
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1364 - r2_score: 0.8659 - val_loss: 0.1711 - val_r2_score: 0.8161
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1190 - r2_score: 0.8830 - val_loss: 0.1640 - val_r2_score: 0.8237
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1044 - r2_score: 0.8974 - val_loss: 0.1613 - val_r2_score: 0.8267
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0918 - r2_score: 0.9098 - val_loss: 0.1591 - val_r2_score: 0.8291
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0812 - r2_score: 0.9202 - val_loss: 0.1585 - val_r2_score: 0.8297
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0736 - r2_score: 0.9276 - val_loss: 0.1571 - val_r2_score: 0.8312
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0649 - r2_score: 0.9362 - val_loss: 0.1595 - val_r2_score: 0.8287
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0575 - r2_score: 0.9435 - val_loss: 0.1594 - val_r2_score: 0.8287
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0525 - r2_score: 0.9484 - val_loss: 0.1610 - val_r2_score: 0.8270
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0463 - r2_score: 0.9545 - val_loss: 0.1593 - val_r2_score: 0.8289
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 32ms/step - loss: 0.0408 - r2_score: 0.9599 - val_loss: 0.1649 - val_r2_score: 0.8228
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0363 - r2_score: 0.9643 - val_loss: 0.1624 - val_r2_score: 0.8255
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0330 - r2_score: 0.9675 - val_loss: 0.1660 - val_r2_score: 0.8216
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0291 - r2_score: 0.9713 - val_loss: 0.1641 - val_r2_score: 0.8236
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0260 - r2_score: 0.9744 - val_loss: 0.1674 - val_r2_score: 0.8201
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0234 - r2_score: 0.9770 - val_loss: 0.1686 - val_r2_score: 0.8189
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0501 - r2_score: 0.9499 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 0.6930 - r2_score: 0.3186 - val_loss: 0.3662 - val_r2_score: 0.6065
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.3112 - r2_score: 0.6940 - val_loss: 0.2343 - val_r2_score: 0.7483
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2046 - r2_score: 0.7989 - val_loss: 0.1946 - val_r2_score: 0.7910
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1602 - r2_score: 0.8425 - val_loss: 0.1820 - val_r2_score: 0.8045
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1332 - r2_score: 0.8690 - val_loss: 0.1670 - val_r2_score: 0.8206
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1153 - r2_score: 0.8866 - val_loss: 0.1616 - val_r2_score: 0.8264
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1022 - r2_score: 0.8995 - val_loss: 0.1570 - val_r2_score: 0.8314
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0901 - r2_score: 0.9114 - val_loss: 0.1536 - val_r2_score: 0.8350
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0815 - r2_score: 0.9199 - val_loss: 0.1541 - val_r2_score: 0.8345
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0741 - r2_score: 0.9271 - val_loss: 0.1532 - val_r2_score: 0.8355
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0673 - r2_score: 0.9339 - val_loss: 0.1540 - val_r2_score: 0.8346
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0613 - r2_score: 0.9397 - val_loss: 0.1550 - val_r2_score: 0.8335
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0561 - r2_score: 0.9449 - val_loss: 0.1535 - val_r2_score: 0.8351
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0517 - r2_score: 0.9492 - val_loss: 0.1541 - val_r2_score: 0.8344
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0472 - r2_score: 0.9536 - val_loss: 0.1538 - val_r2_score: 0.8348
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0437 - r2_score: 0.9571 - val_loss: 0.1585 - val_r2_score: 0.8297
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0396 - r2_score: 0.9610 - val_loss: 0.1554 - val_r2_score: 0.8330
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0363 - r2_score: 0.9643 - val_loss: 0.1594 - val_r2_score: 0.8287
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0340 - r2_score: 0.9665 - val_loss: 0.1600 - val_r2_score: 0.8281
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0311 - r2_score: 0.9694 - val_loss: 0.1567 - val_r2_score: 0.8316
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0536 - r2_score: 0.9464 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 29ms/step - loss: 0.6200 - r2_score: 0.3904 - val_loss: 0.3853 - val_r2_score: 0.5861
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2703 - r2_score: 0.7342 - val_loss: 0.2385 - val_r2_score: 0.7438
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1882 - r2_score: 0.8149 - val_loss: 0.2093 - val_r2_score: 0.7751
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1410 - r2_score: 0.8614 - val_loss: 0.1979 - val_r2_score: 0.7874
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1150 - r2_score: 0.8869 - val_loss: 0.1881 - val_r2_score: 0.7979
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0955 - r2_score: 0.9061 - val_loss: 0.1762 - val_r2_score: 0.8107
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0778 - r2_score: 0.9235 - val_loss: 0.1796 - val_r2_score: 0.8070
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0675 - r2_score: 0.9336 - val_loss: 0.1756 - val_r2_score: 0.8113
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0574 - r2_score: 0.9436 - val_loss: 0.1731 - val_r2_score: 0.8141
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0498 - r2_score: 0.9510 - val_loss: 0.1711 - val_r2_score: 0.8162
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0429 - r2_score: 0.9579 - val_loss: 0.1719 - val_r2_score: 0.8153
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0375 - r2_score: 0.9631 - val_loss: 0.1728 - val_r2_score: 0.8144
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0320 - r2_score: 0.9685 - val_loss: 0.1741 - val_r2_score: 0.8130
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0282 - r2_score: 0.9722 - val_loss: 0.1708 - val_r2_score: 0.8165
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0248 - r2_score: 0.9756 - val_loss: 0.1746 - val_r2_score: 0.8124
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0220 - r2_score: 0.9783 - val_loss: 0.1727 - val_r2_score: 0.8144
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0189 - r2_score: 0.9814 - val_loss: 0.1720 - val_r2_score: 0.8152
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0167 - r2_score: 0.9836 - val_loss: 0.1748 - val_r2_score: 0.8122
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0147 - r2_score: 0.9856 - val_loss: 0.1755 - val_r2_score: 0.8114
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0131 - r2_score: 0.9872 - val_loss: 0.1764 - val_r2_score: 0.8105
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0447 - r2_score: 0.9553 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 36ms/step - loss: 1.1900 - r2_score: -0.1701 - val_loss: 0.4725 - val_r2_score: 0.4924
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.3714 - r2_score: 0.6348 - val_loss: 0.2238 - val_r2_score: 0.7595
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2367 - r2_score: 0.7672 - val_loss: 0.1701 - val_r2_score: 0.8172
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1751 - r2_score: 0.8278 - val_loss: 0.1575 - val_r2_score: 0.8308
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1464 - r2_score: 0.8561 - val_loss: 0.1548 - val_r2_score: 0.8337
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1303 - r2_score: 0.8719 - val_loss: 0.1508 - val_r2_score: 0.8380
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1162 - r2_score: 0.8858 - val_loss: 0.1466 - val_r2_score: 0.8425
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1048 - r2_score: 0.8970 - val_loss: 0.1437 - val_r2_score: 0.8456
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0949 - r2_score: 0.9067 - val_loss: 0.1416 - val_r2_score: 0.8479
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0864 - r2_score: 0.9151 - val_loss: 0.1424 - val_r2_score: 0.8470
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0785 - r2_score: 0.9228 - val_loss: 0.1404 - val_r2_score: 0.8491
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0713 - r2_score: 0.9299 - val_loss: 0.1382 - val_r2_score: 0.8515
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0651 - r2_score: 0.9360 - val_loss: 0.1400 - val_r2_score: 0.8496
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0595 - r2_score: 0.9415 - val_loss: 0.1398 - val_r2_score: 0.8498
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0545 - r2_score: 0.9464 - val_loss: 0.1414 - val_r2_score: 0.8480
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0497 - r2_score: 0.9512 - val_loss: 0.1404 - val_r2_score: 0.8492
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0453 - r2_score: 0.9555 - val_loss: 0.1423 - val_r2_score: 0.8472
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0412 - r2_score: 0.9594 - val_loss: 0.1450 - val_r2_score: 0.8442
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0381 - r2_score: 0.9625 - val_loss: 0.1443 - val_r2_score: 0.8449
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0341 - r2_score: 0.9665 - val_loss: 0.1457 - val_r2_score: 0.8435
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0536 - r2_score: 0.9464 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.8210 - r2_score: 0.1927 - val_loss: 0.3582 - val_r2_score: 0.6152
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2949 - r2_score: 0.7100 - val_loss: 0.2413 - val_r2_score: 0.7407
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2085 - r2_score: 0.7949 - val_loss: 0.1987 - val_r2_score: 0.7865
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1691 - r2_score: 0.8337 - val_loss: 0.1762 - val_r2_score: 0.8107
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1428 - r2_score: 0.8596 - val_loss: 0.1687 - val_r2_score: 0.8187
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1245 - r2_score: 0.8776 - val_loss: 0.1650 - val_r2_score: 0.8227
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1096 - r2_score: 0.8922 - val_loss: 0.1624 - val_r2_score: 0.8255
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0969 - r2_score: 0.9047 - val_loss: 0.1580 - val_r2_score: 0.8303
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0853 - r2_score: 0.9161 - val_loss: 0.1567 - val_r2_score: 0.8316
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0770 - r2_score: 0.9243 - val_loss: 0.1580 - val_r2_score: 0.8302
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0687 - r2_score: 0.9324 - val_loss: 0.1533 - val_r2_score: 0.8353
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0612 - r2_score: 0.9398 - val_loss: 0.1561 - val_r2_score: 0.8323
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0553 - r2_score: 0.9456 - val_loss: 0.1553 - val_r2_score: 0.8332
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0504 - r2_score: 0.9504 - val_loss: 0.1572 - val_r2_score: 0.8312
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0444 - r2_score: 0.9564 - val_loss: 0.1531 - val_r2_score: 0.8355
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0389 - r2_score: 0.9617 - val_loss: 0.1537 - val_r2_score: 0.8349
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0355 - r2_score: 0.9651 - val_loss: 0.1575 - val_r2_score: 0.8307
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0317 - r2_score: 0.9688 - val_loss: 0.1544 - val_r2_score: 0.8342
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0286 - r2_score: 0.9719 - val_loss: 0.1528 - val_r2_score: 0.8359
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0252 - r2_score: 0.9752 - val_loss: 0.1569 - val_r2_score: 0.8315
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0491 - r2_score: 0.9509 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 5s 28ms/step - loss: 0.7182 - r2_score: 0.2938 - val_loss: 0.3237 - val_r2_score: 0.6522
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2924 - r2_score: 0.7125 - val_loss: 0.1905 - val_r2_score: 0.7953
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1920 - r2_score: 0.8112 - val_loss: 0.1702 - val_r2_score: 0.8172
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1517 - r2_score: 0.8508 - val_loss: 0.1595 - val_r2_score: 0.8286
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1291 - r2_score: 0.8730 - val_loss: 0.1547 - val_r2_score: 0.8337
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1130 - r2_score: 0.8889 - val_loss: 0.1518 - val_r2_score: 0.8369
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0999 - r2_score: 0.9017 - val_loss: 0.1498 - val_r2_score: 0.8390
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0897 - r2_score: 0.9118 - val_loss: 0.1464 - val_r2_score: 0.8427
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0803 - r2_score: 0.9211 - val_loss: 0.1476 - val_r2_score: 0.8414
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0729 - r2_score: 0.9284 - val_loss: 0.1454 - val_r2_score: 0.8437
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0651 - r2_score: 0.9360 - val_loss: 0.1435 - val_r2_score: 0.8458
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0594 - r2_score: 0.9416 - val_loss: 0.1457 - val_r2_score: 0.8435
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0541 - r2_score: 0.9468 - val_loss: 0.1434 - val_r2_score: 0.8459
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0491 - r2_score: 0.9518 - val_loss: 0.1426 - val_r2_score: 0.8468
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0435 - r2_score: 0.9572 - val_loss: 0.1425 - val_r2_score: 0.8469
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0396 - r2_score: 0.9611 - val_loss: 0.1445 - val_r2_score: 0.8448
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0358 - r2_score: 0.9648 - val_loss: 0.1416 - val_r2_score: 0.8478
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0323 - r2_score: 0.9682 - val_loss: 0.1424 - val_r2_score: 0.8470
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0307 - r2_score: 0.9699 - val_loss: 0.1439 - val_r2_score: 0.8454
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0276 - r2_score: 0.9729 - val_loss: 0.1422 - val_r2_score: 0.8472
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0472 - r2_score: 0.9528 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.5915 - r2_score: 0.4184 - val_loss: 0.3006 - val_r2_score: 0.6770
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2466 - r2_score: 0.7575 - val_loss: 0.2077 - val_r2_score: 0.7768
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1622 - r2_score: 0.8405 - val_loss: 0.1924 - val_r2_score: 0.7933
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1236 - r2_score: 0.8784 - val_loss: 0.1727 - val_r2_score: 0.8145
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0998 - r2_score: 0.9019 - val_loss: 0.1669 - val_r2_score: 0.8207
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0818 - r2_score: 0.9195 - val_loss: 0.1639 - val_r2_score: 0.8239
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0671 - r2_score: 0.9340 - val_loss: 0.1639 - val_r2_score: 0.8240
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0570 - r2_score: 0.9439 - val_loss: 0.1661 - val_r2_score: 0.8216
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0482 - r2_score: 0.9526 - val_loss: 0.1639 - val_r2_score: 0.8239
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0405 - r2_score: 0.9602 - val_loss: 0.1664 - val_r2_score: 0.8212
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0345 - r2_score: 0.9661 - val_loss: 0.1691 - val_r2_score: 0.8183
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0292 - r2_score: 0.9713 - val_loss: 0.1677 - val_r2_score: 0.8199
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0253 - r2_score: 0.9751 - val_loss: 0.1709 - val_r2_score: 0.8163
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0213 - r2_score: 0.9791 - val_loss: 0.1690 - val_r2_score: 0.8184
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0178 - r2_score: 0.9825 - val_loss: 0.1706 - val_r2_score: 0.8167
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0151 - r2_score: 0.9851 - val_loss: 0.1757 - val_r2_score: 0.8112
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0132 - r2_score: 0.9871 - val_loss: 0.1745 - val_r2_score: 0.8125
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0115 - r2_score: 0.9887 - val_loss: 0.1752 - val_r2_score: 0.8117
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0097 - r2_score: 0.9905 - val_loss: 0.1744 - val_r2_score: 0.8126
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0087 - r2_score: 0.9915 - val_loss: 0.1762 - val_r2_score: 0.8107
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0412 - r2_score: 0.9588 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 37ms/step - loss: 0.6017 - r2_score: 0.4083 - val_loss: 0.3019 - val_r2_score: 0.6756
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2810 - r2_score: 0.7237 - val_loss: 0.1896 - val_r2_score: 0.7963
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1856 - r2_score: 0.8175 - val_loss: 0.1637 - val_r2_score: 0.8241
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1483 - r2_score: 0.8542 - val_loss: 0.1550 - val_r2_score: 0.8335
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1273 - r2_score: 0.8748 - val_loss: 0.1439 - val_r2_score: 0.8454
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1101 - r2_score: 0.8917 - val_loss: 0.1371 - val_r2_score: 0.8527
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0988 - r2_score: 0.9029 - val_loss: 0.1320 - val_r2_score: 0.8581
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0876 - r2_score: 0.9138 - val_loss: 0.1331 - val_r2_score: 0.8570
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0778 - r2_score: 0.9235 - val_loss: 0.1308 - val_r2_score: 0.8594
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0700 - r2_score: 0.9312 - val_loss: 0.1341 - val_r2_score: 0.8560
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0653 - r2_score: 0.9358 - val_loss: 0.1330 - val_r2_score: 0.8571
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0574 - r2_score: 0.9435 - val_loss: 0.1324 - val_r2_score: 0.8578
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0527 - r2_score: 0.9482 - val_loss: 0.1322 - val_r2_score: 0.8580
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0477 - r2_score: 0.9531 - val_loss: 0.1356 - val_r2_score: 0.8543
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0437 - r2_score: 0.9571 - val_loss: 0.1335 - val_r2_score: 0.8566
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0394 - r2_score: 0.9613 - val_loss: 0.1384 - val_r2_score: 0.8513
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0353 - r2_score: 0.9653 - val_loss: 0.1416 - val_r2_score: 0.8478
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0316 - r2_score: 0.9690 - val_loss: 0.1390 - val_r2_score: 0.8506
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0291 - r2_score: 0.9714 - val_loss: 0.1439 - val_r2_score: 0.8454
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0257 - r2_score: 0.9747 - val_loss: 0.1444 - val_r2_score: 0.8448
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0471 - r2_score: 0.9529 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 29ms/step - loss: 0.6506 - r2_score: 0.3603 - val_loss: 0.2744 - val_r2_score: 0.7051
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2953 - r2_score: 0.7096 - val_loss: 0.2201 - val_r2_score: 0.7635
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2028 - r2_score: 0.8006 - val_loss: 0.1853 - val_r2_score: 0.8009
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1575 - r2_score: 0.8451 - val_loss: 0.1688 - val_r2_score: 0.8186
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1343 - r2_score: 0.8680 - val_loss: 0.1712 - val_r2_score: 0.8160
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1181 - r2_score: 0.8838 - val_loss: 0.1630 - val_r2_score: 0.8249
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1035 - r2_score: 0.8983 - val_loss: 0.1584 - val_r2_score: 0.8298
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0903 - r2_score: 0.9112 - val_loss: 0.1569 - val_r2_score: 0.8314
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0803 - r2_score: 0.9210 - val_loss: 0.1562 - val_r2_score: 0.8322
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0720 - r2_score: 0.9292 - val_loss: 0.1587 - val_r2_score: 0.8295
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0634 - r2_score: 0.9377 - val_loss: 0.1545 - val_r2_score: 0.8340
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0549 - r2_score: 0.9461 - val_loss: 0.1558 - val_r2_score: 0.8326
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0496 - r2_score: 0.9512 - val_loss: 0.1597 - val_r2_score: 0.8285
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0435 - r2_score: 0.9572 - val_loss: 0.1572 - val_r2_score: 0.8311
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0394 - r2_score: 0.9613 - val_loss: 0.1615 - val_r2_score: 0.8265
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0365 - r2_score: 0.9641 - val_loss: 0.1547 - val_r2_score: 0.8338
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0323 - r2_score: 0.9683 - val_loss: 0.1588 - val_r2_score: 0.8294
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0289 - r2_score: 0.9715 - val_loss: 0.1664 - val_r2_score: 0.8213
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0276 - r2_score: 0.9728 - val_loss: 0.1687 - val_r2_score: 0.8187
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0266 - r2_score: 0.9738 - val_loss: 0.1574 - val_r2_score: 0.8309
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0474 - r2_score: 0.9526 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 32ms/step - loss: 0.5975 - r2_score: 0.4125 - val_loss: 0.3483 - val_r2_score: 0.6258
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2839 - r2_score: 0.7209 - val_loss: 0.2110 - val_r2_score: 0.7733
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1818 - r2_score: 0.8213 - val_loss: 0.1981 - val_r2_score: 0.7872
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1441 - r2_score: 0.8583 - val_loss: 0.1742 - val_r2_score: 0.8128
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1256 - r2_score: 0.8765 - val_loss: 0.1646 - val_r2_score: 0.8231
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1084 - r2_score: 0.8934 - val_loss: 0.1533 - val_r2_score: 0.8353
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0977 - r2_score: 0.9039 - val_loss: 0.1565 - val_r2_score: 0.8319
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0887 - r2_score: 0.9128 - val_loss: 0.1549 - val_r2_score: 0.8336
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0784 - r2_score: 0.9229 - val_loss: 0.1471 - val_r2_score: 0.8420
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0686 - r2_score: 0.9325 - val_loss: 0.1519 - val_r2_score: 0.8368
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 21ms/step - loss: 0.0599 - r2_score: 0.9411 - val_loss: 0.1499 - val_r2_score: 0.8390
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0556 - r2_score: 0.9453 - val_loss: 0.1573 - val_r2_score: 0.8310
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0493 - r2_score: 0.9515 - val_loss: 0.1545 - val_r2_score: 0.8341
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0444 - r2_score: 0.9563 - val_loss: 0.1547 - val_r2_score: 0.8338
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0391 - r2_score: 0.9616 - val_loss: 0.1590 - val_r2_score: 0.8292
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0336 - r2_score: 0.9670 - val_loss: 0.1601 - val_r2_score: 0.8280
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0290 - r2_score: 0.9715 - val_loss: 0.1620 - val_r2_score: 0.8260
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0270 - r2_score: 0.9734 - val_loss: 0.1617 - val_r2_score: 0.8263
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0234 - r2_score: 0.9770 - val_loss: 0.1669 - val_r2_score: 0.8207
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 0.0197 - r2_score: 0.9806 - val_loss: 0.1661 - val_r2_score: 0.8216
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0467 - r2_score: 0.9533 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 29ms/step - loss: 0.5990 - r2_score: 0.4110 - val_loss: 0.3410 - val_r2_score: 0.6336
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2713 - r2_score: 0.7333 - val_loss: 0.2376 - val_r2_score: 0.7447
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1591 - r2_score: 0.8436 - val_loss: 0.2043 - val_r2_score: 0.7805
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1177 - r2_score: 0.8842 - val_loss: 0.1781 - val_r2_score: 0.8087
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0908 - r2_score: 0.9107 - val_loss: 0.1724 - val_r2_score: 0.8148
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0720 - r2_score: 0.9292 - val_loss: 0.1668 - val_r2_score: 0.8208
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0594 - r2_score: 0.9416 - val_loss: 0.1648 - val_r2_score: 0.8229
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0490 - r2_score: 0.9518 - val_loss: 0.1651 - val_r2_score: 0.8226
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0407 - r2_score: 0.9600 - val_loss: 0.1667 - val_r2_score: 0.8209
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0350 - r2_score: 0.9656 - val_loss: 0.1677 - val_r2_score: 0.8199
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0299 - r2_score: 0.9706 - val_loss: 0.1688 - val_r2_score: 0.8186
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0258 - r2_score: 0.9747 - val_loss: 0.1669 - val_r2_score: 0.8207
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0219 - r2_score: 0.9785 - val_loss: 0.1700 - val_r2_score: 0.8173
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0192 - r2_score: 0.9811 - val_loss: 0.1726 - val_r2_score: 0.8146
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0163 - r2_score: 0.9840 - val_loss: 0.1745 - val_r2_score: 0.8125
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0136 - r2_score: 0.9867 - val_loss: 0.1763 - val_r2_score: 0.8106
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0126 - r2_score: 0.9876 - val_loss: 0.1774 - val_r2_score: 0.8094
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0102 - r2_score: 0.9900 - val_loss: 0.1782 - val_r2_score: 0.8086
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0088 - r2_score: 0.9914 - val_loss: 0.1808 - val_r2_score: 0.8057
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0077 - r2_score: 0.9925 - val_loss: 0.1812 - val_r2_score: 0.8053
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0414 - r2_score: 0.9586 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 29ms/step - loss: 0.7286 - r2_score: 0.2836 - val_loss: 0.2851 - val_r2_score: 0.6936
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step - loss: 0.2794 - r2_score: 0.7253 - val_loss: 0.1900 - val_r2_score: 0.7958
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.1812 - r2_score: 0.8219 - val_loss: 0.1723 - val_r2_score: 0.8149
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1407 - r2_score: 0.8617 - val_loss: 0.1622 - val_r2_score: 0.8258
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1197 - r2_score: 0.8823 - val_loss: 0.1558 - val_r2_score: 0.8327
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1047 - r2_score: 0.8971 - val_loss: 0.1553 - val_r2_score: 0.8331
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0930 - r2_score: 0.9086 - val_loss: 0.1542 - val_r2_score: 0.8343
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0831 - r2_score: 0.9183 - val_loss: 0.1489 - val_r2_score: 0.8400
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0737 - r2_score: 0.9275 - val_loss: 0.1452 - val_r2_score: 0.8440
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 32ms/step - loss: 0.0666 - r2_score: 0.9345 - val_loss: 0.1457 - val_r2_score: 0.8435
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0607 - r2_score: 0.9403 - val_loss: 0.1447 - val_r2_score: 0.8446
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 30ms/step - loss: 0.0559 - r2_score: 0.9450 - val_loss: 0.1422 - val_r2_score: 0.8473
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 37ms/step - loss: 0.0508 - r2_score: 0.9500 - val_loss: 0.1486 - val_r2_score: 0.8403
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0483 - r2_score: 0.9525 - val_loss: 0.1469 - val_r2_score: 0.8421
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0417 - r2_score: 0.9589 - val_loss: 0.1456 - val_r2_score: 0.8436
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0368 - r2_score: 0.9638 - val_loss: 0.1471 - val_r2_score: 0.8420
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0340 - r2_score: 0.9666 - val_loss: 0.1446 - val_r2_score: 0.8446
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0297 - r2_score: 0.9708 - val_loss: 0.1479 - val_r2_score: 0.8411
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 0.0279 - r2_score: 0.9726 - val_loss: 0.1461 - val_r2_score: 0.8430
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0265 - r2_score: 0.9740 - val_loss: 0.1437 - val_r2_score: 0.8456
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step - loss: 0.0457 - r2_score: 0.9543 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 31ms/step - loss: 0.3908 - r2_score: 0.6157 - val_loss: 0.2879 - val_r2_score: 0.6907
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.2132 - r2_score: 0.7904 - val_loss: 0.2325 - val_r2_score: 0.7502
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1666 - r2_score: 0.8361 - val_loss: 0.1960 - val_r2_score: 0.7895
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1392 - r2_score: 0.8631 - val_loss: 0.1862 - val_r2_score: 0.7999
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1239 - r2_score: 0.8782 - val_loss: 0.1618 - val_r2_score: 0.8261
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1105 - r2_score: 0.8914 - val_loss: 0.1604 - val_r2_score: 0.8277
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0976 - r2_score: 0.9041 - val_loss: 0.1569 - val_r2_score: 0.8314
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0887 - r2_score: 0.9128 - val_loss: 0.1551 - val_r2_score: 0.8333
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0789 - r2_score: 0.9224 - val_loss: 0.1566 - val_r2_score: 0.8318
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0706 - r2_score: 0.9306 - val_loss: 0.1520 - val_r2_score: 0.8366
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0639 - r2_score: 0.9371 - val_loss: 0.1556 - val_r2_score: 0.8328
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0581 - r2_score: 0.9429 - val_loss: 0.1583 - val_r2_score: 0.8300
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0512 - r2_score: 0.9497 - val_loss: 0.1544 - val_r2_score: 0.8341
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0462 - r2_score: 0.9546 - val_loss: 0.1647 - val_r2_score: 0.8231
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0428 - r2_score: 0.9579 - val_loss: 0.1593 - val_r2_score: 0.8288
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0383 - r2_score: 0.9624 - val_loss: 0.1635 - val_r2_score: 0.8244
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0319 - r2_score: 0.9686 - val_loss: 0.1580 - val_r2_score: 0.8303
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0315 - r2_score: 0.9690 - val_loss: 0.1655 - val_r2_score: 0.8222
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0274 - r2_score: 0.9731 - val_loss: 0.1689 - val_r2_score: 0.8185
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0233 - r2_score: 0.9771 - val_loss: 0.1725 - val_r2_score: 0.8147
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0527 - r2_score: 0.9473 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 31ms/step - loss: 0.5297 - r2_score: 0.4792 - val_loss: 0.2801 - val_r2_score: 0.6991
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2413 - r2_score: 0.7627 - val_loss: 0.2026 - val_r2_score: 0.7823
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1704 - r2_score: 0.8324 - val_loss: 0.1796 - val_r2_score: 0.8071
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1424 - r2_score: 0.8599 - val_loss: 0.1645 - val_r2_score: 0.8233
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1196 - r2_score: 0.8824 - val_loss: 0.1615 - val_r2_score: 0.8265
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1086 - r2_score: 0.8932 - val_loss: 0.1629 - val_r2_score: 0.8249
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0948 - r2_score: 0.9068 - val_loss: 0.1590 - val_r2_score: 0.8292
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0856 - r2_score: 0.9158 - val_loss: 0.1685 - val_r2_score: 0.8190
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 19ms/step - loss: 0.0778 - r2_score: 0.9235 - val_loss: 0.1599 - val_r2_score: 0.8282
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 30ms/step - loss: 0.0686 - r2_score: 0.9325 - val_loss: 0.1584 - val_r2_score: 0.8298
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 19ms/step - loss: 0.0632 - r2_score: 0.9378 - val_loss: 0.1661 - val_r2_score: 0.8216
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0602 - r2_score: 0.9408 - val_loss: 0.1703 - val_r2_score: 0.8171
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0485 - r2_score: 0.9523 - val_loss: 0.1736 - val_r2_score: 0.8135
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0440 - r2_score: 0.9567 - val_loss: 0.1691 - val_r2_score: 0.8183
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0389 - r2_score: 0.9617 - val_loss: 0.1721 - val_r2_score: 0.8151
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0339 - r2_score: 0.9667 - val_loss: 0.1825 - val_r2_score: 0.8039
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0313 - r2_score: 0.9693 - val_loss: 0.1846 - val_r2_score: 0.8017
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0304 - r2_score: 0.9701 - val_loss: 0.1918 - val_r2_score: 0.7939
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0260 - r2_score: 0.9744 - val_loss: 0.1941 - val_r2_score: 0.7915
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0216 - r2_score: 0.9787 - val_loss: 0.1912 - val_r2_score: 0.7946
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0528 - r2_score: 0.9472 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.6969 - r2_score: 0.3148 - val_loss: 0.3960 - val_r2_score: 0.5745
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3130 - r2_score: 0.6922 - val_loss: 0.2695 - val_r2_score: 0.7104
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1939 - r2_score: 0.8093 - val_loss: 0.2328 - val_r2_score: 0.7499
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1374 - r2_score: 0.8649 - val_loss: 0.2222 - val_r2_score: 0.7613
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1084 - r2_score: 0.8935 - val_loss: 0.2182 - val_r2_score: 0.7655
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0878 - r2_score: 0.9137 - val_loss: 0.2159 - val_r2_score: 0.7680
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0750 - r2_score: 0.9262 - val_loss: 0.2180 - val_r2_score: 0.7658
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0639 - r2_score: 0.9372 - val_loss: 0.2181 - val_r2_score: 0.7656
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0568 - r2_score: 0.9442 - val_loss: 0.2175 - val_r2_score: 0.7664
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0499 - r2_score: 0.9509 - val_loss: 0.2201 - val_r2_score: 0.7635
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0441 - r2_score: 0.9567 - val_loss: 0.2216 - val_r2_score: 0.7619
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0400 - r2_score: 0.9607 - val_loss: 0.2203 - val_r2_score: 0.7633
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0356 - r2_score: 0.9650 - val_loss: 0.2218 - val_r2_score: 0.7617
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0316 - r2_score: 0.9689 - val_loss: 0.2230 - val_r2_score: 0.7605
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0285 - r2_score: 0.9720 - val_loss: 0.2245 - val_r2_score: 0.7588
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0261 - r2_score: 0.9743 - val_loss: 0.2239 - val_r2_score: 0.7595
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0240 - r2_score: 0.9764 - val_loss: 0.2243 - val_r2_score: 0.7590
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0215 - r2_score: 0.9789 - val_loss: 0.2263 - val_r2_score: 0.7569
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0202 - r2_score: 0.9801 - val_loss: 0.2270 - val_r2_score: 0.7562
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0182 - r2_score: 0.9821 - val_loss: 0.2271 - val_r2_score: 0.7560
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0585 - r2_score: 0.9415 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 35ms/step - loss: 0.7197 - r2_score: 0.2924 - val_loss: 0.4217 - val_r2_score: 0.5469
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.3944 - r2_score: 0.6122 - val_loss: 0.3155 - val_r2_score: 0.6611
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.3062 - r2_score: 0.6989 - val_loss: 0.2622 - val_r2_score: 0.7183
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2603 - r2_score: 0.7440 - val_loss: 0.2357 - val_r2_score: 0.7468
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2358 - r2_score: 0.7682 - val_loss: 0.2213 - val_r2_score: 0.7622
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2191 - r2_score: 0.7846 - val_loss: 0.2136 - val_r2_score: 0.7705
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2060 - r2_score: 0.7974 - val_loss: 0.2051 - val_r2_score: 0.7796
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1949 - r2_score: 0.8084 - val_loss: 0.1991 - val_r2_score: 0.7861
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1847 - r2_score: 0.8184 - val_loss: 0.1941 - val_r2_score: 0.7914
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1756 - r2_score: 0.8274 - val_loss: 0.1899 - val_r2_score: 0.7960
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1677 - r2_score: 0.8352 - val_loss: 0.1865 - val_r2_score: 0.7996
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1595 - r2_score: 0.8432 - val_loss: 0.1830 - val_r2_score: 0.8033
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 13ms/step - loss: 0.1521 - r2_score: 0.8505 - val_loss: 0.1788 - val_r2_score: 0.8079
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1456 - r2_score: 0.8568 - val_loss: 0.1754 - val_r2_score: 0.8116
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1392 - r2_score: 0.8631 - val_loss: 0.1731 - val_r2_score: 0.8140
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1335 - r2_score: 0.8688 - val_loss: 0.1704 - val_r2_score: 0.8169
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1280 - r2_score: 0.8741 - val_loss: 0.1666 - val_r2_score: 0.8210
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1229 - r2_score: 0.8792 - val_loss: 0.1661 - val_r2_score: 0.8216
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1180 - r2_score: 0.8840 - val_loss: 0.1641 - val_r2_score: 0.8237
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1133 - r2_score: 0.8886 - val_loss: 0.1623 - val_r2_score: 0.8256
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.1206 - r2_score: 0.8794 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 31ms/step - loss: 0.7168 - r2_score: 0.2952 - val_loss: 0.3541 - val_r2_score: 0.6195
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3207 - r2_score: 0.6847 - val_loss: 0.2662 - val_r2_score: 0.7140
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2171 - r2_score: 0.7865 - val_loss: 0.2299 - val_r2_score: 0.7530
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1709 - r2_score: 0.8319 - val_loss: 0.2119 - val_r2_score: 0.7723
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1426 - r2_score: 0.8598 - val_loss: 0.2064 - val_r2_score: 0.7782
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1233 - r2_score: 0.8787 - val_loss: 0.1995 - val_r2_score: 0.7857
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1078 - r2_score: 0.8940 - val_loss: 0.1991 - val_r2_score: 0.7861
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0970 - r2_score: 0.9046 - val_loss: 0.1949 - val_r2_score: 0.7907
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0879 - r2_score: 0.9136 - val_loss: 0.1939 - val_r2_score: 0.7917
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0787 - r2_score: 0.9227 - val_loss: 0.1918 - val_r2_score: 0.7939
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0720 - r2_score: 0.9292 - val_loss: 0.1903 - val_r2_score: 0.7955
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0663 - r2_score: 0.9348 - val_loss: 0.1897 - val_r2_score: 0.7962
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0618 - r2_score: 0.9392 - val_loss: 0.1888 - val_r2_score: 0.7972
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0568 - r2_score: 0.9441 - val_loss: 0.1878 - val_r2_score: 0.7982
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0526 - r2_score: 0.9483 - val_loss: 0.1875 - val_r2_score: 0.7986
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0487 - r2_score: 0.9521 - val_loss: 0.1868 - val_r2_score: 0.7993
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0453 - r2_score: 0.9555 - val_loss: 0.1859 - val_r2_score: 0.8003
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0417 - r2_score: 0.9590 - val_loss: 0.1864 - val_r2_score: 0.7998
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0388 - r2_score: 0.9619 - val_loss: 0.1874 - val_r2_score: 0.7986
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0358 - r2_score: 0.9648 - val_loss: 0.1870 - val_r2_score: 0.7991
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0642 - r2_score: 0.9358 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 0.6747 - r2_score: 0.3366 - val_loss: 0.4038 - val_r2_score: 0.5661
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2847 - r2_score: 0.7201 - val_loss: 0.2415 - val_r2_score: 0.7405
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1727 - r2_score: 0.8302 - val_loss: 0.2073 - val_r2_score: 0.7773
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1278 - r2_score: 0.8743 - val_loss: 0.1810 - val_r2_score: 0.8056
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1012 - r2_score: 0.9005 - val_loss: 0.1745 - val_r2_score: 0.8125
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0853 - r2_score: 0.9161 - val_loss: 0.1690 - val_r2_score: 0.8184
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0718 - r2_score: 0.9294 - val_loss: 0.1642 - val_r2_score: 0.8235
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0637 - r2_score: 0.9374 - val_loss: 0.1537 - val_r2_score: 0.8349
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0554 - r2_score: 0.9455 - val_loss: 0.1531 - val_r2_score: 0.8355
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 10ms/step - loss: 0.0489 - r2_score: 0.9519 - val_loss: 0.1496 - val_r2_score: 0.8393
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0431 - r2_score: 0.9576 - val_loss: 0.1477 - val_r2_score: 0.8413
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0381 - r2_score: 0.9625 - val_loss: 0.1485 - val_r2_score: 0.8404
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0342 - r2_score: 0.9664 - val_loss: 0.1444 - val_r2_score: 0.8448
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0310 - r2_score: 0.9695 - val_loss: 0.1467 - val_r2_score: 0.8424
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0276 - r2_score: 0.9729 - val_loss: 0.1442 - val_r2_score: 0.8451
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0245 - r2_score: 0.9759 - val_loss: 0.1443 - val_r2_score: 0.8450
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0225 - r2_score: 0.9779 - val_loss: 0.1462 - val_r2_score: 0.8429
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0207 - r2_score: 0.9796 - val_loss: 0.1464 - val_r2_score: 0.8427
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0187 - r2_score: 0.9816 - val_loss: 0.1438 - val_r2_score: 0.8455
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0168 - r2_score: 0.9835 - val_loss: 0.1442 - val_r2_score: 0.8451
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0407 - r2_score: 0.9593 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.6450 - r2_score: 0.3658 - val_loss: 0.3524 - val_r2_score: 0.6214
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2426 - r2_score: 0.7615 - val_loss: 0.2258 - val_r2_score: 0.7575
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1614 - r2_score: 0.8413 - val_loss: 0.1962 - val_r2_score: 0.7892
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1170 - r2_score: 0.8850 - val_loss: 0.1804 - val_r2_score: 0.8062
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0948 - r2_score: 0.9068 - val_loss: 0.1728 - val_r2_score: 0.8144
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0787 - r2_score: 0.9226 - val_loss: 0.1689 - val_r2_score: 0.8186
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0661 - r2_score: 0.9350 - val_loss: 0.1657 - val_r2_score: 0.8220
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0564 - r2_score: 0.9445 - val_loss: 0.1649 - val_r2_score: 0.8229
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0504 - r2_score: 0.9504 - val_loss: 0.1654 - val_r2_score: 0.8223
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.0432 - r2_score: 0.9575 - val_loss: 0.1631 - val_r2_score: 0.8248
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0377 - r2_score: 0.9629 - val_loss: 0.1638 - val_r2_score: 0.8240
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0331 - r2_score: 0.9675 - val_loss: 0.1663 - val_r2_score: 0.8214
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0295 - r2_score: 0.9710 - val_loss: 0.1641 - val_r2_score: 0.8237
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0264 - r2_score: 0.9740 - val_loss: 0.1675 - val_r2_score: 0.8200
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0239 - r2_score: 0.9765 - val_loss: 0.1689 - val_r2_score: 0.8185
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0210 - r2_score: 0.9793 - val_loss: 0.1679 - val_r2_score: 0.8196
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0189 - r2_score: 0.9815 - val_loss: 0.1689 - val_r2_score: 0.8185
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0170 - r2_score: 0.9833 - val_loss: 0.1697 - val_r2_score: 0.8177
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0157 - r2_score: 0.9846 - val_loss: 0.1713 - val_r2_score: 0.8160
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0138 - r2_score: 0.9864 - val_loss: 0.1729 - val_r2_score: 0.8143
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0446 - r2_score: 0.9554 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 23ms/step - loss: 0.6722 - r2_score: 0.3390 - val_loss: 0.2914 - val_r2_score: 0.6869
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2804 - r2_score: 0.7243 - val_loss: 0.1995 - val_r2_score: 0.7856
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1931 - r2_score: 0.8102 - val_loss: 0.1651 - val_r2_score: 0.8226
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1565 - r2_score: 0.8461 - val_loss: 0.1536 - val_r2_score: 0.8350
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1350 - r2_score: 0.8673 - val_loss: 0.1458 - val_r2_score: 0.8433
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1195 - r2_score: 0.8825 - val_loss: 0.1413 - val_r2_score: 0.8482
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1078 - r2_score: 0.8940 - val_loss: 0.1373 - val_r2_score: 0.8525
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0986 - r2_score: 0.9031 - val_loss: 0.1344 - val_r2_score: 0.8557
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0902 - r2_score: 0.9113 - val_loss: 0.1305 - val_r2_score: 0.8598
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0826 - r2_score: 0.9188 - val_loss: 0.1291 - val_r2_score: 0.8613
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0757 - r2_score: 0.9256 - val_loss: 0.1277 - val_r2_score: 0.8628
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0700 - r2_score: 0.9311 - val_loss: 0.1266 - val_r2_score: 0.8640
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0641 - r2_score: 0.9369 - val_loss: 0.1255 - val_r2_score: 0.8651
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0592 - r2_score: 0.9418 - val_loss: 0.1259 - val_r2_score: 0.8647
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0545 - r2_score: 0.9464 - val_loss: 0.1250 - val_r2_score: 0.8657
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0501 - r2_score: 0.9507 - val_loss: 0.1265 - val_r2_score: 0.8641
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0462 - r2_score: 0.9546 - val_loss: 0.1262 - val_r2_score: 0.8644
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0430 - r2_score: 0.9577 - val_loss: 0.1255 - val_r2_score: 0.8652
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0399 - r2_score: 0.9607 - val_loss: 0.1293 - val_r2_score: 0.8611
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0366 - r2_score: 0.9640 - val_loss: 0.1274 - val_r2_score: 0.8631
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0522 - r2_score: 0.9478 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 38ms/step - loss: 0.6131 - r2_score: 0.3972 - val_loss: 0.3066 - val_r2_score: 0.6706
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2578 - r2_score: 0.7465 - val_loss: 0.2361 - val_r2_score: 0.7464
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1698 - r2_score: 0.8331 - val_loss: 0.2108 - val_r2_score: 0.7735
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1275 - r2_score: 0.8747 - val_loss: 0.1837 - val_r2_score: 0.8026
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0998 - r2_score: 0.9019 - val_loss: 0.1893 - val_r2_score: 0.7966
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0819 - r2_score: 0.9194 - val_loss: 0.1823 - val_r2_score: 0.8042
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0684 - r2_score: 0.9328 - val_loss: 0.1816 - val_r2_score: 0.8049
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0591 - r2_score: 0.9418 - val_loss: 0.1832 - val_r2_score: 0.8031
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0502 - r2_score: 0.9506 - val_loss: 0.1845 - val_r2_score: 0.8018
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 12ms/step - loss: 0.0441 - r2_score: 0.9567 - val_loss: 0.1844 - val_r2_score: 0.8019
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0375 - r2_score: 0.9632 - val_loss: 0.1832 - val_r2_score: 0.8032
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0324 - r2_score: 0.9682 - val_loss: 0.1855 - val_r2_score: 0.8007
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0280 - r2_score: 0.9724 - val_loss: 0.1866 - val_r2_score: 0.7995
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0236 - r2_score: 0.9768 - val_loss: 0.1862 - val_r2_score: 0.7999
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0205 - r2_score: 0.9798 - val_loss: 0.1882 - val_r2_score: 0.7978
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0181 - r2_score: 0.9822 - val_loss: 0.1903 - val_r2_score: 0.7955
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0165 - r2_score: 0.9837 - val_loss: 0.1911 - val_r2_score: 0.7946
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0142 - r2_score: 0.9860 - val_loss: 0.1907 - val_r2_score: 0.7951
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0126 - r2_score: 0.9876 - val_loss: 0.1932 - val_r2_score: 0.7924
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0109 - r2_score: 0.9892 - val_loss: 0.1910 - val_r2_score: 0.7948
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0461 - r2_score: 0.9539 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 33ms/step - loss: 2.0463 - r2_score: -1.0120 - val_loss: 1.4178 - val_r2_score: -0.5233
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.7436 - r2_score: 0.2688 - val_loss: 0.6838 - val_r2_score: 0.2654
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3626 - r2_score: 0.6435 - val_loss: 0.4673 - val_r2_score: 0.4980
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2456 - r2_score: 0.7585 - val_loss: 0.3825 - val_r2_score: 0.5890
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1926 - r2_score: 0.8106 - val_loss: 0.3363 - val_r2_score: 0.6387
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1603 - r2_score: 0.8424 - val_loss: 0.2992 - val_r2_score: 0.6786
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1366 - r2_score: 0.8657 - val_loss: 0.2809 - val_r2_score: 0.6982
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1191 - r2_score: 0.8828 - val_loss: 0.2620 - val_r2_score: 0.7185
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1035 - r2_score: 0.8982 - val_loss: 0.2511 - val_r2_score: 0.7302
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 0.0907 - r2_score: 0.9108 - val_loss: 0.2480 - val_r2_score: 0.7336
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0811 - r2_score: 0.9203 - val_loss: 0.2376 - val_r2_score: 0.7447
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0726 - r2_score: 0.9286 - val_loss: 0.2315 - val_r2_score: 0.7513
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0638 - r2_score: 0.9373 - val_loss: 0.2255 - val_r2_score: 0.7577
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0561 - r2_score: 0.9449 - val_loss: 0.2260 - val_r2_score: 0.7572
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0499 - r2_score: 0.9509 - val_loss: 0.2233 - val_r2_score: 0.7601
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0446 - r2_score: 0.9561 - val_loss: 0.2233 - val_r2_score: 0.7601
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0398 - r2_score: 0.9609 - val_loss: 0.2236 - val_r2_score: 0.7598
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 27ms/step - loss: 0.0357 - r2_score: 0.9649 - val_loss: 0.2229 - val_r2_score: 0.7606
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0324 - r2_score: 0.9682 - val_loss: 0.2215 - val_r2_score: 0.7620
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0289 - r2_score: 0.9716 - val_loss: 0.2224 - val_r2_score: 0.7611
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0651 - r2_score: 0.9349 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.9797 - r2_score: 0.0367 - val_loss: 0.5315 - val_r2_score: 0.4290
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2875 - r2_score: 0.7173 - val_loss: 0.2796 - val_r2_score: 0.6996
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1793 - r2_score: 0.8237 - val_loss: 0.2355 - val_r2_score: 0.7470
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1240 - r2_score: 0.8781 - val_loss: 0.2150 - val_r2_score: 0.7690
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0967 - r2_score: 0.9049 - val_loss: 0.2125 - val_r2_score: 0.7717
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0773 - r2_score: 0.9240 - val_loss: 0.2036 - val_r2_score: 0.7812
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0646 - r2_score: 0.9365 - val_loss: 0.2003 - val_r2_score: 0.7848
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0543 - r2_score: 0.9466 - val_loss: 0.1986 - val_r2_score: 0.7867
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0465 - r2_score: 0.9543 - val_loss: 0.1919 - val_r2_score: 0.7938
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0401 - r2_score: 0.9606 - val_loss: 0.1909 - val_r2_score: 0.7949
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0341 - r2_score: 0.9665 - val_loss: 0.1914 - val_r2_score: 0.7944
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0298 - r2_score: 0.9707 - val_loss: 0.1908 - val_r2_score: 0.7950
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0259 - r2_score: 0.9746 - val_loss: 0.1914 - val_r2_score: 0.7944
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0227 - r2_score: 0.9776 - val_loss: 0.1887 - val_r2_score: 0.7972
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0198 - r2_score: 0.9806 - val_loss: 0.1948 - val_r2_score: 0.7907
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0179 - r2_score: 0.9824 - val_loss: 0.1905 - val_r2_score: 0.7954
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0158 - r2_score: 0.9845 - val_loss: 0.1904 - val_r2_score: 0.7954
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0136 - r2_score: 0.9866 - val_loss: 0.1915 - val_r2_score: 0.7942
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0122 - r2_score: 0.9880 - val_loss: 0.1919 - val_r2_score: 0.7939
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0108 - r2_score: 0.9894 - val_loss: 0.1920 - val_r2_score: 0.7937
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0460 - r2_score: 0.9540 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 23ms/step - loss: 0.9741 - r2_score: 0.0422 - val_loss: 0.5013 - val_r2_score: 0.4614
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 11ms/step - loss: 0.4100 - r2_score: 0.5969 - val_loss: 0.2740 - val_r2_score: 0.7056
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2396 - r2_score: 0.7644 - val_loss: 0.1800 - val_r2_score: 0.8067
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1807 - r2_score: 0.8223 - val_loss: 0.1558 - val_r2_score: 0.8327
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1574 - r2_score: 0.8452 - val_loss: 0.1488 - val_r2_score: 0.8402
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1418 - r2_score: 0.8605 - val_loss: 0.1431 - val_r2_score: 0.8463
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1305 - r2_score: 0.8717 - val_loss: 0.1397 - val_r2_score: 0.8499
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1205 - r2_score: 0.8815 - val_loss: 0.1363 - val_r2_score: 0.8535
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1124 - r2_score: 0.8895 - val_loss: 0.1342 - val_r2_score: 0.8558
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1050 - r2_score: 0.8967 - val_loss: 0.1327 - val_r2_score: 0.8574
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0993 - r2_score: 0.9024 - val_loss: 0.1309 - val_r2_score: 0.8594
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0933 - r2_score: 0.9082 - val_loss: 0.1294 - val_r2_score: 0.8610
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0877 - r2_score: 0.9138 - val_loss: 0.1292 - val_r2_score: 0.8612
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0828 - r2_score: 0.9186 - val_loss: 0.1277 - val_r2_score: 0.8628
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0782 - r2_score: 0.9231 - val_loss: 0.1273 - val_r2_score: 0.8632
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0739 - r2_score: 0.9273 - val_loss: 0.1261 - val_r2_score: 0.8645
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0696 - r2_score: 0.9316 - val_loss: 0.1255 - val_r2_score: 0.8651
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0651 - r2_score: 0.9360 - val_loss: 0.1263 - val_r2_score: 0.8643
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0619 - r2_score: 0.9391 - val_loss: 0.1256 - val_r2_score: 0.8651
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0585 - r2_score: 0.9424 - val_loss: 0.1253 - val_r2_score: 0.8654
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0689 - r2_score: 0.9311 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 32ms/step - loss: 0.6403 - r2_score: 0.3704 - val_loss: 0.3791 - val_r2_score: 0.5928
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2507 - r2_score: 0.7535 - val_loss: 0.2803 - val_r2_score: 0.6988
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1690 - r2_score: 0.8338 - val_loss: 0.2405 - val_r2_score: 0.7416
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1257 - r2_score: 0.8764 - val_loss: 0.2309 - val_r2_score: 0.7519
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0975 - r2_score: 0.9041 - val_loss: 0.2125 - val_r2_score: 0.7716
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0788 - r2_score: 0.9225 - val_loss: 0.2130 - val_r2_score: 0.7712
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0665 - r2_score: 0.9346 - val_loss: 0.2107 - val_r2_score: 0.7736
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0547 - r2_score: 0.9462 - val_loss: 0.2128 - val_r2_score: 0.7713
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0461 - r2_score: 0.9547 - val_loss: 0.2145 - val_r2_score: 0.7696
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0392 - r2_score: 0.9615 - val_loss: 0.2095 - val_r2_score: 0.7750
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0334 - r2_score: 0.9672 - val_loss: 0.2089 - val_r2_score: 0.7755
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0280 - r2_score: 0.9724 - val_loss: 0.2115 - val_r2_score: 0.7728
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0238 - r2_score: 0.9766 - val_loss: 0.2153 - val_r2_score: 0.7687
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0204 - r2_score: 0.9800 - val_loss: 0.2144 - val_r2_score: 0.7696
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0177 - r2_score: 0.9826 - val_loss: 0.2142 - val_r2_score: 0.7699
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0152 - r2_score: 0.9851 - val_loss: 0.2158 - val_r2_score: 0.7681
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0127 - r2_score: 0.9875 - val_loss: 0.2171 - val_r2_score: 0.7667
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0110 - r2_score: 0.9892 - val_loss: 0.2201 - val_r2_score: 0.7635
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 0.0105 - r2_score: 0.9897 - val_loss: 0.2172 - val_r2_score: 0.7666
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0093 - r2_score: 0.9909 - val_loss: 0.2198 - val_r2_score: 0.7638
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0500 - r2_score: 0.9500 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 29ms/step - loss: 0.6573 - r2_score: 0.3537 - val_loss: 0.3234 - val_r2_score: 0.6525
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.2279 - r2_score: 0.7760 - val_loss: 0.1958 - val_r2_score: 0.7896
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1461 - r2_score: 0.8563 - val_loss: 0.1783 - val_r2_score: 0.8085
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1124 - r2_score: 0.8895 - val_loss: 0.1606 - val_r2_score: 0.8274
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0896 - r2_score: 0.9119 - val_loss: 0.1569 - val_r2_score: 0.8314
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0751 - r2_score: 0.9261 - val_loss: 0.1529 - val_r2_score: 0.8357
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0638 - r2_score: 0.9373 - val_loss: 0.1467 - val_r2_score: 0.8423
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0566 - r2_score: 0.9443 - val_loss: 0.1471 - val_r2_score: 0.8420
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0467 - r2_score: 0.9541 - val_loss: 0.1435 - val_r2_score: 0.8459
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0402 - r2_score: 0.9605 - val_loss: 0.1410 - val_r2_score: 0.8486
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0353 - r2_score: 0.9653 - val_loss: 0.1410 - val_r2_score: 0.8485
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0312 - r2_score: 0.9693 - val_loss: 0.1420 - val_r2_score: 0.8474
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0269 - r2_score: 0.9736 - val_loss: 0.1387 - val_r2_score: 0.8510
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0236 - r2_score: 0.9768 - val_loss: 0.1403 - val_r2_score: 0.8493
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0209 - r2_score: 0.9794 - val_loss: 0.1427 - val_r2_score: 0.8467
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0185 - r2_score: 0.9818 - val_loss: 0.1408 - val_r2_score: 0.8487
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0162 - r2_score: 0.9841 - val_loss: 0.1401 - val_r2_score: 0.8495
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0144 - r2_score: 0.9858 - val_loss: 0.1427 - val_r2_score: 0.8467
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0128 - r2_score: 0.9874 - val_loss: 0.1424 - val_r2_score: 0.8470
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0116 - r2_score: 0.9886 - val_loss: 0.1441 - val_r2_score: 0.8451
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0368 - r2_score: 0.9632 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 36ms/step - loss: 0.6385 - r2_score: 0.3722 - val_loss: 0.3554 - val_r2_score: 0.6181
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2478 - r2_score: 0.7564 - val_loss: 0.2639 - val_r2_score: 0.7165
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1523 - r2_score: 0.8502 - val_loss: 0.2499 - val_r2_score: 0.7315
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1042 - r2_score: 0.8976 - val_loss: 0.2265 - val_r2_score: 0.7566
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0775 - r2_score: 0.9238 - val_loss: 0.2254 - val_r2_score: 0.7579
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0596 - r2_score: 0.9414 - val_loss: 0.2165 - val_r2_score: 0.7674
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0461 - r2_score: 0.9546 - val_loss: 0.2179 - val_r2_score: 0.7659
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0366 - r2_score: 0.9640 - val_loss: 0.2116 - val_r2_score: 0.7727
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0299 - r2_score: 0.9706 - val_loss: 0.2113 - val_r2_score: 0.7729
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0242 - r2_score: 0.9762 - val_loss: 0.2143 - val_r2_score: 0.7698
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0200 - r2_score: 0.9803 - val_loss: 0.2082 - val_r2_score: 0.7763
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0164 - r2_score: 0.9838 - val_loss: 0.2101 - val_r2_score: 0.7742
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0134 - r2_score: 0.9868 - val_loss: 0.2149 - val_r2_score: 0.7691
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0111 - r2_score: 0.9891 - val_loss: 0.2082 - val_r2_score: 0.7763
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0093 - r2_score: 0.9909 - val_loss: 0.2091 - val_r2_score: 0.7753
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0079 - r2_score: 0.9922 - val_loss: 0.2116 - val_r2_score: 0.7727
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0067 - r2_score: 0.9935 - val_loss: 0.2105 - val_r2_score: 0.7739
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0055 - r2_score: 0.9946 - val_loss: 0.2099 - val_r2_score: 0.7745
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0046 - r2_score: 0.9955 - val_loss: 0.2120 - val_r2_score: 0.7722
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0042 - r2_score: 0.9959 - val_loss: 0.2119 - val_r2_score: 0.7724
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0452 - r2_score: 0.9548 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.7753 - r2_score: 0.2377 - val_loss: 0.3525 - val_r2_score: 0.6213
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2696 - r2_score: 0.7349 - val_loss: 0.1829 - val_r2_score: 0.8035
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1611 - r2_score: 0.8416 - val_loss: 0.1583 - val_r2_score: 0.8299
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1331 - r2_score: 0.8691 - val_loss: 0.1515 - val_r2_score: 0.8373
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1147 - r2_score: 0.8872 - val_loss: 0.1452 - val_r2_score: 0.8440
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1024 - r2_score: 0.8993 - val_loss: 0.1422 - val_r2_score: 0.8472
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0916 - r2_score: 0.9100 - val_loss: 0.1366 - val_r2_score: 0.8533
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0816 - r2_score: 0.9198 - val_loss: 0.1343 - val_r2_score: 0.8557
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0732 - r2_score: 0.9280 - val_loss: 0.1333 - val_r2_score: 0.8567
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0663 - r2_score: 0.9348 - val_loss: 0.1308 - val_r2_score: 0.8595
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0595 - r2_score: 0.9415 - val_loss: 0.1312 - val_r2_score: 0.8590
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0534 - r2_score: 0.9475 - val_loss: 0.1337 - val_r2_score: 0.8564
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0481 - r2_score: 0.9527 - val_loss: 0.1329 - val_r2_score: 0.8573
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0431 - r2_score: 0.9576 - val_loss: 0.1330 - val_r2_score: 0.8571
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0379 - r2_score: 0.9628 - val_loss: 0.1335 - val_r2_score: 0.8566
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0341 - r2_score: 0.9665 - val_loss: 0.1335 - val_r2_score: 0.8565
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0307 - r2_score: 0.9698 - val_loss: 0.1351 - val_r2_score: 0.8548
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 21ms/step - loss: 0.0271 - r2_score: 0.9733 - val_loss: 0.1358 - val_r2_score: 0.8541
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0243 - r2_score: 0.9761 - val_loss: 0.1358 - val_r2_score: 0.8541
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0223 - r2_score: 0.9781 - val_loss: 0.1390 - val_r2_score: 0.8506
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0432 - r2_score: 0.9568 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 36ms/step - loss: 0.6905 - r2_score: 0.3210 - val_loss: 0.3745 - val_r2_score: 0.5976
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2360 - r2_score: 0.7680 - val_loss: 0.2431 - val_r2_score: 0.7388
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1525 - r2_score: 0.8501 - val_loss: 0.2121 - val_r2_score: 0.7721
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1079 - r2_score: 0.8939 - val_loss: 0.2045 - val_r2_score: 0.7803
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0845 - r2_score: 0.9169 - val_loss: 0.1980 - val_r2_score: 0.7872
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0678 - r2_score: 0.9333 - val_loss: 0.1939 - val_r2_score: 0.7917
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0540 - r2_score: 0.9469 - val_loss: 0.1959 - val_r2_score: 0.7895
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0445 - r2_score: 0.9562 - val_loss: 0.1903 - val_r2_score: 0.7956
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0361 - r2_score: 0.9645 - val_loss: 0.1868 - val_r2_score: 0.7993
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0302 - r2_score: 0.9703 - val_loss: 0.1887 - val_r2_score: 0.7973
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0245 - r2_score: 0.9759 - val_loss: 0.1884 - val_r2_score: 0.7975
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0216 - r2_score: 0.9787 - val_loss: 0.1881 - val_r2_score: 0.7979
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0178 - r2_score: 0.9825 - val_loss: 0.1856 - val_r2_score: 0.8006
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0148 - r2_score: 0.9854 - val_loss: 0.1855 - val_r2_score: 0.8007
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0120 - r2_score: 0.9882 - val_loss: 0.1858 - val_r2_score: 0.8003
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0102 - r2_score: 0.9900 - val_loss: 0.1848 - val_r2_score: 0.8015
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0089 - r2_score: 0.9913 - val_loss: 0.1854 - val_r2_score: 0.8008
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0075 - r2_score: 0.9926 - val_loss: 0.1846 - val_r2_score: 0.8016
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0058 - r2_score: 0.9943 - val_loss: 0.1850 - val_r2_score: 0.8012
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0052 - r2_score: 0.9949 - val_loss: 0.1847 - val_r2_score: 0.8015
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0403 - r2_score: 0.9597 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 25ms/step - loss: 0.8899 - r2_score: 0.1250 - val_loss: 0.3849 - val_r2_score: 0.5865
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 13ms/step - loss: 0.2659 - r2_score: 0.7385 - val_loss: 0.1900 - val_r2_score: 0.7959
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1591 - r2_score: 0.8436 - val_loss: 0.1738 - val_r2_score: 0.8133
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1183 - r2_score: 0.8837 - val_loss: 0.1612 - val_r2_score: 0.8268
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0965 - r2_score: 0.9052 - val_loss: 0.1584 - val_r2_score: 0.8298
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0818 - r2_score: 0.9195 - val_loss: 0.1561 - val_r2_score: 0.8323
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0717 - r2_score: 0.9295 - val_loss: 0.1527 - val_r2_score: 0.8359
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0618 - r2_score: 0.9393 - val_loss: 0.1536 - val_r2_score: 0.8350
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0548 - r2_score: 0.9461 - val_loss: 0.1522 - val_r2_score: 0.8365
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0482 - r2_score: 0.9526 - val_loss: 0.1527 - val_r2_score: 0.8359
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0427 - r2_score: 0.9580 - val_loss: 0.1528 - val_r2_score: 0.8358
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0375 - r2_score: 0.9631 - val_loss: 0.1528 - val_r2_score: 0.8358
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0334 - r2_score: 0.9672 - val_loss: 0.1518 - val_r2_score: 0.8369
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0300 - r2_score: 0.9705 - val_loss: 0.1554 - val_r2_score: 0.8330
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0271 - r2_score: 0.9734 - val_loss: 0.1513 - val_r2_score: 0.8375
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0232 - r2_score: 0.9772 - val_loss: 0.1549 - val_r2_score: 0.8335
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0205 - r2_score: 0.9798 - val_loss: 0.1563 - val_r2_score: 0.8321
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0189 - r2_score: 0.9814 - val_loss: 0.1558 - val_r2_score: 0.8326
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0171 - r2_score: 0.9832 - val_loss: 0.1568 - val_r2_score: 0.8316
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0152 - r2_score: 0.9851 - val_loss: 0.1572 - val_r2_score: 0.8311
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0420 - r2_score: 0.9580 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 40ms/step - loss: 0.6387 - r2_score: 0.3720 - val_loss: 0.3657 - val_r2_score: 0.6071
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2411 - r2_score: 0.7629 - val_loss: 0.2231 - val_r2_score: 0.7604
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1438 - r2_score: 0.8586 - val_loss: 0.2039 - val_r2_score: 0.7809
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1025 - r2_score: 0.8992 - val_loss: 0.1875 - val_r2_score: 0.7986
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0763 - r2_score: 0.9250 - val_loss: 0.1802 - val_r2_score: 0.8064
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0590 - r2_score: 0.9420 - val_loss: 0.1778 - val_r2_score: 0.8090
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0462 - r2_score: 0.9546 - val_loss: 0.1746 - val_r2_score: 0.8124
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0353 - r2_score: 0.9653 - val_loss: 0.1732 - val_r2_score: 0.8140
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0278 - r2_score: 0.9726 - val_loss: 0.1734 - val_r2_score: 0.8137
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0230 - r2_score: 0.9774 - val_loss: 0.1756 - val_r2_score: 0.8114
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0183 - r2_score: 0.9820 - val_loss: 0.1723 - val_r2_score: 0.8149
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0151 - r2_score: 0.9851 - val_loss: 0.1747 - val_r2_score: 0.8123
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0124 - r2_score: 0.9878 - val_loss: 0.1720 - val_r2_score: 0.8152
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0104 - r2_score: 0.9898 - val_loss: 0.1730 - val_r2_score: 0.8142
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0087 - r2_score: 0.9914 - val_loss: 0.1747 - val_r2_score: 0.8123
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0073 - r2_score: 0.9928 - val_loss: 0.1740 - val_r2_score: 0.8131
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0066 - r2_score: 0.9936 - val_loss: 0.1716 - val_r2_score: 0.8156
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0054 - r2_score: 0.9947 - val_loss: 0.1743 - val_r2_score: 0.8128
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0046 - r2_score: 0.9955 - val_loss: 0.1731 - val_r2_score: 0.8140
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0037 - r2_score: 0.9963 - val_loss: 0.1748 - val_r2_score: 0.8122
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0374 - r2_score: 0.9626 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 19ms/step - loss: 0.6637 - r2_score: 0.3474 - val_loss: 0.2421 - val_r2_score: 0.7399
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.2487 - r2_score: 0.7555 - val_loss: 0.1799 - val_r2_score: 0.8067
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1647 - r2_score: 0.8381 - val_loss: 0.1550 - val_r2_score: 0.8335
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1365 - r2_score: 0.8658 - val_loss: 0.1470 - val_r2_score: 0.8421
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.1165 - r2_score: 0.8855 - val_loss: 0.1395 - val_r2_score: 0.8501
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1029 - r2_score: 0.8988 - val_loss: 0.1371 - val_r2_score: 0.8527
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0917 - r2_score: 0.9098 - val_loss: 0.1374 - val_r2_score: 0.8524
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0821 - r2_score: 0.9193 - val_loss: 0.1341 - val_r2_score: 0.8559
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0739 - r2_score: 0.9273 - val_loss: 0.1340 - val_r2_score: 0.8560
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0661 - r2_score: 0.9350 - val_loss: 0.1322 - val_r2_score: 0.8580
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0592 - r2_score: 0.9418 - val_loss: 0.1336 - val_r2_score: 0.8564
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0530 - r2_score: 0.9479 - val_loss: 0.1340 - val_r2_score: 0.8561
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0479 - r2_score: 0.9529 - val_loss: 0.1361 - val_r2_score: 0.8538
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0424 - r2_score: 0.9583 - val_loss: 0.1336 - val_r2_score: 0.8565
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0373 - r2_score: 0.9633 - val_loss: 0.1381 - val_r2_score: 0.8516
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0349 - r2_score: 0.9657 - val_loss: 0.1390 - val_r2_score: 0.8507
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0299 - r2_score: 0.9706 - val_loss: 0.1396 - val_r2_score: 0.8501
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0261 - r2_score: 0.9743 - val_loss: 0.1390 - val_r2_score: 0.8507
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0233 - r2_score: 0.9771 - val_loss: 0.1420 - val_r2_score: 0.8475
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0200 - r2_score: 0.9803 - val_loss: 0.1428 - val_r2_score: 0.8465
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0422 - r2_score: 0.9578 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 35ms/step - loss: 0.7976 - r2_score: 0.2157 - val_loss: 0.2829 - val_r2_score: 0.6961
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2425 - r2_score: 0.7616 - val_loss: 0.1944 - val_r2_score: 0.7911
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1572 - r2_score: 0.8454 - val_loss: 0.1745 - val_r2_score: 0.8126
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1242 - r2_score: 0.8779 - val_loss: 0.1688 - val_r2_score: 0.8187
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1018 - r2_score: 0.8999 - val_loss: 0.1650 - val_r2_score: 0.8227
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0847 - r2_score: 0.9167 - val_loss: 0.1612 - val_r2_score: 0.8268
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0741 - r2_score: 0.9272 - val_loss: 0.1622 - val_r2_score: 0.8257
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0631 - r2_score: 0.9379 - val_loss: 0.1655 - val_r2_score: 0.8222
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0552 - r2_score: 0.9457 - val_loss: 0.1641 - val_r2_score: 0.8236
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0454 - r2_score: 0.9553 - val_loss: 0.1627 - val_r2_score: 0.8252
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0395 - r2_score: 0.9612 - val_loss: 0.1617 - val_r2_score: 0.8262
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 0.0345 - r2_score: 0.9661 - val_loss: 0.1638 - val_r2_score: 0.8240
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0289 - r2_score: 0.9716 - val_loss: 0.1637 - val_r2_score: 0.8241
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0242 - r2_score: 0.9762 - val_loss: 0.1629 - val_r2_score: 0.8249
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0212 - r2_score: 0.9792 - val_loss: 0.1663 - val_r2_score: 0.8213
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0178 - r2_score: 0.9825 - val_loss: 0.1653 - val_r2_score: 0.8224
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0163 - r2_score: 0.9840 - val_loss: 0.1663 - val_r2_score: 0.8213
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 24ms/step - loss: 0.0140 - r2_score: 0.9863 - val_loss: 0.1682 - val_r2_score: 0.8193
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 0.0126 - r2_score: 0.9876 - val_loss: 0.1674 - val_r2_score: 0.8202
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 13ms/step - loss: 0.0108 - r2_score: 0.9894 - val_loss: 0.1708 - val_r2_score: 0.8165
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0410 - r2_score: 0.9590 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 27ms/step - loss: 0.5842 - r2_score: 0.4256 - val_loss: 0.2653 - val_r2_score: 0.7150
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2011 - r2_score: 0.8023 - val_loss: 0.1724 - val_r2_score: 0.8148
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1314 - r2_score: 0.8708 - val_loss: 0.1552 - val_r2_score: 0.8333
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1042 - r2_score: 0.8976 - val_loss: 0.1552 - val_r2_score: 0.8333
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0864 - r2_score: 0.9151 - val_loss: 0.1517 - val_r2_score: 0.8370
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0747 - r2_score: 0.9266 - val_loss: 0.1517 - val_r2_score: 0.8370
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0630 - r2_score: 0.9381 - val_loss: 0.1537 - val_r2_score: 0.8349
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0544 - r2_score: 0.9465 - val_loss: 0.1509 - val_r2_score: 0.8378
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0459 - r2_score: 0.9549 - val_loss: 0.1550 - val_r2_score: 0.8334
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.0393 - r2_score: 0.9614 - val_loss: 0.1556 - val_r2_score: 0.8329
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0342 - r2_score: 0.9664 - val_loss: 0.1527 - val_r2_score: 0.8359
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0291 - r2_score: 0.9714 - val_loss: 0.1556 - val_r2_score: 0.8328
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0252 - r2_score: 0.9752 - val_loss: 0.1547 - val_r2_score: 0.8337
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0218 - r2_score: 0.9786 - val_loss: 0.1547 - val_r2_score: 0.8338
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0196 - r2_score: 0.9808 - val_loss: 0.1578 - val_r2_score: 0.8305
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0167 - r2_score: 0.9836 - val_loss: 0.1549 - val_r2_score: 0.8336
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0150 - r2_score: 0.9852 - val_loss: 0.1559 - val_r2_score: 0.8325
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0139 - r2_score: 0.9864 - val_loss: 0.1579 - val_r2_score: 0.8304
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0123 - r2_score: 0.9879 - val_loss: 0.1573 - val_r2_score: 0.8310
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0112 - r2_score: 0.9890 - val_loss: 0.1571 - val_r2_score: 0.8313
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0390 - r2_score: 0.9610 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 33ms/step - loss: 0.6640 - r2_score: 0.3471 - val_loss: 0.2899 - val_r2_score: 0.6886
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2102 - r2_score: 0.7934 - val_loss: 0.2181 - val_r2_score: 0.7657
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1222 - r2_score: 0.8799 - val_loss: 0.1900 - val_r2_score: 0.7959
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0823 - r2_score: 0.9190 - val_loss: 0.1936 - val_r2_score: 0.7920
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0559 - r2_score: 0.9450 - val_loss: 0.1887 - val_r2_score: 0.7973
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0422 - r2_score: 0.9585 - val_loss: 0.1835 - val_r2_score: 0.8029
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0318 - r2_score: 0.9688 - val_loss: 0.1799 - val_r2_score: 0.8067
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0237 - r2_score: 0.9767 - val_loss: 0.1822 - val_r2_score: 0.8043
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0188 - r2_score: 0.9816 - val_loss: 0.1829 - val_r2_score: 0.8035
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0142 - r2_score: 0.9860 - val_loss: 0.1834 - val_r2_score: 0.8029
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0108 - r2_score: 0.9893 - val_loss: 0.1811 - val_r2_score: 0.8054
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0086 - r2_score: 0.9915 - val_loss: 0.1853 - val_r2_score: 0.8009
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0070 - r2_score: 0.9931 - val_loss: 0.1846 - val_r2_score: 0.8016
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0056 - r2_score: 0.9945 - val_loss: 0.1853 - val_r2_score: 0.8009
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0044 - r2_score: 0.9957 - val_loss: 0.1871 - val_r2_score: 0.7990
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0034 - r2_score: 0.9966 - val_loss: 0.1857 - val_r2_score: 0.8005
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 30ms/step - loss: 0.0030 - r2_score: 0.9971 - val_loss: 0.1871 - val_r2_score: 0.7990
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0024 - r2_score: 0.9976 - val_loss: 0.1875 - val_r2_score: 0.7986
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0019 - r2_score: 0.9981 - val_loss: 0.1880 - val_r2_score: 0.7980
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0015 - r2_score: 0.9985 - val_loss: 0.1877 - val_r2_score: 0.7984
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0386 - r2_score: 0.9614 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.6904 - r2_score: 0.3211 - val_loss: 0.2607 - val_r2_score: 0.7199
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2236 - r2_score: 0.7801 - val_loss: 0.1638 - val_r2_score: 0.8240
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1568 - r2_score: 0.8458 - val_loss: 0.1582 - val_r2_score: 0.8300
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1259 - r2_score: 0.8762 - val_loss: 0.1442 - val_r2_score: 0.8450
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1067 - r2_score: 0.8951 - val_loss: 0.1420 - val_r2_score: 0.8475
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0941 - r2_score: 0.9075 - val_loss: 0.1355 - val_r2_score: 0.8544
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0824 - r2_score: 0.9190 - val_loss: 0.1411 - val_r2_score: 0.8484
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0738 - r2_score: 0.9274 - val_loss: 0.1351 - val_r2_score: 0.8548
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0670 - r2_score: 0.9341 - val_loss: 0.1365 - val_r2_score: 0.8534
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0563 - r2_score: 0.9446 - val_loss: 0.1381 - val_r2_score: 0.8516
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0490 - r2_score: 0.9518 - val_loss: 0.1389 - val_r2_score: 0.8508
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0451 - r2_score: 0.9556 - val_loss: 0.1448 - val_r2_score: 0.8445
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0381 - r2_score: 0.9625 - val_loss: 0.1392 - val_r2_score: 0.8505
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0328 - r2_score: 0.9678 - val_loss: 0.1397 - val_r2_score: 0.8499
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0278 - r2_score: 0.9727 - val_loss: 0.1409 - val_r2_score: 0.8486
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0240 - r2_score: 0.9764 - val_loss: 0.1411 - val_r2_score: 0.8484
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0217 - r2_score: 0.9787 - val_loss: 0.1437 - val_r2_score: 0.8456
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0182 - r2_score: 0.9821 - val_loss: 0.1449 - val_r2_score: 0.8443
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0154 - r2_score: 0.9848 - val_loss: 0.1441 - val_r2_score: 0.8451
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 22ms/step - loss: 0.0130 - r2_score: 0.9872 - val_loss: 0.1477 - val_r2_score: 0.8414
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0384 - r2_score: 0.9616 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 35ms/step - loss: 0.5845 - r2_score: 0.4252 - val_loss: 0.2519 - val_r2_score: 0.7294
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2139 - r2_score: 0.7897 - val_loss: 0.1769 - val_r2_score: 0.8099
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1439 - r2_score: 0.8585 - val_loss: 0.1687 - val_r2_score: 0.8187
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1184 - r2_score: 0.8836 - val_loss: 0.1560 - val_r2_score: 0.8323
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0926 - r2_score: 0.9089 - val_loss: 0.1529 - val_r2_score: 0.8358
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0791 - r2_score: 0.9223 - val_loss: 0.1497 - val_r2_score: 0.8391
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0649 - r2_score: 0.9362 - val_loss: 0.1492 - val_r2_score: 0.8397
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0555 - r2_score: 0.9455 - val_loss: 0.1499 - val_r2_score: 0.8390
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0472 - r2_score: 0.9536 - val_loss: 0.1475 - val_r2_score: 0.8415
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0415 - r2_score: 0.9592 - val_loss: 0.1519 - val_r2_score: 0.8368
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0359 - r2_score: 0.9647 - val_loss: 0.1469 - val_r2_score: 0.8421
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0297 - r2_score: 0.9708 - val_loss: 0.1485 - val_r2_score: 0.8404
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0262 - r2_score: 0.9743 - val_loss: 0.1535 - val_r2_score: 0.8351
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0206 - r2_score: 0.9797 - val_loss: 0.1490 - val_r2_score: 0.8399
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0181 - r2_score: 0.9822 - val_loss: 0.1533 - val_r2_score: 0.8353
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0164 - r2_score: 0.9838 - val_loss: 0.1478 - val_r2_score: 0.8412
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0149 - r2_score: 0.9853 - val_loss: 0.1550 - val_r2_score: 0.8335
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0122 - r2_score: 0.9880 - val_loss: 0.1534 - val_r2_score: 0.8352
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0107 - r2_score: 0.9895 - val_loss: 0.1518 - val_r2_score: 0.8369
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0086 - r2_score: 0.9915 - val_loss: 0.1549 - val_r2_score: 0.8336
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0368 - r2_score: 0.9632 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 31ms/step - loss: 0.4267 - r2_score: 0.5805 - val_loss: 0.2360 - val_r2_score: 0.7465
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1826 - r2_score: 0.8204 - val_loss: 0.2171 - val_r2_score: 0.7667
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1313 - r2_score: 0.8709 - val_loss: 0.1784 - val_r2_score: 0.8084
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1014 - r2_score: 0.9003 - val_loss: 0.1772 - val_r2_score: 0.8096
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0850 - r2_score: 0.9164 - val_loss: 0.1829 - val_r2_score: 0.8035
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0741 - r2_score: 0.9271 - val_loss: 0.1767 - val_r2_score: 0.8102
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0625 - r2_score: 0.9386 - val_loss: 0.1804 - val_r2_score: 0.8062
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0517 - r2_score: 0.9491 - val_loss: 0.1747 - val_r2_score: 0.8123
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0455 - r2_score: 0.9553 - val_loss: 0.1828 - val_r2_score: 0.8036
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0375 - r2_score: 0.9631 - val_loss: 0.1807 - val_r2_score: 0.8059
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 0.0322 - r2_score: 0.9684 - val_loss: 0.1828 - val_r2_score: 0.8036
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0276 - r2_score: 0.9729 - val_loss: 0.1855 - val_r2_score: 0.8007
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0242 - r2_score: 0.9762 - val_loss: 0.1872 - val_r2_score: 0.7989
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0208 - r2_score: 0.9795 - val_loss: 0.1868 - val_r2_score: 0.7993
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0171 - r2_score: 0.9832 - val_loss: 0.1916 - val_r2_score: 0.7942
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0154 - r2_score: 0.9849 - val_loss: 0.1917 - val_r2_score: 0.7941
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0138 - r2_score: 0.9864 - val_loss: 0.1939 - val_r2_score: 0.7917
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0125 - r2_score: 0.9877 - val_loss: 0.1948 - val_r2_score: 0.7907
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0106 - r2_score: 0.9896 - val_loss: 0.1914 - val_r2_score: 0.7944
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0105 - r2_score: 0.9897 - val_loss: 0.1970 - val_r2_score: 0.7884
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0456 - r2_score: 0.9544 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 33ms/step - loss: 0.5462 - r2_score: 0.4629 - val_loss: 0.2476 - val_r2_score: 0.7340
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1859 - r2_score: 0.8172 - val_loss: 0.1978 - val_r2_score: 0.7875
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1115 - r2_score: 0.8904 - val_loss: 0.1728 - val_r2_score: 0.8144
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0740 - r2_score: 0.9273 - val_loss: 0.1719 - val_r2_score: 0.8153
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0535 - r2_score: 0.9474 - val_loss: 0.1633 - val_r2_score: 0.8245
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0413 - r2_score: 0.9594 - val_loss: 0.1667 - val_r2_score: 0.8209
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0309 - r2_score: 0.9696 - val_loss: 0.1672 - val_r2_score: 0.8203
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0230 - r2_score: 0.9773 - val_loss: 0.1654 - val_r2_score: 0.8223
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0174 - r2_score: 0.9829 - val_loss: 0.1672 - val_r2_score: 0.8203
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0138 - r2_score: 0.9864 - val_loss: 0.1690 - val_r2_score: 0.8184
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0104 - r2_score: 0.9898 - val_loss: 0.1695 - val_r2_score: 0.8179
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0087 - r2_score: 0.9915 - val_loss: 0.1686 - val_r2_score: 0.8189
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0066 - r2_score: 0.9935 - val_loss: 0.1695 - val_r2_score: 0.8179
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0053 - r2_score: 0.9947 - val_loss: 0.1711 - val_r2_score: 0.8161
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0041 - r2_score: 0.9960 - val_loss: 0.1673 - val_r2_score: 0.8203
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0033 - r2_score: 0.9968 - val_loss: 0.1726 - val_r2_score: 0.8146
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0028 - r2_score: 0.9973 - val_loss: 0.1695 - val_r2_score: 0.8179
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0022 - r2_score: 0.9978 - val_loss: 0.1710 - val_r2_score: 0.8162
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0018 - r2_score: 0.9982 - val_loss: 0.1709 - val_r2_score: 0.8164
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0014 - r2_score: 0.9986 - val_loss: 0.1716 - val_r2_score: 0.8156
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0354 - r2_score: 0.9646 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 30ms/step - loss: 0.6983 - r2_score: 0.3133 - val_loss: 0.3683 - val_r2_score: 0.6043
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2439 - r2_score: 0.7602 - val_loss: 0.1805 - val_r2_score: 0.8061
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1589 - r2_score: 0.8438 - val_loss: 0.1550 - val_r2_score: 0.8335
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1228 - r2_score: 0.8793 - val_loss: 0.1415 - val_r2_score: 0.8480
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1055 - r2_score: 0.8962 - val_loss: 0.1425 - val_r2_score: 0.8469
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0949 - r2_score: 0.9067 - val_loss: 0.1422 - val_r2_score: 0.8473
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0807 - r2_score: 0.9206 - val_loss: 0.1419 - val_r2_score: 0.8476
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0731 - r2_score: 0.9281 - val_loss: 0.1428 - val_r2_score: 0.8466
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0653 - r2_score: 0.9358 - val_loss: 0.1430 - val_r2_score: 0.8463
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0567 - r2_score: 0.9442 - val_loss: 0.1469 - val_r2_score: 0.8422
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0495 - r2_score: 0.9513 - val_loss: 0.1501 - val_r2_score: 0.8388
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0435 - r2_score: 0.9573 - val_loss: 0.1477 - val_r2_score: 0.8414
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0371 - r2_score: 0.9635 - val_loss: 0.1553 - val_r2_score: 0.8332
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 17ms/step - loss: 0.0319 - r2_score: 0.9687 - val_loss: 0.1515 - val_r2_score: 0.8372
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0272 - r2_score: 0.9732 - val_loss: 0.1523 - val_r2_score: 0.8363
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0230 - r2_score: 0.9774 - val_loss: 0.1565 - val_r2_score: 0.8319
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0204 - r2_score: 0.9800 - val_loss: 0.1542 - val_r2_score: 0.8344
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0184 - r2_score: 0.9819 - val_loss: 0.1573 - val_r2_score: 0.8310
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0151 - r2_score: 0.9851 - val_loss: 0.1577 - val_r2_score: 0.8306
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0126 - r2_score: 0.9876 - val_loss: 0.1584 - val_r2_score: 0.8298
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0393 - r2_score: 0.9607 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 28ms/step - loss: 0.4653 - r2_score: 0.5425 - val_loss: 0.2203 - val_r2_score: 0.7633
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1800 - r2_score: 0.8230 - val_loss: 0.1788 - val_r2_score: 0.8079
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1328 - r2_score: 0.8694 - val_loss: 0.1562 - val_r2_score: 0.8321
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1108 - r2_score: 0.8911 - val_loss: 0.1570 - val_r2_score: 0.8313
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0955 - r2_score: 0.9061 - val_loss: 0.1493 - val_r2_score: 0.8396
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0791 - r2_score: 0.9222 - val_loss: 0.1426 - val_r2_score: 0.8468
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0701 - r2_score: 0.9311 - val_loss: 0.1576 - val_r2_score: 0.8307
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0640 - r2_score: 0.9371 - val_loss: 0.1502 - val_r2_score: 0.8386
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0526 - r2_score: 0.9483 - val_loss: 0.1553 - val_r2_score: 0.8331
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0480 - r2_score: 0.9528 - val_loss: 0.1546 - val_r2_score: 0.8339
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0415 - r2_score: 0.9592 - val_loss: 0.1526 - val_r2_score: 0.8360
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0352 - r2_score: 0.9654 - val_loss: 0.1557 - val_r2_score: 0.8327
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0277 - r2_score: 0.9728 - val_loss: 0.1543 - val_r2_score: 0.8343
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0246 - r2_score: 0.9759 - val_loss: 0.1637 - val_r2_score: 0.8241
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0216 - r2_score: 0.9788 - val_loss: 0.1598 - val_r2_score: 0.8283
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0191 - r2_score: 0.9812 - val_loss: 0.1550 - val_r2_score: 0.8335
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0159 - r2_score: 0.9844 - val_loss: 0.1615 - val_r2_score: 0.8265
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0135 - r2_score: 0.9867 - val_loss: 0.1606 - val_r2_score: 0.8274
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0109 - r2_score: 0.9893 - val_loss: 0.1600 - val_r2_score: 0.8281
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0111 - r2_score: 0.9891 - val_loss: 0.1630 - val_r2_score: 0.8249
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.0392 - r2_score: 0.9608 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.8834 - r2_score: 0.1314 - val_loss: 0.3435 - val_r2_score: 0.6310
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2323 - r2_score: 0.7716 - val_loss: 0.2031 - val_r2_score: 0.7818
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1472 - r2_score: 0.8553 - val_loss: 0.1390 - val_r2_score: 0.8506
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1094 - r2_score: 0.8924 - val_loss: 0.1428 - val_r2_score: 0.8465
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0917 - r2_score: 0.9098 - val_loss: 0.1472 - val_r2_score: 0.8418
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0787 - r2_score: 0.9226 - val_loss: 0.1492 - val_r2_score: 0.8397
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0712 - r2_score: 0.9300 - val_loss: 0.1483 - val_r2_score: 0.8407
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0614 - r2_score: 0.9396 - val_loss: 0.1571 - val_r2_score: 0.8312
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 45ms/step - loss: 0.0567 - r2_score: 0.9443 - val_loss: 0.1551 - val_r2_score: 0.8334
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 0.0503 - r2_score: 0.9505 - val_loss: 0.1519 - val_r2_score: 0.8368
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0440 - r2_score: 0.9567 - val_loss: 0.1596 - val_r2_score: 0.8285
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0377 - r2_score: 0.9630 - val_loss: 0.1608 - val_r2_score: 0.8272
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0321 - r2_score: 0.9684 - val_loss: 0.1631 - val_r2_score: 0.8248
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0276 - r2_score: 0.9729 - val_loss: 0.1640 - val_r2_score: 0.8239
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0231 - r2_score: 0.9773 - val_loss: 0.1669 - val_r2_score: 0.8207
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0204 - r2_score: 0.9799 - val_loss: 0.1691 - val_r2_score: 0.8183
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0187 - r2_score: 0.9817 - val_loss: 0.1701 - val_r2_score: 0.8172
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0157 - r2_score: 0.9846 - val_loss: 0.1708 - val_r2_score: 0.8165
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0143 - r2_score: 0.9860 - val_loss: 0.1690 - val_r2_score: 0.8185
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0132 - r2_score: 0.9870 - val_loss: 0.1770 - val_r2_score: 0.8098
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0442 - r2_score: 0.9558 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.7811 - r2_score: 0.2319 - val_loss: 0.3324 - val_r2_score: 0.6428
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.2745 - r2_score: 0.7301 - val_loss: 0.2033 - val_r2_score: 0.7816
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1498 - r2_score: 0.8527 - val_loss: 0.1998 - val_r2_score: 0.7853
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1011 - r2_score: 0.9006 - val_loss: 0.1890 - val_r2_score: 0.7969
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0779 - r2_score: 0.9234 - val_loss: 0.1871 - val_r2_score: 0.7990
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0655 - r2_score: 0.9356 - val_loss: 0.1880 - val_r2_score: 0.7980
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0566 - r2_score: 0.9444 - val_loss: 0.1883 - val_r2_score: 0.7976
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0497 - r2_score: 0.9511 - val_loss: 0.1896 - val_r2_score: 0.7963
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0445 - r2_score: 0.9563 - val_loss: 0.1910 - val_r2_score: 0.7948
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0396 - r2_score: 0.9611 - val_loss: 0.1920 - val_r2_score: 0.7937
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0359 - r2_score: 0.9647 - val_loss: 0.1947 - val_r2_score: 0.7908
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0323 - r2_score: 0.9682 - val_loss: 0.1917 - val_r2_score: 0.7940
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0299 - r2_score: 0.9706 - val_loss: 0.1913 - val_r2_score: 0.7945
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0274 - r2_score: 0.9731 - val_loss: 0.1935 - val_r2_score: 0.7921
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0253 - r2_score: 0.9751 - val_loss: 0.1900 - val_r2_score: 0.7959
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0235 - r2_score: 0.9769 - val_loss: 0.1929 - val_r2_score: 0.7927
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0220 - r2_score: 0.9784 - val_loss: 0.1919 - val_r2_score: 0.7938
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0206 - r2_score: 0.9798 - val_loss: 0.1920 - val_r2_score: 0.7937
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0189 - r2_score: 0.9814 - val_loss: 0.1900 - val_r2_score: 0.7958
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0175 - r2_score: 0.9827 - val_loss: 0.1911 - val_r2_score: 0.7947
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0511 - r2_score: 0.9489 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 37ms/step - loss: 0.6519 - r2_score: 0.3590 - val_loss: 0.4334 - val_r2_score: 0.5343
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.3508 - r2_score: 0.6550 - val_loss: 0.2977 - val_r2_score: 0.6802
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.2520 - r2_score: 0.7522 - val_loss: 0.2541 - val_r2_score: 0.7270
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.2044 - r2_score: 0.7990 - val_loss: 0.2212 - val_r2_score: 0.7624
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1775 - r2_score: 0.8255 - val_loss: 0.2019 - val_r2_score: 0.7831
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1589 - r2_score: 0.8438 - val_loss: 0.1928 - val_r2_score: 0.7929
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1469 - r2_score: 0.8556 - val_loss: 0.1802 - val_r2_score: 0.8064
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1370 - r2_score: 0.8653 - val_loss: 0.1738 - val_r2_score: 0.8133
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1294 - r2_score: 0.8727 - val_loss: 0.1687 - val_r2_score: 0.8187
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1221 - r2_score: 0.8800 - val_loss: 0.1638 - val_r2_score: 0.8240
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1164 - r2_score: 0.8856 - val_loss: 0.1615 - val_r2_score: 0.8265
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 21ms/step - loss: 0.1108 - r2_score: 0.8910 - val_loss: 0.1587 - val_r2_score: 0.8295
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1061 - r2_score: 0.8957 - val_loss: 0.1533 - val_r2_score: 0.8353
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1018 - r2_score: 0.8999 - val_loss: 0.1543 - val_r2_score: 0.8342
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0971 - r2_score: 0.9045 - val_loss: 0.1509 - val_r2_score: 0.8379
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0935 - r2_score: 0.9080 - val_loss: 0.1509 - val_r2_score: 0.8378
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0899 - r2_score: 0.9116 - val_loss: 0.1484 - val_r2_score: 0.8406
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0862 - r2_score: 0.9153 - val_loss: 0.1475 - val_r2_score: 0.8415
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0829 - r2_score: 0.9185 - val_loss: 0.1465 - val_r2_score: 0.8426
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 29ms/step - loss: 0.0800 - r2_score: 0.9213 - val_loss: 0.1460 - val_r2_score: 0.8432
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0909 - r2_score: 0.9091 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.8361 - r2_score: 0.1779 - val_loss: 0.4027 - val_r2_score: 0.5674
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2846 - r2_score: 0.7201 - val_loss: 0.2511 - val_r2_score: 0.7302
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1905 - r2_score: 0.8127 - val_loss: 0.2259 - val_r2_score: 0.7573
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 0.1495 - r2_score: 0.8530 - val_loss: 0.2058 - val_r2_score: 0.7789
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 0.1279 - r2_score: 0.8742 - val_loss: 0.1924 - val_r2_score: 0.7933
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1142 - r2_score: 0.8877 - val_loss: 0.1845 - val_r2_score: 0.8018
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1042 - r2_score: 0.8975 - val_loss: 0.1778 - val_r2_score: 0.8090
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0966 - r2_score: 0.9050 - val_loss: 0.1746 - val_r2_score: 0.8124
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0883 - r2_score: 0.9132 - val_loss: 0.1726 - val_r2_score: 0.8146
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0819 - r2_score: 0.9195 - val_loss: 0.1724 - val_r2_score: 0.8148
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.0760 - r2_score: 0.9253 - val_loss: 0.1721 - val_r2_score: 0.8151
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0712 - r2_score: 0.9300 - val_loss: 0.1723 - val_r2_score: 0.8149
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0669 - r2_score: 0.9342 - val_loss: 0.1729 - val_r2_score: 0.8142
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0625 - r2_score: 0.9386 - val_loss: 0.1734 - val_r2_score: 0.8137
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0591 - r2_score: 0.9419 - val_loss: 0.1724 - val_r2_score: 0.8147
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0553 - r2_score: 0.9456 - val_loss: 0.1727 - val_r2_score: 0.8144
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0522 - r2_score: 0.9487 - val_loss: 0.1747 - val_r2_score: 0.8123
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0483 - r2_score: 0.9525 - val_loss: 0.1768 - val_r2_score: 0.8100
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0446 - r2_score: 0.9562 - val_loss: 0.1756 - val_r2_score: 0.8114
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0419 - r2_score: 0.9588 - val_loss: 0.1790 - val_r2_score: 0.8077
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0673 - r2_score: 0.9327 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 34ms/step - loss: 9.1307 - r2_score: -7.9779 - val_loss: 8.0099 - val_r2_score: -7.6057
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 6.2822 - r2_score: -5.1770 - val_loss: 6.5641 - val_r2_score: -6.0524
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 4.8908 - r2_score: -3.8090 - val_loss: 5.4338 - val_r2_score: -4.8379
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 3.8433 - r2_score: -2.7790 - val_loss: 4.5676 - val_r2_score: -3.9073
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 2.9985 - r2_score: -1.9483 - val_loss: 3.9523 - val_r2_score: -3.2462
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 2.3491 - r2_score: -1.3097 - val_loss: 3.2782 - val_r2_score: -2.5220
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 1.8507 - r2_score: -0.8197 - val_loss: 2.7403 - val_r2_score: -1.9441
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 1.4790 - r2_score: -0.4543 - val_loss: 2.3579 - val_r2_score: -1.5333
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 1.2165 - r2_score: -0.1961 - val_loss: 2.0537 - val_r2_score: -1.2065
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 1.0296 - r2_score: -0.0123 - val_loss: 1.8550 - val_r2_score: -0.9929
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step - loss: 0.8978 - r2_score: 0.1172 - val_loss: 1.6948 - val_r2_score: -0.8208
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.8011 - r2_score: 0.2123 - val_loss: 1.5564 - val_r2_score: -0.6721
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.7288 - r2_score: 0.2834 - val_loss: 1.4512 - val_r2_score: -0.5592
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.6752 - r2_score: 0.3361 - val_loss: 1.3944 - val_r2_score: -0.4981
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.6329 - r2_score: 0.3777 - val_loss: 1.3275 - val_r2_score: -0.4262
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.5994 - r2_score: 0.4107 - val_loss: 1.2724 - val_r2_score: -0.3670
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step - loss: 0.5708 - r2_score: 0.4387 - val_loss: 1.2253 - val_r2_score: -0.3164
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.5495 - r2_score: 0.4597 - val_loss: 1.1716 - val_r2_score: -0.2587
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.5298 - r2_score: 0.4791 - val_loss: 1.1682 - val_r2_score: -0.2551
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.5133 - r2_score: 0.4953 - val_loss: 1.1257 - val_r2_score: -0.2094
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.6281 - r2_score: 0.3719 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 31ms/step - loss: 0.6345 - r2_score: 0.3761 - val_loss: 0.2692 - val_r2_score: 0.7108
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2151 - r2_score: 0.7885 - val_loss: 0.1574 - val_r2_score: 0.8309
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1270 - r2_score: 0.8751 - val_loss: 0.1455 - val_r2_score: 0.8436
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0958 - r2_score: 0.9058 - val_loss: 0.1391 - val_r2_score: 0.8506
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0769 - r2_score: 0.9243 - val_loss: 0.1386 - val_r2_score: 0.8511
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0656 - r2_score: 0.9355 - val_loss: 0.1383 - val_r2_score: 0.8514
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0559 - r2_score: 0.9450 - val_loss: 0.1415 - val_r2_score: 0.8480
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0488 - r2_score: 0.9520 - val_loss: 0.1417 - val_r2_score: 0.8477
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0432 - r2_score: 0.9576 - val_loss: 0.1409 - val_r2_score: 0.8486
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0369 - r2_score: 0.9637 - val_loss: 0.1430 - val_r2_score: 0.8464
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0326 - r2_score: 0.9679 - val_loss: 0.1430 - val_r2_score: 0.8464
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0291 - r2_score: 0.9714 - val_loss: 0.1448 - val_r2_score: 0.8444
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.0253 - r2_score: 0.9751 - val_loss: 0.1453 - val_r2_score: 0.8439
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0230 - r2_score: 0.9774 - val_loss: 0.1478 - val_r2_score: 0.8412
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0194 - r2_score: 0.9809 - val_loss: 0.1489 - val_r2_score: 0.8401
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0179 - r2_score: 0.9824 - val_loss: 0.1485 - val_r2_score: 0.8405
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0156 - r2_score: 0.9847 - val_loss: 0.1483 - val_r2_score: 0.8407
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0137 - r2_score: 0.9865 - val_loss: 0.1491 - val_r2_score: 0.8398
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0122 - r2_score: 0.9880 - val_loss: 0.1489 - val_r2_score: 0.8400
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0112 - r2_score: 0.9889 - val_loss: 0.1498 - val_r2_score: 0.8391
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0381 - r2_score: 0.9619 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 39ms/step - loss: 1.0279 - r2_score: -0.0107 - val_loss: 0.6232 - val_r2_score: 0.3304
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.5013 - r2_score: 0.5071 - val_loss: 0.3909 - val_r2_score: 0.5800
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.3059 - r2_score: 0.6992 - val_loss: 0.2808 - val_r2_score: 0.6983
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.2095 - r2_score: 0.7940 - val_loss: 0.2191 - val_r2_score: 0.7646
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1582 - r2_score: 0.8445 - val_loss: 0.1834 - val_r2_score: 0.8030
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1327 - r2_score: 0.8696 - val_loss: 0.1637 - val_r2_score: 0.8242
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1177 - r2_score: 0.8843 - val_loss: 0.1520 - val_r2_score: 0.8367
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1077 - r2_score: 0.8941 - val_loss: 0.1453 - val_r2_score: 0.8438
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1010 - r2_score: 0.9007 - val_loss: 0.1430 - val_r2_score: 0.8464
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0938 - r2_score: 0.9078 - val_loss: 0.1389 - val_r2_score: 0.8507
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0888 - r2_score: 0.9126 - val_loss: 0.1363 - val_r2_score: 0.8535
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0836 - r2_score: 0.9178 - val_loss: 0.1347 - val_r2_score: 0.8553
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0793 - r2_score: 0.9220 - val_loss: 0.1330 - val_r2_score: 0.8571
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0760 - r2_score: 0.9253 - val_loss: 0.1315 - val_r2_score: 0.8587
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0717 - r2_score: 0.9295 - val_loss: 0.1314 - val_r2_score: 0.8588
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0681 - r2_score: 0.9330 - val_loss: 0.1298 - val_r2_score: 0.8605
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0642 - r2_score: 0.9368 - val_loss: 0.1282 - val_r2_score: 0.8623
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0610 - r2_score: 0.9400 - val_loss: 0.1276 - val_r2_score: 0.8629
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0587 - r2_score: 0.9423 - val_loss: 0.1278 - val_r2_score: 0.8627
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0559 - r2_score: 0.9450 - val_loss: 0.1271 - val_r2_score: 0.8634
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0681 - r2_score: 0.9319 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 36ms/step - loss: 0.7363 - r2_score: 0.2760 - val_loss: 0.3128 - val_r2_score: 0.6640
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.2249 - r2_score: 0.7789 - val_loss: 0.2546 - val_r2_score: 0.7265
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1422 - r2_score: 0.8602 - val_loss: 0.2202 - val_r2_score: 0.7634
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1006 - r2_score: 0.9011 - val_loss: 0.2081 - val_r2_score: 0.7765
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0785 - r2_score: 0.9228 - val_loss: 0.1969 - val_r2_score: 0.7884
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0642 - r2_score: 0.9369 - val_loss: 0.1954 - val_r2_score: 0.7901
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0545 - r2_score: 0.9464 - val_loss: 0.1869 - val_r2_score: 0.7991
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0454 - r2_score: 0.9554 - val_loss: 0.1875 - val_r2_score: 0.7986
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0391 - r2_score: 0.9615 - val_loss: 0.1822 - val_r2_score: 0.8042
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0332 - r2_score: 0.9674 - val_loss: 0.1833 - val_r2_score: 0.8031
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0282 - r2_score: 0.9722 - val_loss: 0.1804 - val_r2_score: 0.8062
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0250 - r2_score: 0.9754 - val_loss: 0.1798 - val_r2_score: 0.8068
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0227 - r2_score: 0.9777 - val_loss: 0.1816 - val_r2_score: 0.8048
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0198 - r2_score: 0.9805 - val_loss: 0.1826 - val_r2_score: 0.8039
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0176 - r2_score: 0.9827 - val_loss: 0.1814 - val_r2_score: 0.8051
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0158 - r2_score: 0.9845 - val_loss: 0.1819 - val_r2_score: 0.8045
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0139 - r2_score: 0.9863 - val_loss: 0.1816 - val_r2_score: 0.8049
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 20ms/step - loss: 0.0128 - r2_score: 0.9874 - val_loss: 0.1830 - val_r2_score: 0.8034
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 30ms/step - loss: 0.0113 - r2_score: 0.9888 - val_loss: 0.1822 - val_r2_score: 0.8042
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 32ms/step - loss: 0.0101 - r2_score: 0.9901 - val_loss: 0.1842 - val_r2_score: 0.8021
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.0442 - r2_score: 0.9558 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 4s 36ms/step - loss: 2.1860 - r2_score: -1.1494 - val_loss: 1.1892 - val_r2_score: -0.2776
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.6985 - r2_score: 0.3131 - val_loss: 0.4916 - val_r2_score: 0.4719
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.2853 - r2_score: 0.7195 - val_loss: 0.3027 - val_r2_score: 0.6748
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1772 - r2_score: 0.8257 - val_loss: 0.2261 - val_r2_score: 0.7571
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1325 - r2_score: 0.8698 - val_loss: 0.2081 - val_r2_score: 0.7764
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1068 - r2_score: 0.8950 - val_loss: 0.1989 - val_r2_score: 0.7863
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0887 - r2_score: 0.9128 - val_loss: 0.1932 - val_r2_score: 0.7924
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0748 - r2_score: 0.9264 - val_loss: 0.1873 - val_r2_score: 0.7987
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0636 - r2_score: 0.9375 - val_loss: 0.1849 - val_r2_score: 0.8013
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0544 - r2_score: 0.9465 - val_loss: 0.1813 - val_r2_score: 0.8053
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 0.0474 - r2_score: 0.9534 - val_loss: 0.1776 - val_r2_score: 0.8092
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 29ms/step - loss: 0.0419 - r2_score: 0.9588 - val_loss: 0.1775 - val_r2_score: 0.8093
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 31ms/step - loss: 0.0367 - r2_score: 0.9640 - val_loss: 0.1804 - val_r2_score: 0.8062
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0316 - r2_score: 0.9689 - val_loss: 0.1743 - val_r2_score: 0.8127
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0276 - r2_score: 0.9728 - val_loss: 0.1734 - val_r2_score: 0.8137
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0254 - r2_score: 0.9750 - val_loss: 0.1755 - val_r2_score: 0.8114
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0231 - r2_score: 0.9772 - val_loss: 0.1766 - val_r2_score: 0.8102
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0200 - r2_score: 0.9803 - val_loss: 0.1757 - val_r2_score: 0.8112
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0182 - r2_score: 0.9821 - val_loss: 0.1766 - val_r2_score: 0.8102
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0162 - r2_score: 0.9840 - val_loss: 0.1738 - val_r2_score: 0.8133
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0461 - r2_score: 0.9539 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 29ms/step - loss: 0.5575 - r2_score: 0.4518 - val_loss: 0.2914 - val_r2_score: 0.6869
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1893 - r2_score: 0.8139 - val_loss: 0.2690 - val_r2_score: 0.7110
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1016 - r2_score: 0.9001 - val_loss: 0.2383 - val_r2_score: 0.7440
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0642 - r2_score: 0.9369 - val_loss: 0.2321 - val_r2_score: 0.7506
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0435 - r2_score: 0.9573 - val_loss: 0.2255 - val_r2_score: 0.7577
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0322 - r2_score: 0.9683 - val_loss: 0.2223 - val_r2_score: 0.7612
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0229 - r2_score: 0.9775 - val_loss: 0.2213 - val_r2_score: 0.7622
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0173 - r2_score: 0.9830 - val_loss: 0.2202 - val_r2_score: 0.7634
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0136 - r2_score: 0.9866 - val_loss: 0.2181 - val_r2_score: 0.7656
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0111 - r2_score: 0.9891 - val_loss: 0.2173 - val_r2_score: 0.7666
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0094 - r2_score: 0.9908 - val_loss: 0.2173 - val_r2_score: 0.7666
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0073 - r2_score: 0.9928 - val_loss: 0.2151 - val_r2_score: 0.7689
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0062 - r2_score: 0.9940 - val_loss: 0.2173 - val_r2_score: 0.7666
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0057 - r2_score: 0.9944 - val_loss: 0.2182 - val_r2_score: 0.7656
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0050 - r2_score: 0.9951 - val_loss: 0.2175 - val_r2_score: 0.7663
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0042 - r2_score: 0.9959 - val_loss: 0.2144 - val_r2_score: 0.7696
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0037 - r2_score: 0.9964 - val_loss: 0.2173 - val_r2_score: 0.7665
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 29ms/step - loss: 0.0032 - r2_score: 0.9969 - val_loss: 0.2147 - val_r2_score: 0.7694
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0027 - r2_score: 0.9974 - val_loss: 0.2165 - val_r2_score: 0.7674
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 24ms/step - loss: 0.0024 - r2_score: 0.9977 - val_loss: 0.2137 - val_r2_score: 0.7704
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0443 - r2_score: 0.9557 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 36ms/step - loss: 3.1158 - r2_score: -2.0637 - val_loss: 2.4105 - val_r2_score: -1.5898
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 1.9536 - r2_score: -0.9209 - val_loss: 1.7027 - val_r2_score: -0.8293
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 1.2649 - r2_score: -0.2438 - val_loss: 1.1840 - val_r2_score: -0.2721
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.7832 - r2_score: 0.2299 - val_loss: 0.8214 - val_r2_score: 0.1175
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.4685 - r2_score: 0.5393 - val_loss: 0.5781 - val_r2_score: 0.3789
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2849 - r2_score: 0.7199 - val_loss: 0.4074 - val_r2_score: 0.5623
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.1856 - r2_score: 0.8175 - val_loss: 0.3165 - val_r2_score: 0.6600
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1391 - r2_score: 0.8632 - val_loss: 0.2694 - val_r2_score: 0.7105
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1170 - r2_score: 0.8850 - val_loss: 0.2390 - val_r2_score: 0.7432
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1038 - r2_score: 0.8979 - val_loss: 0.2250 - val_r2_score: 0.7582
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0942 - r2_score: 0.9074 - val_loss: 0.2151 - val_r2_score: 0.7689
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0867 - r2_score: 0.9148 - val_loss: 0.2063 - val_r2_score: 0.7783
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0809 - r2_score: 0.9205 - val_loss: 0.2034 - val_r2_score: 0.7814
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0746 - r2_score: 0.9266 - val_loss: 0.1992 - val_r2_score: 0.7860
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 30ms/step - loss: 0.0686 - r2_score: 0.9325 - val_loss: 0.1965 - val_r2_score: 0.7889
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0642 - r2_score: 0.9368 - val_loss: 0.1956 - val_r2_score: 0.7899
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 29ms/step - loss: 0.0602 - r2_score: 0.9408 - val_loss: 0.1911 - val_r2_score: 0.7947
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0565 - r2_score: 0.9445 - val_loss: 0.1899 - val_r2_score: 0.7960
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0535 - r2_score: 0.9474 - val_loss: 0.1906 - val_r2_score: 0.7953
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0505 - r2_score: 0.9504 - val_loss: 0.1888 - val_r2_score: 0.7971
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0753 - r2_score: 0.9247 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 29ms/step - loss: 0.5748 - r2_score: 0.4348 - val_loss: 0.3180 - val_r2_score: 0.6584
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2025 - r2_score: 0.8009 - val_loss: 0.2271 - val_r2_score: 0.7560
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1201 - r2_score: 0.8819 - val_loss: 0.2093 - val_r2_score: 0.7751
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0832 - r2_score: 0.9182 - val_loss: 0.2013 - val_r2_score: 0.7837
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0650 - r2_score: 0.9361 - val_loss: 0.1961 - val_r2_score: 0.7893
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0510 - r2_score: 0.9499 - val_loss: 0.1958 - val_r2_score: 0.7897
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0413 - r2_score: 0.9594 - val_loss: 0.1935 - val_r2_score: 0.7921
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0326 - r2_score: 0.9680 - val_loss: 0.1972 - val_r2_score: 0.7882
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0270 - r2_score: 0.9735 - val_loss: 0.1955 - val_r2_score: 0.7900
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0223 - r2_score: 0.9781 - val_loss: 0.1940 - val_r2_score: 0.7916
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 33ms/step - loss: 0.0186 - r2_score: 0.9817 - val_loss: 0.1987 - val_r2_score: 0.7866
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0158 - r2_score: 0.9845 - val_loss: 0.2015 - val_r2_score: 0.7835
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0131 - r2_score: 0.9871 - val_loss: 0.2003 - val_r2_score: 0.7848
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 0.0113 - r2_score: 0.9889 - val_loss: 0.2014 - val_r2_score: 0.7836
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0097 - r2_score: 0.9905 - val_loss: 0.2032 - val_r2_score: 0.7817
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 19ms/step - loss: 0.0084 - r2_score: 0.9918 - val_loss: 0.2047 - val_r2_score: 0.7800
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0071 - r2_score: 0.9930 - val_loss: 0.2056 - val_r2_score: 0.7791
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0060 - r2_score: 0.9941 - val_loss: 0.2046 - val_r2_score: 0.7802
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0053 - r2_score: 0.9948 - val_loss: 0.2062 - val_r2_score: 0.7784
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0041 - r2_score: 0.9960 - val_loss: 0.2063 - val_r2_score: 0.7783
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0442 - r2_score: 0.9558 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 28ms/step - loss: 0.8810 - r2_score: 0.1338 - val_loss: 0.3484 - val_r2_score: 0.6257
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.2038 - r2_score: 0.7996 - val_loss: 0.2536 - val_r2_score: 0.7276
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.1285 - r2_score: 0.8736 - val_loss: 0.2205 - val_r2_score: 0.7631
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0886 - r2_score: 0.9128 - val_loss: 0.2121 - val_r2_score: 0.7722
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0696 - r2_score: 0.9315 - val_loss: 0.2101 - val_r2_score: 0.7743
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0575 - r2_score: 0.9434 - val_loss: 0.2005 - val_r2_score: 0.7846
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0462 - r2_score: 0.9545 - val_loss: 0.1957 - val_r2_score: 0.7898
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0389 - r2_score: 0.9617 - val_loss: 0.1922 - val_r2_score: 0.7935
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0333 - r2_score: 0.9672 - val_loss: 0.1978 - val_r2_score: 0.7874
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0275 - r2_score: 0.9730 - val_loss: 0.1883 - val_r2_score: 0.7977
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0235 - r2_score: 0.9769 - val_loss: 0.1876 - val_r2_score: 0.7985
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step - loss: 0.0204 - r2_score: 0.9800 - val_loss: 0.1859 - val_r2_score: 0.8003
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 19ms/step - loss: 0.0174 - r2_score: 0.9829 - val_loss: 0.1849 - val_r2_score: 0.8014
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0149 - r2_score: 0.9853 - val_loss: 0.1854 - val_r2_score: 0.8008
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0132 - r2_score: 0.9870 - val_loss: 0.1822 - val_r2_score: 0.8043
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0114 - r2_score: 0.9888 - val_loss: 0.1843 - val_r2_score: 0.8020
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0099 - r2_score: 0.9903 - val_loss: 0.1834 - val_r2_score: 0.8030
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 13ms/step - loss: 0.0084 - r2_score: 0.9918 - val_loss: 0.1818 - val_r2_score: 0.8047
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0073 - r2_score: 0.9928 - val_loss: 0.1815 - val_r2_score: 0.8050
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0067 - r2_score: 0.9934 - val_loss: 0.1843 - val_r2_score: 0.8020
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0411 - r2_score: 0.9589 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 6s 37ms/step - loss: 1.0683 - r2_score: -0.0504 - val_loss: 0.4031 - val_r2_score: 0.5670
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.2577 - r2_score: 0.7466 - val_loss: 0.2674 - val_r2_score: 0.7127
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1281 - r2_score: 0.8741 - val_loss: 0.2556 - val_r2_score: 0.7254
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0789 - r2_score: 0.9224 - val_loss: 0.2356 - val_r2_score: 0.7468
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0547 - r2_score: 0.9463 - val_loss: 0.2302 - val_r2_score: 0.7527
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0381 - r2_score: 0.9625 - val_loss: 0.2232 - val_r2_score: 0.7602
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0292 - r2_score: 0.9713 - val_loss: 0.2151 - val_r2_score: 0.7689
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0217 - r2_score: 0.9787 - val_loss: 0.2157 - val_r2_score: 0.7682
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0161 - r2_score: 0.9842 - val_loss: 0.2131 - val_r2_score: 0.7711
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0124 - r2_score: 0.9879 - val_loss: 0.2133 - val_r2_score: 0.7708
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0097 - r2_score: 0.9905 - val_loss: 0.2122 - val_r2_score: 0.7720
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0078 - r2_score: 0.9924 - val_loss: 0.2101 - val_r2_score: 0.7743
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0062 - r2_score: 0.9939 - val_loss: 0.2110 - val_r2_score: 0.7733
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0051 - r2_score: 0.9950 - val_loss: 0.2118 - val_r2_score: 0.7724
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0044 - r2_score: 0.9957 - val_loss: 0.2100 - val_r2_score: 0.7743
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0037 - r2_score: 0.9964 - val_loss: 0.2102 - val_r2_score: 0.7742
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0028 - r2_score: 0.9972 - val_loss: 0.2096 - val_r2_score: 0.7748
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0024 - r2_score: 0.9977 - val_loss: 0.2077 - val_r2_score: 0.7769
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0020 - r2_score: 0.9980 - val_loss: 0.2094 - val_r2_score: 0.7751
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0018 - r2_score: 0.9982 - val_loss: 0.2074 - val_r2_score: 0.7772
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0426 - r2_score: 0.9574 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 28ms/step - loss: 0.4788 - r2_score: 0.5292 - val_loss: 0.2176 - val_r2_score: 0.7662
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1875 - r2_score: 0.8157 - val_loss: 0.1562 - val_r2_score: 0.8322
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1357 - r2_score: 0.8666 - val_loss: 0.1516 - val_r2_score: 0.8371
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1137 - r2_score: 0.8882 - val_loss: 0.1363 - val_r2_score: 0.8536
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0967 - r2_score: 0.9049 - val_loss: 0.1328 - val_r2_score: 0.8574
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0852 - r2_score: 0.9163 - val_loss: 0.1349 - val_r2_score: 0.8550
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0778 - r2_score: 0.9235 - val_loss: 0.1353 - val_r2_score: 0.8546
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0690 - r2_score: 0.9322 - val_loss: 0.1257 - val_r2_score: 0.8649
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0606 - r2_score: 0.9404 - val_loss: 0.1297 - val_r2_score: 0.8606
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0531 - r2_score: 0.9478 - val_loss: 0.1295 - val_r2_score: 0.8609
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0477 - r2_score: 0.9531 - val_loss: 0.1283 - val_r2_score: 0.8622
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0427 - r2_score: 0.9580 - val_loss: 0.1290 - val_r2_score: 0.8614
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0379 - r2_score: 0.9627 - val_loss: 0.1325 - val_r2_score: 0.8577
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0320 - r2_score: 0.9685 - val_loss: 0.1303 - val_r2_score: 0.8601
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 33ms/step - loss: 0.0275 - r2_score: 0.9730 - val_loss: 0.1346 - val_r2_score: 0.8554
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 46ms/step - loss: 0.0244 - r2_score: 0.9760 - val_loss: 0.1295 - val_r2_score: 0.8609
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 42ms/step - loss: 0.0216 - r2_score: 0.9787 - val_loss: 0.1360 - val_r2_score: 0.8539
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0181 - r2_score: 0.9822 - val_loss: 0.1339 - val_r2_score: 0.8562
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0156 - r2_score: 0.9847 - val_loss: 0.1341 - val_r2_score: 0.8559
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 33ms/step - loss: 0.0135 - r2_score: 0.9867 - val_loss: 0.1361 - val_r2_score: 0.8537
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0363 - r2_score: 0.9637  
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 31ms/step - loss: 0.6115 - r2_score: 0.3988 - val_loss: 0.2508 - val_r2_score: 0.7305
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.2065 - r2_score: 0.7969 - val_loss: 0.1924 - val_r2_score: 0.7932
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1221 - r2_score: 0.8799 - val_loss: 0.1506 - val_r2_score: 0.8382
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0855 - r2_score: 0.9159 - val_loss: 0.1429 - val_r2_score: 0.8465
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0648 - r2_score: 0.9363 - val_loss: 0.1365 - val_r2_score: 0.8534
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0510 - r2_score: 0.9498 - val_loss: 0.1373 - val_r2_score: 0.8525
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0378 - r2_score: 0.9628 - val_loss: 0.1389 - val_r2_score: 0.8508
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0308 - r2_score: 0.9697 - val_loss: 0.1365 - val_r2_score: 0.8533
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0247 - r2_score: 0.9757 - val_loss: 0.1399 - val_r2_score: 0.8497
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0204 - r2_score: 0.9799 - val_loss: 0.1363 - val_r2_score: 0.8536
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0166 - r2_score: 0.9837 - val_loss: 0.1364 - val_r2_score: 0.8534
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0140 - r2_score: 0.9862 - val_loss: 0.1389 - val_r2_score: 0.8508
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0114 - r2_score: 0.9888 - val_loss: 0.1375 - val_r2_score: 0.8523
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0097 - r2_score: 0.9904 - val_loss: 0.1351 - val_r2_score: 0.8549
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0085 - r2_score: 0.9917 - val_loss: 0.1368 - val_r2_score: 0.8531
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0077 - r2_score: 0.9924 - val_loss: 0.1374 - val_r2_score: 0.8524
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0066 - r2_score: 0.9935 - val_loss: 0.1336 - val_r2_score: 0.8565
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0057 - r2_score: 0.9944 - val_loss: 0.1393 - val_r2_score: 0.8504
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0049 - r2_score: 0.9951 - val_loss: 0.1384 - val_r2_score: 0.8513
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0039 - r2_score: 0.9962 - val_loss: 0.1387 - val_r2_score: 0.8510
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0304 - r2_score: 0.9696 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 43ms/step - loss: 0.4300 - r2_score: 0.5772 - val_loss: 0.2372 - val_r2_score: 0.7452
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1543 - r2_score: 0.8483 - val_loss: 0.2057 - val_r2_score: 0.7790
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0976 - r2_score: 0.9041 - val_loss: 0.1812 - val_r2_score: 0.8054
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0718 - r2_score: 0.9294 - val_loss: 0.1712 - val_r2_score: 0.8161
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 0.0550 - r2_score: 0.9459 - val_loss: 0.1641 - val_r2_score: 0.8237
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0426 - r2_score: 0.9581 - val_loss: 0.1598 - val_r2_score: 0.8283
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0363 - r2_score: 0.9644 - val_loss: 0.1597 - val_r2_score: 0.8285
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0283 - r2_score: 0.9722 - val_loss: 0.1614 - val_r2_score: 0.8266
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0246 - r2_score: 0.9758 - val_loss: 0.1584 - val_r2_score: 0.8298
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0196 - r2_score: 0.9808 - val_loss: 0.1571 - val_r2_score: 0.8312
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0167 - r2_score: 0.9836 - val_loss: 0.1609 - val_r2_score: 0.8271
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0140 - r2_score: 0.9863 - val_loss: 0.1590 - val_r2_score: 0.8292
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0124 - r2_score: 0.9878 - val_loss: 0.1638 - val_r2_score: 0.8240
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0112 - r2_score: 0.9890 - val_loss: 0.1601 - val_r2_score: 0.8280
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0091 - r2_score: 0.9911 - val_loss: 0.1631 - val_r2_score: 0.8247
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0083 - r2_score: 0.9918 - val_loss: 0.1623 - val_r2_score: 0.8256
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0071 - r2_score: 0.9930 - val_loss: 0.1641 - val_r2_score: 0.8236
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0067 - r2_score: 0.9935 - val_loss: 0.1618 - val_r2_score: 0.8262
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0055 - r2_score: 0.9946 - val_loss: 0.1637 - val_r2_score: 0.8241
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0045 - r2_score: 0.9956 - val_loss: 0.1641 - val_r2_score: 0.8237
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0357 - r2_score: 0.9643 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 40ms/step - loss: 0.5416 - r2_score: 0.4675 - val_loss: 0.2985 - val_r2_score: 0.6793
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1855 - r2_score: 0.8176 - val_loss: 0.2410 - val_r2_score: 0.7411
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0901 - r2_score: 0.9114 - val_loss: 0.1963 - val_r2_score: 0.7891
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0509 - r2_score: 0.9499 - val_loss: 0.2040 - val_r2_score: 0.7808
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0302 - r2_score: 0.9703 - val_loss: 0.1927 - val_r2_score: 0.7929
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0201 - r2_score: 0.9803 - val_loss: 0.1918 - val_r2_score: 0.7939
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0144 - r2_score: 0.9858 - val_loss: 0.1894 - val_r2_score: 0.7965
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0099 - r2_score: 0.9903 - val_loss: 0.1868 - val_r2_score: 0.7993
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0075 - r2_score: 0.9926 - val_loss: 0.1901 - val_r2_score: 0.7958
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0055 - r2_score: 0.9946 - val_loss: 0.1879 - val_r2_score: 0.7981
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0038 - r2_score: 0.9963 - val_loss: 0.1885 - val_r2_score: 0.7974
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0030 - r2_score: 0.9970 - val_loss: 0.1874 - val_r2_score: 0.7987
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0023 - r2_score: 0.9977 - val_loss: 0.1873 - val_r2_score: 0.7988
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0021 - r2_score: 0.9979 - val_loss: 0.1882 - val_r2_score: 0.7978
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0016 - r2_score: 0.9984 - val_loss: 0.1881 - val_r2_score: 0.7979
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0013 - r2_score: 0.9987 - val_loss: 0.1878 - val_r2_score: 0.7983
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0011 - r2_score: 0.9989 - val_loss: 0.1873 - val_r2_score: 0.7988
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 9.5034e-04 - r2_score: 0.9991 - val_loss: 0.1888 - val_r2_score: 0.7972
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 31ms/step - loss: 6.9283e-04 - r2_score: 0.9993 - val_loss: 0.1868 - val_r2_score: 0.7993
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 5.6167e-04 - r2_score: 0.9994 - val_loss: 0.1879 - val_r2_score: 0.7981
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0380 - r2_score: 0.9620    
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 40ms/step - loss: 0.4451 - r2_score: 0.5623 - val_loss: 0.1944 - val_r2_score: 0.7912
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1823 - r2_score: 0.8208 - val_loss: 0.1520 - val_r2_score: 0.8367
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1344 - r2_score: 0.8679 - val_loss: 0.1499 - val_r2_score: 0.8389
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1110 - r2_score: 0.8908 - val_loss: 0.1413 - val_r2_score: 0.8481
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0987 - r2_score: 0.9030 - val_loss: 0.1420 - val_r2_score: 0.8474
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0857 - r2_score: 0.9158 - val_loss: 0.1380 - val_r2_score: 0.8518
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0746 - r2_score: 0.9266 - val_loss: 0.1373 - val_r2_score: 0.8524
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0653 - r2_score: 0.9358 - val_loss: 0.1403 - val_r2_score: 0.8493
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0575 - r2_score: 0.9435 - val_loss: 0.1403 - val_r2_score: 0.8493
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0501 - r2_score: 0.9508 - val_loss: 0.1418 - val_r2_score: 0.8477
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0434 - r2_score: 0.9573 - val_loss: 0.1405 - val_r2_score: 0.8491
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0373 - r2_score: 0.9634 - val_loss: 0.1402 - val_r2_score: 0.8493
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0327 - r2_score: 0.9678 - val_loss: 0.1474 - val_r2_score: 0.8417
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0279 - r2_score: 0.9726 - val_loss: 0.1433 - val_r2_score: 0.8460
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0226 - r2_score: 0.9777 - val_loss: 0.1460 - val_r2_score: 0.8432
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0203 - r2_score: 0.9801 - val_loss: 0.1474 - val_r2_score: 0.8416
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0165 - r2_score: 0.9838 - val_loss: 0.1482 - val_r2_score: 0.8408
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0146 - r2_score: 0.9856 - val_loss: 0.1517 - val_r2_score: 0.8370
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0127 - r2_score: 0.9875 - val_loss: 0.1483 - val_r2_score: 0.8407
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0103 - r2_score: 0.9899 - val_loss: 0.1498 - val_r2_score: 0.8391
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0374 - r2_score: 0.9626 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 48ms/step - loss: 0.7000 - r2_score: 0.3117 - val_loss: 0.2537 - val_r2_score: 0.7274
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 0.2072 - r2_score: 0.7963 - val_loss: 0.2038 - val_r2_score: 0.7811
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.1228 - r2_score: 0.8793 - val_loss: 0.1907 - val_r2_score: 0.7951
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0834 - r2_score: 0.9180 - val_loss: 0.1765 - val_r2_score: 0.8104
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0626 - r2_score: 0.9385 - val_loss: 0.1670 - val_r2_score: 0.8206
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0487 - r2_score: 0.9521 - val_loss: 0.1680 - val_r2_score: 0.8195
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0386 - r2_score: 0.9620 - val_loss: 0.1648 - val_r2_score: 0.8229
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0304 - r2_score: 0.9701 - val_loss: 0.1616 - val_r2_score: 0.8264
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0234 - r2_score: 0.9770 - val_loss: 0.1669 - val_r2_score: 0.8207
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0192 - r2_score: 0.9811 - val_loss: 0.1605 - val_r2_score: 0.8276
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0157 - r2_score: 0.9846 - val_loss: 0.1606 - val_r2_score: 0.8275
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0123 - r2_score: 0.9879 - val_loss: 0.1633 - val_r2_score: 0.8245
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0103 - r2_score: 0.9899 - val_loss: 0.1573 - val_r2_score: 0.8310
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0082 - r2_score: 0.9920 - val_loss: 0.1596 - val_r2_score: 0.8285
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0066 - r2_score: 0.9935 - val_loss: 0.1627 - val_r2_score: 0.8252
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.0054 - r2_score: 0.9947 - val_loss: 0.1560 - val_r2_score: 0.8324
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 40ms/step - loss: 0.0047 - r2_score: 0.9954 - val_loss: 0.1605 - val_r2_score: 0.8276
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 32ms/step - loss: 0.0041 - r2_score: 0.9959 - val_loss: 0.1615 - val_r2_score: 0.8265
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0033 - r2_score: 0.9967 - val_loss: 0.1599 - val_r2_score: 0.8282
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0031 - r2_score: 0.9970 - val_loss: 0.1614 - val_r2_score: 0.8266
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0342 - r2_score: 0.9658 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 39ms/step - loss: 0.7260 - r2_score: 0.2862 - val_loss: 0.2675 - val_r2_score: 0.7126
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.2195 - r2_score: 0.7841 - val_loss: 0.1869 - val_r2_score: 0.7992
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1205 - r2_score: 0.8816 - val_loss: 0.1739 - val_r2_score: 0.8132
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0847 - r2_score: 0.9168 - val_loss: 0.1542 - val_r2_score: 0.8343
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0670 - r2_score: 0.9341 - val_loss: 0.1480 - val_r2_score: 0.8410
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0560 - r2_score: 0.9450 - val_loss: 0.1449 - val_r2_score: 0.8443
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0452 - r2_score: 0.9556 - val_loss: 0.1446 - val_r2_score: 0.8446
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0401 - r2_score: 0.9606 - val_loss: 0.1433 - val_r2_score: 0.8461
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0325 - r2_score: 0.9680 - val_loss: 0.1394 - val_r2_score: 0.8503
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0275 - r2_score: 0.9729 - val_loss: 0.1510 - val_r2_score: 0.8378
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0258 - r2_score: 0.9747 - val_loss: 0.1410 - val_r2_score: 0.8485
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0205 - r2_score: 0.9798 - val_loss: 0.1437 - val_r2_score: 0.8456
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0175 - r2_score: 0.9828 - val_loss: 0.1405 - val_r2_score: 0.8491
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0155 - r2_score: 0.9848 - val_loss: 0.1462 - val_r2_score: 0.8430
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0128 - r2_score: 0.9874 - val_loss: 0.1474 - val_r2_score: 0.8417
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0109 - r2_score: 0.9893 - val_loss: 0.1440 - val_r2_score: 0.8453
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0091 - r2_score: 0.9910 - val_loss: 0.1427 - val_r2_score: 0.8467
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0084 - r2_score: 0.9918 - val_loss: 0.1466 - val_r2_score: 0.8425
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0076 - r2_score: 0.9925 - val_loss: 0.1468 - val_r2_score: 0.8422
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0063 - r2_score: 0.9938 - val_loss: 0.1466 - val_r2_score: 0.8424
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0339 - r2_score: 0.9661 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 48ms/step - loss: 0.5022 - r2_score: 0.5062 - val_loss: 0.2628 - val_r2_score: 0.7176
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.1618 - r2_score: 0.8409 - val_loss: 0.2241 - val_r2_score: 0.7592
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0758 - r2_score: 0.9255 - val_loss: 0.1832 - val_r2_score: 0.8032
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0429 - r2_score: 0.9578 - val_loss: 0.1818 - val_r2_score: 0.8047
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0275 - r2_score: 0.9730 - val_loss: 0.1728 - val_r2_score: 0.8143
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0191 - r2_score: 0.9812 - val_loss: 0.1731 - val_r2_score: 0.8141
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0126 - r2_score: 0.9876 - val_loss: 0.1722 - val_r2_score: 0.8150
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0083 - r2_score: 0.9918 - val_loss: 0.1763 - val_r2_score: 0.8106
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0059 - r2_score: 0.9942 - val_loss: 0.1722 - val_r2_score: 0.8150
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0041 - r2_score: 0.9960 - val_loss: 0.1731 - val_r2_score: 0.8140
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0030 - r2_score: 0.9971 - val_loss: 0.1743 - val_r2_score: 0.8128
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 23ms/step - loss: 0.0024 - r2_score: 0.9977 - val_loss: 0.1731 - val_r2_score: 0.8141
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step - loss: 0.0019 - r2_score: 0.9981 - val_loss: 0.1743 - val_r2_score: 0.8127
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 0.0017 - r2_score: 0.9984 - val_loss: 0.1753 - val_r2_score: 0.8116
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0012 - r2_score: 0.9988 - val_loss: 0.1736 - val_r2_score: 0.8135
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0011 - r2_score: 0.9990 - val_loss: 0.1735 - val_r2_score: 0.8136
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 8.8522e-04 - r2_score: 0.9991 - val_loss: 0.1753 - val_r2_score: 0.8116
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 7.0583e-04 - r2_score: 0.9993 - val_loss: 0.1736 - val_r2_score: 0.8135
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 5.2917e-04 - r2_score: 0.9995 - val_loss: 0.1748 - val_r2_score: 0.8122
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 4.4895e-04 - r2_score: 0.9996 - val_loss: 0.1748 - val_r2_score: 0.8122
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0353 - r2_score: 0.9647     
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 36ms/step - loss: 0.4494 - r2_score: 0.5582 - val_loss: 0.1715 - val_r2_score: 0.8157
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1673 - r2_score: 0.8355 - val_loss: 0.1542 - val_r2_score: 0.8343
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1289 - r2_score: 0.8732 - val_loss: 0.1540 - val_r2_score: 0.8346
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1107 - r2_score: 0.8912 - val_loss: 0.1451 - val_r2_score: 0.8442
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 31ms/step - loss: 0.0899 - r2_score: 0.9116 - val_loss: 0.1434 - val_r2_score: 0.8459
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0804 - r2_score: 0.9209 - val_loss: 0.1421 - val_r2_score: 0.8473
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0715 - r2_score: 0.9297 - val_loss: 0.1407 - val_r2_score: 0.8489
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0622 - r2_score: 0.9388 - val_loss: 0.1447 - val_r2_score: 0.8445
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0549 - r2_score: 0.9460 - val_loss: 0.1402 - val_r2_score: 0.8494
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0471 - r2_score: 0.9537 - val_loss: 0.1424 - val_r2_score: 0.8470
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0417 - r2_score: 0.9590 - val_loss: 0.1406 - val_r2_score: 0.8489
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0350 - r2_score: 0.9656 - val_loss: 0.1437 - val_r2_score: 0.8456
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0304 - r2_score: 0.9701 - val_loss: 0.1408 - val_r2_score: 0.8487
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0261 - r2_score: 0.9743 - val_loss: 0.1444 - val_r2_score: 0.8448
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0220 - r2_score: 0.9783 - val_loss: 0.1413 - val_r2_score: 0.8482
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0184 - r2_score: 0.9819 - val_loss: 0.1402 - val_r2_score: 0.8494
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0167 - r2_score: 0.9836 - val_loss: 0.1397 - val_r2_score: 0.8499
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0135 - r2_score: 0.9867 - val_loss: 0.1421 - val_r2_score: 0.8473
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0120 - r2_score: 0.9882 - val_loss: 0.1449 - val_r2_score: 0.8443
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 48ms/step - loss: 0.0102 - r2_score: 0.9900 - val_loss: 0.1426 - val_r2_score: 0.8468
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0348 - r2_score: 0.9652 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 4s 69ms/step - loss: 0.5792 - r2_score: 0.4305 - val_loss: 0.2950 - val_r2_score: 0.6830
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step - loss: 0.1778 - r2_score: 0.8252 - val_loss: 0.2061 - val_r2_score: 0.7786
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 17ms/step - loss: 0.1116 - r2_score: 0.8903 - val_loss: 0.1787 - val_r2_score: 0.8080
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0798 - r2_score: 0.9216 - val_loss: 0.1715 - val_r2_score: 0.8157
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0638 - r2_score: 0.9373 - val_loss: 0.1669 - val_r2_score: 0.8206
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0463 - r2_score: 0.9545 - val_loss: 0.1605 - val_r2_score: 0.8275
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0375 - r2_score: 0.9631 - val_loss: 0.1603 - val_r2_score: 0.8278
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0313 - r2_score: 0.9692 - val_loss: 0.1580 - val_r2_score: 0.8303
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0253 - r2_score: 0.9752 - val_loss: 0.1586 - val_r2_score: 0.8296
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0217 - r2_score: 0.9786 - val_loss: 0.1555 - val_r2_score: 0.8330
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0163 - r2_score: 0.9840 - val_loss: 0.1548 - val_r2_score: 0.8337
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0128 - r2_score: 0.9874 - val_loss: 0.1596 - val_r2_score: 0.8286
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0113 - r2_score: 0.9889 - val_loss: 0.1542 - val_r2_score: 0.8344
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0087 - r2_score: 0.9914 - val_loss: 0.1574 - val_r2_score: 0.8309
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 31ms/step - loss: 0.0084 - r2_score: 0.9917 - val_loss: 0.1552 - val_r2_score: 0.8332
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 17ms/step - loss: 0.0069 - r2_score: 0.9932 - val_loss: 0.1541 - val_r2_score: 0.8344
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0060 - r2_score: 0.9941 - val_loss: 0.1609 - val_r2_score: 0.8272
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0051 - r2_score: 0.9950 - val_loss: 0.1553 - val_r2_score: 0.8331
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0049 - r2_score: 0.9951 - val_loss: 0.1564 - val_r2_score: 0.8320
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0038 - r2_score: 0.9962 - val_loss: 0.1548 - val_r2_score: 0.8337
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0331 - r2_score: 0.9669 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 47ms/step - loss: 0.4842 - r2_score: 0.5240 - val_loss: 0.2511 - val_r2_score: 0.7302
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1757 - r2_score: 0.8272 - val_loss: 0.1661 - val_r2_score: 0.8216
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1133 - r2_score: 0.8886 - val_loss: 0.1401 - val_r2_score: 0.8495
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0898 - r2_score: 0.9117 - val_loss: 0.1405 - val_r2_score: 0.8490
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0707 - r2_score: 0.9305 - val_loss: 0.1364 - val_r2_score: 0.8535
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0613 - r2_score: 0.9397 - val_loss: 0.1334 - val_r2_score: 0.8566
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0473 - r2_score: 0.9535 - val_loss: 0.1294 - val_r2_score: 0.8610
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0407 - r2_score: 0.9600 - val_loss: 0.1262 - val_r2_score: 0.8644
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0334 - r2_score: 0.9671 - val_loss: 0.1319 - val_r2_score: 0.8583
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0301 - r2_score: 0.9704 - val_loss: 0.1309 - val_r2_score: 0.8594
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0267 - r2_score: 0.9737 - val_loss: 0.1296 - val_r2_score: 0.8607
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0218 - r2_score: 0.9785 - val_loss: 0.1289 - val_r2_score: 0.8615
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 13ms/step - loss: 0.0207 - r2_score: 0.9796 - val_loss: 0.1259 - val_r2_score: 0.8647
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0169 - r2_score: 0.9834 - val_loss: 0.1262 - val_r2_score: 0.8644
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0141 - r2_score: 0.9862 - val_loss: 0.1310 - val_r2_score: 0.8593
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0133 - r2_score: 0.9869 - val_loss: 0.1298 - val_r2_score: 0.8605
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0114 - r2_score: 0.9888 - val_loss: 0.1278 - val_r2_score: 0.8627
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 32ms/step - loss: 0.0111 - r2_score: 0.9891 - val_loss: 0.1317 - val_r2_score: 0.8585
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0088 - r2_score: 0.9913 - val_loss: 0.1311 - val_r2_score: 0.8592
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 31ms/step - loss: 0.0091 - r2_score: 0.9911 - val_loss: 0.1261 - val_r2_score: 0.8645
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.0309 - r2_score: 0.9691 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 43ms/step - loss: 0.4780 - r2_score: 0.5300 - val_loss: 0.2950 - val_r2_score: 0.6831
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1599 - r2_score: 0.8428 - val_loss: 0.1809 - val_r2_score: 0.8057
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0770 - r2_score: 0.9243 - val_loss: 0.1710 - val_r2_score: 0.8163
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0416 - r2_score: 0.9591 - val_loss: 0.1552 - val_r2_score: 0.8333
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 17ms/step - loss: 0.0249 - r2_score: 0.9755 - val_loss: 0.1603 - val_r2_score: 0.8278
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0163 - r2_score: 0.9840 - val_loss: 0.1513 - val_r2_score: 0.8375
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0108 - r2_score: 0.9894 - val_loss: 0.1496 - val_r2_score: 0.8393
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0069 - r2_score: 0.9932 - val_loss: 0.1471 - val_r2_score: 0.8419
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0047 - r2_score: 0.9954 - val_loss: 0.1493 - val_r2_score: 0.8396
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0032 - r2_score: 0.9968 - val_loss: 0.1492 - val_r2_score: 0.8397
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0024 - r2_score: 0.9976 - val_loss: 0.1466 - val_r2_score: 0.8425
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0018 - r2_score: 0.9982 - val_loss: 0.1495 - val_r2_score: 0.8394
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0013 - r2_score: 0.9987 - val_loss: 0.1498 - val_r2_score: 0.8390
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0011 - r2_score: 0.9990 - val_loss: 0.1497 - val_r2_score: 0.8391
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 9.6043e-04 - r2_score: 0.9991 - val_loss: 0.1481 - val_r2_score: 0.8409
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 8.4188e-04 - r2_score: 0.9992 - val_loss: 0.1482 - val_r2_score: 0.8408
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 6.7743e-04 - r2_score: 0.9993 - val_loss: 0.1484 - val_r2_score: 0.8405
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 6.6900e-04 - r2_score: 0.9993 - val_loss: 0.1489 - val_r2_score: 0.8400
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 5.5199e-04 - r2_score: 0.9995 - val_loss: 0.1485 - val_r2_score: 0.8404
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 6.4609e-04 - r2_score: 0.9994 - val_loss: 0.1491 - val_r2_score: 0.8398
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0303 - r2_score: 0.9697     
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 34ms/step - loss: 1.0916 - r2_score: -0.0733 - val_loss: 0.3305 - val_r2_score: 0.6450
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.3210 - r2_score: 0.6844 - val_loss: 0.1728 - val_r2_score: 0.8143
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1493 - r2_score: 0.8532 - val_loss: 0.1430 - val_r2_score: 0.8464
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1120 - r2_score: 0.8899 - val_loss: 0.1355 - val_r2_score: 0.8544
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0937 - r2_score: 0.9079 - val_loss: 0.1366 - val_r2_score: 0.8532
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0835 - r2_score: 0.9179 - val_loss: 0.1372 - val_r2_score: 0.8526
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0756 - r2_score: 0.9257 - val_loss: 0.1386 - val_r2_score: 0.8511
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0635 - r2_score: 0.9376 - val_loss: 0.1346 - val_r2_score: 0.8554
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0575 - r2_score: 0.9434 - val_loss: 0.1414 - val_r2_score: 0.8481
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0500 - r2_score: 0.9509 - val_loss: 0.1359 - val_r2_score: 0.8540
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0429 - r2_score: 0.9578 - val_loss: 0.1457 - val_r2_score: 0.8435
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0380 - r2_score: 0.9627 - val_loss: 0.1395 - val_r2_score: 0.8501
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0310 - r2_score: 0.9696 - val_loss: 0.1448 - val_r2_score: 0.8444
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0271 - r2_score: 0.9734 - val_loss: 0.1478 - val_r2_score: 0.8412
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0229 - r2_score: 0.9774 - val_loss: 0.1366 - val_r2_score: 0.8532
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0193 - r2_score: 0.9810 - val_loss: 0.1429 - val_r2_score: 0.8465
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0161 - r2_score: 0.9841 - val_loss: 0.1444 - val_r2_score: 0.8448
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0141 - r2_score: 0.9862 - val_loss: 0.1460 - val_r2_score: 0.8431
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0125 - r2_score: 0.9877 - val_loss: 0.1435 - val_r2_score: 0.8458
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0123 - r2_score: 0.9879 - val_loss: 0.1476 - val_r2_score: 0.8415
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0371 - r2_score: 0.9629 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 52ms/step - loss: 0.4353 - r2_score: 0.5720 - val_loss: 0.2518 - val_r2_score: 0.7295
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 0.1788 - r2_score: 0.8242 - val_loss: 0.1746 - val_r2_score: 0.8124
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1232 - r2_score: 0.8788 - val_loss: 0.1661 - val_r2_score: 0.8215
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0919 - r2_score: 0.9097 - val_loss: 0.1669 - val_r2_score: 0.8206
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0791 - r2_score: 0.9223 - val_loss: 0.1528 - val_r2_score: 0.8358
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0610 - r2_score: 0.9400 - val_loss: 0.1526 - val_r2_score: 0.8361
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0537 - r2_score: 0.9472 - val_loss: 0.1547 - val_r2_score: 0.8338
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0430 - r2_score: 0.9577 - val_loss: 0.1477 - val_r2_score: 0.8413
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0372 - r2_score: 0.9634 - val_loss: 0.1546 - val_r2_score: 0.8339
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0284 - r2_score: 0.9721 - val_loss: 0.1541 - val_r2_score: 0.8344
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0297 - r2_score: 0.9708 - val_loss: 0.1458 - val_r2_score: 0.8434
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0237 - r2_score: 0.9767 - val_loss: 0.1435 - val_r2_score: 0.8458
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0165 - r2_score: 0.9838 - val_loss: 0.1417 - val_r2_score: 0.8477
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0141 - r2_score: 0.9861 - val_loss: 0.1505 - val_r2_score: 0.8383
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0125 - r2_score: 0.9877 - val_loss: 0.1451 - val_r2_score: 0.8441
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0116 - r2_score: 0.9886 - val_loss: 0.1394 - val_r2_score: 0.8502
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0099 - r2_score: 0.9903 - val_loss: 0.1413 - val_r2_score: 0.8482
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0093 - r2_score: 0.9908 - val_loss: 0.1450 - val_r2_score: 0.8443
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0082 - r2_score: 0.9919 - val_loss: 0.1367 - val_r2_score: 0.8531
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0066 - r2_score: 0.9935 - val_loss: 0.1412 - val_r2_score: 0.8483
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0321 - r2_score: 0.9679 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 37ms/step - loss: 0.4177 - r2_score: 0.5893 - val_loss: 0.2194 - val_r2_score: 0.7643
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1735 - r2_score: 0.8294 - val_loss: 0.1579 - val_r2_score: 0.8303
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1156 - r2_score: 0.8864 - val_loss: 0.1575 - val_r2_score: 0.8308
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0896 - r2_score: 0.9119 - val_loss: 0.1638 - val_r2_score: 0.8240
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0770 - r2_score: 0.9243 - val_loss: 0.1507 - val_r2_score: 0.8381
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0594 - r2_score: 0.9416 - val_loss: 0.1463 - val_r2_score: 0.8428
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0525 - r2_score: 0.9484 - val_loss: 0.1538 - val_r2_score: 0.8347
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0420 - r2_score: 0.9587 - val_loss: 0.1521 - val_r2_score: 0.8366
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0352 - r2_score: 0.9654 - val_loss: 0.1457 - val_r2_score: 0.8434
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0294 - r2_score: 0.9711 - val_loss: 0.1463 - val_r2_score: 0.8428
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0246 - r2_score: 0.9758 - val_loss: 0.1498 - val_r2_score: 0.8391
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0218 - r2_score: 0.9786 - val_loss: 0.1515 - val_r2_score: 0.8372
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0226 - r2_score: 0.9778 - val_loss: 0.1529 - val_r2_score: 0.8357
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0197 - r2_score: 0.9806 - val_loss: 0.1507 - val_r2_score: 0.8380
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 20ms/step - loss: 0.0201 - r2_score: 0.9803 - val_loss: 0.1511 - val_r2_score: 0.8376
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 22ms/step - loss: 0.0182 - r2_score: 0.9821 - val_loss: 0.1580 - val_r2_score: 0.8302
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0144 - r2_score: 0.9858 - val_loss: 0.1469 - val_r2_score: 0.8421
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0133 - r2_score: 0.9869 - val_loss: 0.1561 - val_r2_score: 0.8323
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0113 - r2_score: 0.9889 - val_loss: 0.1513 - val_r2_score: 0.8375
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0104 - r2_score: 0.9898 - val_loss: 0.1502 - val_r2_score: 0.8387
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0373 - r2_score: 0.9627 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 48ms/step - loss: 0.4587 - r2_score: 0.5490 - val_loss: 0.3974 - val_r2_score: 0.5730
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 24ms/step - loss: 0.1909 - r2_score: 0.8123 - val_loss: 0.3128 - val_r2_score: 0.6639
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1095 - r2_score: 0.8924 - val_loss: 0.2405 - val_r2_score: 0.7416
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0757 - r2_score: 0.9256 - val_loss: 0.2194 - val_r2_score: 0.7642
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0561 - r2_score: 0.9449 - val_loss: 0.2219 - val_r2_score: 0.7616
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0458 - r2_score: 0.9550 - val_loss: 0.2172 - val_r2_score: 0.7667
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0386 - r2_score: 0.9621 - val_loss: 0.2119 - val_r2_score: 0.7724
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0324 - r2_score: 0.9682 - val_loss: 0.2117 - val_r2_score: 0.7726
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0285 - r2_score: 0.9720 - val_loss: 0.2064 - val_r2_score: 0.7783
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0244 - r2_score: 0.9760 - val_loss: 0.2100 - val_r2_score: 0.7743
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0216 - r2_score: 0.9788 - val_loss: 0.2035 - val_r2_score: 0.7814
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0185 - r2_score: 0.9818 - val_loss: 0.2039 - val_r2_score: 0.7809
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0165 - r2_score: 0.9838 - val_loss: 0.2066 - val_r2_score: 0.7780
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0158 - r2_score: 0.9844 - val_loss: 0.2064 - val_r2_score: 0.7782
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0147 - r2_score: 0.9856 - val_loss: 0.2070 - val_r2_score: 0.7777
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 27ms/step - loss: 0.0130 - r2_score: 0.9873 - val_loss: 0.2020 - val_r2_score: 0.7830
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 0.0116 - r2_score: 0.9886 - val_loss: 0.2070 - val_r2_score: 0.7776
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0114 - r2_score: 0.9888 - val_loss: 0.2045 - val_r2_score: 0.7803
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0112 - r2_score: 0.9890 - val_loss: 0.2034 - val_r2_score: 0.7814
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0095 - r2_score: 0.9907 - val_loss: 0.2047 - val_r2_score: 0.7801
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0473 - r2_score: 0.9527 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 49ms/step - loss: 1.3649 - r2_score: -0.3421 - val_loss: 1.0238 - val_r2_score: -0.1000
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.9695 - r2_score: 0.0467 - val_loss: 0.8449 - val_r2_score: 0.0923
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 30ms/step - loss: 0.8057 - r2_score: 0.2078 - val_loss: 0.7425 - val_r2_score: 0.2022
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.7184 - r2_score: 0.2936 - val_loss: 0.6792 - val_r2_score: 0.2703
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.6606 - r2_score: 0.3505 - val_loss: 0.6311 - val_r2_score: 0.3220
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 31ms/step - loss: 0.6177 - r2_score: 0.3927 - val_loss: 0.5916 - val_r2_score: 0.3644
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.5757 - r2_score: 0.4340 - val_loss: 0.5562 - val_r2_score: 0.4025
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.5409 - r2_score: 0.4681 - val_loss: 0.5272 - val_r2_score: 0.4336
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.5143 - r2_score: 0.4943 - val_loss: 0.5044 - val_r2_score: 0.4581
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.4912 - r2_score: 0.5170 - val_loss: 0.4834 - val_r2_score: 0.4807
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.4710 - r2_score: 0.5369 - val_loss: 0.4659 - val_r2_score: 0.4995
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.4528 - r2_score: 0.5548 - val_loss: 0.4484 - val_r2_score: 0.5183
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.4365 - r2_score: 0.5708 - val_loss: 0.4336 - val_r2_score: 0.5342
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.4206 - r2_score: 0.5864 - val_loss: 0.4186 - val_r2_score: 0.5502
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.4068 - r2_score: 0.6000 - val_loss: 0.4051 - val_r2_score: 0.5648
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.3934 - r2_score: 0.6132 - val_loss: 0.3920 - val_r2_score: 0.5788
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.3807 - r2_score: 0.6257 - val_loss: 0.3807 - val_r2_score: 0.5909
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.3689 - r2_score: 0.6373 - val_loss: 0.3696 - val_r2_score: 0.6029
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.3578 - r2_score: 0.6482 - val_loss: 0.3588 - val_r2_score: 0.6145
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.3467 - r2_score: 0.6591 - val_loss: 0.3500 - val_r2_score: 0.6239
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.3424 - r2_score: 0.6576 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 40ms/step - loss: 0.5527 - r2_score: 0.4565 - val_loss: 0.2579 - val_r2_score: 0.7229
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.2068 - r2_score: 0.7967 - val_loss: 0.1900 - val_r2_score: 0.7959
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1375 - r2_score: 0.8648 - val_loss: 0.1760 - val_r2_score: 0.8109
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1058 - r2_score: 0.8960 - val_loss: 0.1821 - val_r2_score: 0.8044
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0840 - r2_score: 0.9174 - val_loss: 0.1733 - val_r2_score: 0.8138
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0715 - r2_score: 0.9297 - val_loss: 0.1764 - val_r2_score: 0.8105
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0624 - r2_score: 0.9387 - val_loss: 0.1742 - val_r2_score: 0.8128
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.0560 - r2_score: 0.9450 - val_loss: 0.1768 - val_r2_score: 0.8101
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 43ms/step - loss: 0.0508 - r2_score: 0.9501 - val_loss: 0.1732 - val_r2_score: 0.8139
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0466 - r2_score: 0.9542 - val_loss: 0.1773 - val_r2_score: 0.8095
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0432 - r2_score: 0.9575 - val_loss: 0.1788 - val_r2_score: 0.8079
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0419 - r2_score: 0.9588 - val_loss: 0.1809 - val_r2_score: 0.8056
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0383 - r2_score: 0.9623 - val_loss: 0.1763 - val_r2_score: 0.8106
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0345 - r2_score: 0.9661 - val_loss: 0.1839 - val_r2_score: 0.8024
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0318 - r2_score: 0.9687 - val_loss: 0.1828 - val_r2_score: 0.8036
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0300 - r2_score: 0.9705 - val_loss: 0.1852 - val_r2_score: 0.8010
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0279 - r2_score: 0.9725 - val_loss: 0.1863 - val_r2_score: 0.7998
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0254 - r2_score: 0.9750 - val_loss: 0.1911 - val_r2_score: 0.7947
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0236 - r2_score: 0.9768 - val_loss: 0.1934 - val_r2_score: 0.7922
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0226 - r2_score: 0.9777 - val_loss: 0.1939 - val_r2_score: 0.7916
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0555 - r2_score: 0.9445 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 37ms/step - loss: 1.6442 - r2_score: -0.6167 - val_loss: 0.7555 - val_r2_score: 0.1883
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.4005 - r2_score: 0.6062 - val_loss: 0.4141 - val_r2_score: 0.5551
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.2222 - r2_score: 0.7815 - val_loss: 0.3311 - val_r2_score: 0.6443
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1720 - r2_score: 0.8309 - val_loss: 0.2956 - val_r2_score: 0.6824
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.1407 - r2_score: 0.8617 - val_loss: 0.2728 - val_r2_score: 0.7069
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1184 - r2_score: 0.8835 - val_loss: 0.2506 - val_r2_score: 0.7308
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1011 - r2_score: 0.9006 - val_loss: 0.2386 - val_r2_score: 0.7437
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0868 - r2_score: 0.9146 - val_loss: 0.2305 - val_r2_score: 0.7524
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step - loss: 0.0763 - r2_score: 0.9249 - val_loss: 0.2222 - val_r2_score: 0.7612
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0664 - r2_score: 0.9347 - val_loss: 0.2218 - val_r2_score: 0.7617
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0582 - r2_score: 0.9427 - val_loss: 0.2146 - val_r2_score: 0.7694
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0520 - r2_score: 0.9489 - val_loss: 0.2130 - val_r2_score: 0.7711
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0468 - r2_score: 0.9540 - val_loss: 0.2089 - val_r2_score: 0.7756
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0425 - r2_score: 0.9582 - val_loss: 0.2063 - val_r2_score: 0.7784
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0387 - r2_score: 0.9619 - val_loss: 0.2036 - val_r2_score: 0.7813
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0346 - r2_score: 0.9660 - val_loss: 0.2059 - val_r2_score: 0.7788
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0305 - r2_score: 0.9700 - val_loss: 0.2080 - val_r2_score: 0.7766
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0273 - r2_score: 0.9731 - val_loss: 0.2015 - val_r2_score: 0.7835
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0244 - r2_score: 0.9760 - val_loss: 0.1986 - val_r2_score: 0.7866
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0219 - r2_score: 0.9785 - val_loss: 0.2028 - val_r2_score: 0.7821
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0561 - r2_score: 0.9439 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 38ms/step - loss: 0.8831 - r2_score: 0.1317 - val_loss: 0.4019 - val_r2_score: 0.5682
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 0.2217 - r2_score: 0.7820 - val_loss: 0.2767 - val_r2_score: 0.7027
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1174 - r2_score: 0.8845 - val_loss: 0.2400 - val_r2_score: 0.7421
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0711 - r2_score: 0.9301 - val_loss: 0.2339 - val_r2_score: 0.7488
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 17ms/step - loss: 0.0479 - r2_score: 0.9529 - val_loss: 0.2310 - val_r2_score: 0.7518
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 31ms/step - loss: 0.0363 - r2_score: 0.9643 - val_loss: 0.2301 - val_r2_score: 0.7528
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0292 - r2_score: 0.9713 - val_loss: 0.2337 - val_r2_score: 0.7489
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0222 - r2_score: 0.9782 - val_loss: 0.2331 - val_r2_score: 0.7496
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0186 - r2_score: 0.9817 - val_loss: 0.2277 - val_r2_score: 0.7554
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0152 - r2_score: 0.9851 - val_loss: 0.2253 - val_r2_score: 0.7580
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0130 - r2_score: 0.9872 - val_loss: 0.2371 - val_r2_score: 0.7453
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0111 - r2_score: 0.9891 - val_loss: 0.2273 - val_r2_score: 0.7558
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0095 - r2_score: 0.9907 - val_loss: 0.2328 - val_r2_score: 0.7499
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0092 - r2_score: 0.9910 - val_loss: 0.2234 - val_r2_score: 0.7600
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0086 - r2_score: 0.9916 - val_loss: 0.2308 - val_r2_score: 0.7520
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0078 - r2_score: 0.9923 - val_loss: 0.2304 - val_r2_score: 0.7525
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0072 - r2_score: 0.9929 - val_loss: 0.2259 - val_r2_score: 0.7573
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0067 - r2_score: 0.9934 - val_loss: 0.2215 - val_r2_score: 0.7620
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0067 - r2_score: 0.9934 - val_loss: 0.2320 - val_r2_score: 0.7507
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0075 - r2_score: 0.9927 - val_loss: 0.2280 - val_r2_score: 0.7550
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0515 - r2_score: 0.9485 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 40ms/step - loss: 0.5262 - r2_score: 0.4827 - val_loss: 0.2737 - val_r2_score: 0.7059
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.2873 - r2_score: 0.7175 - val_loss: 0.2284 - val_r2_score: 0.7546
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.2399 - r2_score: 0.7641 - val_loss: 0.2070 - val_r2_score: 0.7776
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.2105 - r2_score: 0.7930 - val_loss: 0.1938 - val_r2_score: 0.7918
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1894 - r2_score: 0.8138 - val_loss: 0.1793 - val_r2_score: 0.8073
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1709 - r2_score: 0.8320 - val_loss: 0.1704 - val_r2_score: 0.8169
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1555 - r2_score: 0.8471 - val_loss: 0.1607 - val_r2_score: 0.8273
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1429 - r2_score: 0.8595 - val_loss: 0.1526 - val_r2_score: 0.8361
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1309 - r2_score: 0.8713 - val_loss: 0.1469 - val_r2_score: 0.8421
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1197 - r2_score: 0.8823 - val_loss: 0.1426 - val_r2_score: 0.8468
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1109 - r2_score: 0.8910 - val_loss: 0.1370 - val_r2_score: 0.8528
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1033 - r2_score: 0.8984 - val_loss: 0.1369 - val_r2_score: 0.8530
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0960 - r2_score: 0.9056 - val_loss: 0.1329 - val_r2_score: 0.8572
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0894 - r2_score: 0.9121 - val_loss: 0.1296 - val_r2_score: 0.8608
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0837 - r2_score: 0.9177 - val_loss: 0.1305 - val_r2_score: 0.8598
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0786 - r2_score: 0.9227 - val_loss: 0.1285 - val_r2_score: 0.8620
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0737 - r2_score: 0.9275 - val_loss: 0.1262 - val_r2_score: 0.8644
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0692 - r2_score: 0.9320 - val_loss: 0.1263 - val_r2_score: 0.8643
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 12ms/step - loss: 0.0654 - r2_score: 0.9357 - val_loss: 0.1253 - val_r2_score: 0.8654
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 31ms/step - loss: 0.0623 - r2_score: 0.9388 - val_loss: 0.1261 - val_r2_score: 0.8645
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0724 - r2_score: 0.9276 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 45ms/step - loss: 0.6055 - r2_score: 0.4047 - val_loss: 0.2690 - val_r2_score: 0.7110
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 0.2054 - r2_score: 0.7980 - val_loss: 0.2379 - val_r2_score: 0.7444
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1289 - r2_score: 0.8732 - val_loss: 0.2032 - val_r2_score: 0.7817
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0960 - r2_score: 0.9056 - val_loss: 0.1960 - val_r2_score: 0.7895
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0739 - r2_score: 0.9273 - val_loss: 0.1918 - val_r2_score: 0.7939
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0597 - r2_score: 0.9413 - val_loss: 0.1919 - val_r2_score: 0.7939
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0497 - r2_score: 0.9512 - val_loss: 0.1932 - val_r2_score: 0.7924
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0425 - r2_score: 0.9582 - val_loss: 0.1905 - val_r2_score: 0.7953
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0361 - r2_score: 0.9645 - val_loss: 0.1906 - val_r2_score: 0.7952
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0321 - r2_score: 0.9685 - val_loss: 0.1891 - val_r2_score: 0.7968
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0280 - r2_score: 0.9724 - val_loss: 0.1915 - val_r2_score: 0.7942
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0252 - r2_score: 0.9752 - val_loss: 0.1968 - val_r2_score: 0.7885
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0224 - r2_score: 0.9780 - val_loss: 0.1925 - val_r2_score: 0.7932
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0202 - r2_score: 0.9802 - val_loss: 0.1970 - val_r2_score: 0.7884
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0188 - r2_score: 0.9815 - val_loss: 0.2006 - val_r2_score: 0.7844
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0160 - r2_score: 0.9843 - val_loss: 0.2026 - val_r2_score: 0.7823
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0145 - r2_score: 0.9857 - val_loss: 0.2004 - val_r2_score: 0.7847
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0137 - r2_score: 0.9865 - val_loss: 0.2099 - val_r2_score: 0.7745
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0127 - r2_score: 0.9875 - val_loss: 0.2040 - val_r2_score: 0.7808
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0111 - r2_score: 0.9891 - val_loss: 0.2087 - val_r2_score: 0.7757
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0495 - r2_score: 0.9505 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 38ms/step - loss: 0.9810 - r2_score: 0.0354 - val_loss: 0.3618 - val_r2_score: 0.6113
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.2585 - r2_score: 0.7458 - val_loss: 0.2330 - val_r2_score: 0.7496
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1428 - r2_score: 0.8596 - val_loss: 0.2028 - val_r2_score: 0.7821
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0978 - r2_score: 0.9038 - val_loss: 0.1851 - val_r2_score: 0.8011
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0760 - r2_score: 0.9253 - val_loss: 0.1906 - val_r2_score: 0.7953
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0621 - r2_score: 0.9389 - val_loss: 0.1928 - val_r2_score: 0.7928
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0524 - r2_score: 0.9484 - val_loss: 0.1837 - val_r2_score: 0.8026
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0439 - r2_score: 0.9569 - val_loss: 0.1827 - val_r2_score: 0.8037
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0374 - r2_score: 0.9632 - val_loss: 0.1752 - val_r2_score: 0.8117
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0328 - r2_score: 0.9678 - val_loss: 0.1816 - val_r2_score: 0.8049
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0287 - r2_score: 0.9718 - val_loss: 0.1752 - val_r2_score: 0.8117
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0250 - r2_score: 0.9754 - val_loss: 0.1801 - val_r2_score: 0.8065
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0231 - r2_score: 0.9773 - val_loss: 0.1776 - val_r2_score: 0.8092
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0207 - r2_score: 0.9797 - val_loss: 0.1767 - val_r2_score: 0.8101
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step - loss: 0.0180 - r2_score: 0.9823 - val_loss: 0.1736 - val_r2_score: 0.8135
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0166 - r2_score: 0.9837 - val_loss: 0.1743 - val_r2_score: 0.8128
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0144 - r2_score: 0.9859 - val_loss: 0.1765 - val_r2_score: 0.8103
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0136 - r2_score: 0.9866 - val_loss: 0.1731 - val_r2_score: 0.8140
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0120 - r2_score: 0.9882 - val_loss: 0.1740 - val_r2_score: 0.8130
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0121 - r2_score: 0.9881 - val_loss: 0.1751 - val_r2_score: 0.8119
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0431 - r2_score: 0.9569 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 48ms/step - loss: 0.6210 - r2_score: 0.3894 - val_loss: 0.3475 - val_r2_score: 0.6266
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1894 - r2_score: 0.8138 - val_loss: 0.2668 - val_r2_score: 0.7134
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0952 - r2_score: 0.9064 - val_loss: 0.2319 - val_r2_score: 0.7509
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0490 - r2_score: 0.9518 - val_loss: 0.2205 - val_r2_score: 0.7631
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0320 - r2_score: 0.9686 - val_loss: 0.2198 - val_r2_score: 0.7639
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0218 - r2_score: 0.9786 - val_loss: 0.2184 - val_r2_score: 0.7654
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0164 - r2_score: 0.9839 - val_loss: 0.2209 - val_r2_score: 0.7627
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0128 - r2_score: 0.9874 - val_loss: 0.2101 - val_r2_score: 0.7742
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0102 - r2_score: 0.9899 - val_loss: 0.2094 - val_r2_score: 0.7750
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0080 - r2_score: 0.9922 - val_loss: 0.2182 - val_r2_score: 0.7656
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0064 - r2_score: 0.9937 - val_loss: 0.2094 - val_r2_score: 0.7750
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0053 - r2_score: 0.9948 - val_loss: 0.2091 - val_r2_score: 0.7754
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0046 - r2_score: 0.9955 - val_loss: 0.2115 - val_r2_score: 0.7728
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0039 - r2_score: 0.9961 - val_loss: 0.2128 - val_r2_score: 0.7714
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0032 - r2_score: 0.9968 - val_loss: 0.2099 - val_r2_score: 0.7745
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0031 - r2_score: 0.9970 - val_loss: 0.2140 - val_r2_score: 0.7701
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0027 - r2_score: 0.9974 - val_loss: 0.2157 - val_r2_score: 0.7682
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0023 - r2_score: 0.9977 - val_loss: 0.2128 - val_r2_score: 0.7714
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0023 - r2_score: 0.9977 - val_loss: 0.2061 - val_r2_score: 0.7786
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0032 - r2_score: 0.9969 - val_loss: 0.2227 - val_r2_score: 0.7607
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0478 - r2_score: 0.9522 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 53ms/step - loss: 1.3534 - r2_score: -0.3308 - val_loss: 0.9139 - val_r2_score: 0.0181
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 66ms/step - loss: 0.6194 - r2_score: 0.3910 - val_loss: 0.5481 - val_r2_score: 0.4112
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 19ms/step - loss: 0.3156 - r2_score: 0.6896 - val_loss: 0.3502 - val_r2_score: 0.6237
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1796 - r2_score: 0.8234 - val_loss: 0.2333 - val_r2_score: 0.7493
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1235 - r2_score: 0.8786 - val_loss: 0.1906 - val_r2_score: 0.7952
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step - loss: 0.1012 - r2_score: 0.9005 - val_loss: 0.1649 - val_r2_score: 0.8228
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0901 - r2_score: 0.9115 - val_loss: 0.1523 - val_r2_score: 0.8363
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0808 - r2_score: 0.9206 - val_loss: 0.1453 - val_r2_score: 0.8439
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0735 - r2_score: 0.9277 - val_loss: 0.1448 - val_r2_score: 0.8445
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0672 - r2_score: 0.9339 - val_loss: 0.1430 - val_r2_score: 0.8464
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0623 - r2_score: 0.9387 - val_loss: 0.1399 - val_r2_score: 0.8497
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0590 - r2_score: 0.9420 - val_loss: 0.1358 - val_r2_score: 0.8541
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0527 - r2_score: 0.9482 - val_loss: 0.1310 - val_r2_score: 0.8593
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0485 - r2_score: 0.9523 - val_loss: 0.1326 - val_r2_score: 0.8575
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0456 - r2_score: 0.9551 - val_loss: 0.1338 - val_r2_score: 0.8563
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0419 - r2_score: 0.9588 - val_loss: 0.1321 - val_r2_score: 0.8580
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0394 - r2_score: 0.9613 - val_loss: 0.1312 - val_r2_score: 0.8590
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0373 - r2_score: 0.9633 - val_loss: 0.1303 - val_r2_score: 0.8600
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0338 - r2_score: 0.9667 - val_loss: 0.1304 - val_r2_score: 0.8599
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0314 - r2_score: 0.9691 - val_loss: 0.1302 - val_r2_score: 0.8601
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step - loss: 0.0489 - r2_score: 0.9511 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 37ms/step - loss: 0.6968 - r2_score: 0.3149 - val_loss: 0.3881 - val_r2_score: 0.5830
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.2349 - r2_score: 0.7691 - val_loss: 0.2350 - val_r2_score: 0.7475
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.1099 - r2_score: 0.8919 - val_loss: 0.2106 - val_r2_score: 0.7737
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 35ms/step - loss: 0.0652 - r2_score: 0.9359 - val_loss: 0.1892 - val_r2_score: 0.7967
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0443 - r2_score: 0.9565 - val_loss: 0.1893 - val_r2_score: 0.7966
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0322 - r2_score: 0.9683 - val_loss: 0.1793 - val_r2_score: 0.8073
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 20ms/step - loss: 0.0237 - r2_score: 0.9767 - val_loss: 0.1839 - val_r2_score: 0.8024
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0193 - r2_score: 0.9811 - val_loss: 0.1792 - val_r2_score: 0.8074
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0155 - r2_score: 0.9847 - val_loss: 0.1808 - val_r2_score: 0.8058
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0134 - r2_score: 0.9868 - val_loss: 0.1838 - val_r2_score: 0.8025
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0101 - r2_score: 0.9901 - val_loss: 0.1870 - val_r2_score: 0.7991
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0084 - r2_score: 0.9918 - val_loss: 0.1811 - val_r2_score: 0.8054
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0072 - r2_score: 0.9929 - val_loss: 0.1845 - val_r2_score: 0.8018
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0058 - r2_score: 0.9943 - val_loss: 0.1840 - val_r2_score: 0.8024
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0049 - r2_score: 0.9952 - val_loss: 0.1822 - val_r2_score: 0.8042
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0043 - r2_score: 0.9958 - val_loss: 0.1880 - val_r2_score: 0.7980
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0039 - r2_score: 0.9962 - val_loss: 0.1818 - val_r2_score: 0.8047
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0033 - r2_score: 0.9968 - val_loss: 0.1835 - val_r2_score: 0.8028
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0031 - r2_score: 0.9970 - val_loss: 0.1880 - val_r2_score: 0.7981
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 24ms/step - loss: 0.0029 - r2_score: 0.9971 - val_loss: 0.1850 - val_r2_score: 0.8012
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0388 - r2_score: 0.9612 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 41ms/step - loss: 0.4327 - r2_score: 0.5746 - val_loss: 0.2615 - val_r2_score: 0.7190
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.1567 - r2_score: 0.8459 - val_loss: 0.2157 - val_r2_score: 0.7683
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0986 - r2_score: 0.9031 - val_loss: 0.2059 - val_r2_score: 0.7788
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0646 - r2_score: 0.9365 - val_loss: 0.1792 - val_r2_score: 0.8074
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0460 - r2_score: 0.9548 - val_loss: 0.1854 - val_r2_score: 0.8008
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0362 - r2_score: 0.9644 - val_loss: 0.1659 - val_r2_score: 0.8218
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0291 - r2_score: 0.9714 - val_loss: 0.1721 - val_r2_score: 0.8151
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0240 - r2_score: 0.9764 - val_loss: 0.1780 - val_r2_score: 0.8087
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step - loss: 0.0213 - r2_score: 0.9791 - val_loss: 0.1672 - val_r2_score: 0.8203
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step - loss: 0.0188 - r2_score: 0.9815 - val_loss: 0.1694 - val_r2_score: 0.8180
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.0155 - r2_score: 0.9847 - val_loss: 0.1746 - val_r2_score: 0.8124
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step - loss: 0.0120 - r2_score: 0.9882 - val_loss: 0.1699 - val_r2_score: 0.8174
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 33ms/step - loss: 0.0107 - r2_score: 0.9895 - val_loss: 0.1751 - val_r2_score: 0.8119
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 0.0098 - r2_score: 0.9904 - val_loss: 0.1710 - val_r2_score: 0.8163
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0081 - r2_score: 0.9920 - val_loss: 0.1810 - val_r2_score: 0.8056
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0076 - r2_score: 0.9925 - val_loss: 0.1742 - val_r2_score: 0.8129
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 32ms/step - loss: 0.0067 - r2_score: 0.9934 - val_loss: 0.1715 - val_r2_score: 0.8158
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0058 - r2_score: 0.9943 - val_loss: 0.1730 - val_r2_score: 0.8141
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 30ms/step - loss: 0.0053 - r2_score: 0.9948 - val_loss: 0.1780 - val_r2_score: 0.8087
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 40ms/step - loss: 0.0048 - r2_score: 0.9952 - val_loss: 0.1735 - val_r2_score: 0.8136
37/37 ━━━━━━━━━━━━━━━━━━━━ 1s 10ms/step - loss: 0.0377 - r2_score: 0.9623 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 37ms/step - loss: 0.6413 - r2_score: 0.3694 - val_loss: 0.3006 - val_r2_score: 0.6771
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.1756 - r2_score: 0.8273 - val_loss: 0.2458 - val_r2_score: 0.7359
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0843 - r2_score: 0.9171 - val_loss: 0.2662 - val_r2_score: 0.7140
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0418 - r2_score: 0.9589 - val_loss: 0.2395 - val_r2_score: 0.7427
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0272 - r2_score: 0.9732 - val_loss: 0.2443 - val_r2_score: 0.7376
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0179 - r2_score: 0.9824 - val_loss: 0.2283 - val_r2_score: 0.7548
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0119 - r2_score: 0.9883 - val_loss: 0.2301 - val_r2_score: 0.7527
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0082 - r2_score: 0.9919 - val_loss: 0.2257 - val_r2_score: 0.7575
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0069 - r2_score: 0.9932 - val_loss: 0.2242 - val_r2_score: 0.7591
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0053 - r2_score: 0.9948 - val_loss: 0.2282 - val_r2_score: 0.7548
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0048 - r2_score: 0.9953 - val_loss: 0.2214 - val_r2_score: 0.7622
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0050 - r2_score: 0.9951 - val_loss: 0.2290 - val_r2_score: 0.7539
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0060 - r2_score: 0.9941 - val_loss: 0.2261 - val_r2_score: 0.7571
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0060 - r2_score: 0.9941 - val_loss: 0.2314 - val_r2_score: 0.7513
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0072 - r2_score: 0.9930 - val_loss: 0.2180 - val_r2_score: 0.7658
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0105 - r2_score: 0.9897 - val_loss: 0.2358 - val_r2_score: 0.7467
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0183 - r2_score: 0.9820 - val_loss: 0.2120 - val_r2_score: 0.7722
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0214 - r2_score: 0.9789 - val_loss: 0.2334 - val_r2_score: 0.7492
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 24ms/step - loss: 0.0210 - r2_score: 0.9793 - val_loss: 0.2283 - val_r2_score: 0.7548
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0226 - r2_score: 0.9778 - val_loss: 0.2182 - val_r2_score: 0.7656
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0589 - r2_score: 0.9411 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 40ms/step - loss: 0.4022 - r2_score: 0.6045 - val_loss: 0.1720 - val_r2_score: 0.8152
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1657 - r2_score: 0.8371 - val_loss: 0.1549 - val_r2_score: 0.8336
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.1209 - r2_score: 0.8811 - val_loss: 0.1355 - val_r2_score: 0.8545
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1027 - r2_score: 0.8990 - val_loss: 0.1334 - val_r2_score: 0.8567
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0848 - r2_score: 0.9166 - val_loss: 0.1223 - val_r2_score: 0.8686
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0754 - r2_score: 0.9258 - val_loss: 0.1227 - val_r2_score: 0.8682
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0671 - r2_score: 0.9341 - val_loss: 0.1279 - val_r2_score: 0.8626
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0599 - r2_score: 0.9411 - val_loss: 0.1233 - val_r2_score: 0.8676
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0520 - r2_score: 0.9488 - val_loss: 0.1226 - val_r2_score: 0.8683
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0471 - r2_score: 0.9537 - val_loss: 0.1253 - val_r2_score: 0.8654
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0416 - r2_score: 0.9591 - val_loss: 0.1231 - val_r2_score: 0.8677
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 0.0374 - r2_score: 0.9632 - val_loss: 0.1232 - val_r2_score: 0.8676
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0327 - r2_score: 0.9679 - val_loss: 0.1244 - val_r2_score: 0.8664
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0287 - r2_score: 0.9718 - val_loss: 0.1282 - val_r2_score: 0.8623
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0243 - r2_score: 0.9761 - val_loss: 0.1238 - val_r2_score: 0.8670
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0212 - r2_score: 0.9792 - val_loss: 0.1245 - val_r2_score: 0.8663
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0188 - r2_score: 0.9815 - val_loss: 0.1296 - val_r2_score: 0.8608
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0159 - r2_score: 0.9843 - val_loss: 0.1266 - val_r2_score: 0.8640
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0138 - r2_score: 0.9865 - val_loss: 0.1259 - val_r2_score: 0.8647
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0121 - r2_score: 0.9881 - val_loss: 0.1279 - val_r2_score: 0.8626
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0346 - r2_score: 0.9654 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 38ms/step - loss: 0.7268 - r2_score: 0.2853 - val_loss: 0.3331 - val_r2_score: 0.6421
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.2184 - r2_score: 0.7853 - val_loss: 0.2040 - val_r2_score: 0.7809
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1160 - r2_score: 0.8859 - val_loss: 0.1770 - val_r2_score: 0.8099
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0760 - r2_score: 0.9253 - val_loss: 0.1661 - val_r2_score: 0.8216
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0518 - r2_score: 0.9490 - val_loss: 0.1657 - val_r2_score: 0.8220
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0395 - r2_score: 0.9611 - val_loss: 0.1548 - val_r2_score: 0.8337
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0287 - r2_score: 0.9717 - val_loss: 0.1601 - val_r2_score: 0.8280
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0230 - r2_score: 0.9774 - val_loss: 0.1620 - val_r2_score: 0.8260
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0182 - r2_score: 0.9821 - val_loss: 0.1610 - val_r2_score: 0.8271
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0153 - r2_score: 0.9849 - val_loss: 0.1607 - val_r2_score: 0.8274
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0120 - r2_score: 0.9882 - val_loss: 0.1605 - val_r2_score: 0.8276
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0100 - r2_score: 0.9902 - val_loss: 0.1628 - val_r2_score: 0.8251
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0080 - r2_score: 0.9921 - val_loss: 0.1595 - val_r2_score: 0.8287
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0068 - r2_score: 0.9933 - val_loss: 0.1625 - val_r2_score: 0.8255
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0060 - r2_score: 0.9941 - val_loss: 0.1628 - val_r2_score: 0.8251
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0050 - r2_score: 0.9951 - val_loss: 0.1612 - val_r2_score: 0.8268
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0042 - r2_score: 0.9959 - val_loss: 0.1653 - val_r2_score: 0.8225
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0037 - r2_score: 0.9964 - val_loss: 0.1622 - val_r2_score: 0.8257
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0033 - r2_score: 0.9968 - val_loss: 0.1645 - val_r2_score: 0.8233
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0028 - r2_score: 0.9973 - val_loss: 0.1644 - val_r2_score: 0.8233
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step - loss: 0.0345 - r2_score: 0.9655 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 62ms/step - loss: 0.7961 - r2_score: 0.2172 - val_loss: 0.2517 - val_r2_score: 0.7296
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.2154 - r2_score: 0.7883 - val_loss: 0.1832 - val_r2_score: 0.8031
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1104 - r2_score: 0.8914 - val_loss: 0.1741 - val_r2_score: 0.8129
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0744 - r2_score: 0.9268 - val_loss: 0.1433 - val_r2_score: 0.8460
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0545 - r2_score: 0.9464 - val_loss: 0.1421 - val_r2_score: 0.8474
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 24ms/step - loss: 0.0412 - r2_score: 0.9595 - val_loss: 0.1380 - val_r2_score: 0.8518
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0338 - r2_score: 0.9668 - val_loss: 0.1361 - val_r2_score: 0.8538
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0281 - r2_score: 0.9724 - val_loss: 0.1334 - val_r2_score: 0.8567
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0244 - r2_score: 0.9761 - val_loss: 0.1354 - val_r2_score: 0.8546
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0204 - r2_score: 0.9799 - val_loss: 0.1304 - val_r2_score: 0.8599
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0169 - r2_score: 0.9834 - val_loss: 0.1341 - val_r2_score: 0.8559
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0143 - r2_score: 0.9859 - val_loss: 0.1313 - val_r2_score: 0.8589
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0126 - r2_score: 0.9876 - val_loss: 0.1291 - val_r2_score: 0.8613
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0103 - r2_score: 0.9899 - val_loss: 0.1309 - val_r2_score: 0.8593
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0094 - r2_score: 0.9907 - val_loss: 0.1326 - val_r2_score: 0.8576
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0087 - r2_score: 0.9915 - val_loss: 0.1329 - val_r2_score: 0.8572
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0073 - r2_score: 0.9928 - val_loss: 0.1336 - val_r2_score: 0.8564
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0077 - r2_score: 0.9925 - val_loss: 0.1361 - val_r2_score: 0.8538
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0062 - r2_score: 0.9939 - val_loss: 0.1323 - val_r2_score: 0.8579
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0055 - r2_score: 0.9946 - val_loss: 0.1342 - val_r2_score: 0.8558
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0306 - r2_score: 0.9694 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 2s 38ms/step - loss: 0.5355 - r2_score: 0.4735 - val_loss: 0.3381 - val_r2_score: 0.6367
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1623 - r2_score: 0.8404 - val_loss: 0.2063 - val_r2_score: 0.7784
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0748 - r2_score: 0.9265 - val_loss: 0.1973 - val_r2_score: 0.7880
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0363 - r2_score: 0.9643 - val_loss: 0.1961 - val_r2_score: 0.7893
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0203 - r2_score: 0.9800 - val_loss: 0.1932 - val_r2_score: 0.7924
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0122 - r2_score: 0.9880 - val_loss: 0.1959 - val_r2_score: 0.7896
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0085 - r2_score: 0.9917 - val_loss: 0.1917 - val_r2_score: 0.7941
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0058 - r2_score: 0.9943 - val_loss: 0.1982 - val_r2_score: 0.7870
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0044 - r2_score: 0.9957 - val_loss: 0.1925 - val_r2_score: 0.7931
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0033 - r2_score: 0.9968 - val_loss: 0.1962 - val_r2_score: 0.7892
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0027 - r2_score: 0.9973 - val_loss: 0.1902 - val_r2_score: 0.7957
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0027 - r2_score: 0.9973 - val_loss: 0.1977 - val_r2_score: 0.7876
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0022 - r2_score: 0.9978 - val_loss: 0.1927 - val_r2_score: 0.7930
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0021 - r2_score: 0.9980 - val_loss: 0.1963 - val_r2_score: 0.7891
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0020 - r2_score: 0.9980 - val_loss: 0.1936 - val_r2_score: 0.7920
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 0.0023 - r2_score: 0.9978 - val_loss: 0.1957 - val_r2_score: 0.7898
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0022 - r2_score: 0.9978 - val_loss: 0.1944 - val_r2_score: 0.7912
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0025 - r2_score: 0.9976 - val_loss: 0.1904 - val_r2_score: 0.7954
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 27ms/step - loss: 0.0030 - r2_score: 0.9970 - val_loss: 0.1987 - val_r2_score: 0.7866
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 20ms/step - loss: 0.0039 - r2_score: 0.9962 - val_loss: 0.1901 - val_r2_score: 0.7957
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0415 - r2_score: 0.9585 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 40ms/step - loss: 2.3602 - r2_score: -1.3207 - val_loss: 1.3139 - val_r2_score: -0.4116
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.6317 - r2_score: 0.3789 - val_loss: 0.4575 - val_r2_score: 0.5085
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1902 - r2_score: 0.8130 - val_loss: 0.2233 - val_r2_score: 0.7601
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1271 - r2_score: 0.8750 - val_loss: 0.1595 - val_r2_score: 0.8287
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1003 - r2_score: 0.9014 - val_loss: 0.1496 - val_r2_score: 0.8393
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0857 - r2_score: 0.9157 - val_loss: 0.1502 - val_r2_score: 0.8386
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0763 - r2_score: 0.9250 - val_loss: 0.1478 - val_r2_score: 0.8412
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0684 - r2_score: 0.9327 - val_loss: 0.1411 - val_r2_score: 0.8484
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0622 - r2_score: 0.9388 - val_loss: 0.1442 - val_r2_score: 0.8451
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0536 - r2_score: 0.9473 - val_loss: 0.1428 - val_r2_score: 0.8465
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0484 - r2_score: 0.9524 - val_loss: 0.1418 - val_r2_score: 0.8477
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0439 - r2_score: 0.9568 - val_loss: 0.1401 - val_r2_score: 0.8495
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0378 - r2_score: 0.9629 - val_loss: 0.1445 - val_r2_score: 0.8448
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0335 - r2_score: 0.9671 - val_loss: 0.1384 - val_r2_score: 0.8513
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 36ms/step - loss: 0.0303 - r2_score: 0.9702 - val_loss: 0.1371 - val_r2_score: 0.8527
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0257 - r2_score: 0.9748 - val_loss: 0.1426 - val_r2_score: 0.8468
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 34ms/step - loss: 0.0225 - r2_score: 0.9779 - val_loss: 0.1375 - val_r2_score: 0.8522
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 33ms/step - loss: 0.0206 - r2_score: 0.9797 - val_loss: 0.1366 - val_r2_score: 0.8533
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 36ms/step - loss: 0.0165 - r2_score: 0.9838 - val_loss: 0.1381 - val_r2_score: 0.8516
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0144 - r2_score: 0.9859 - val_loss: 0.1405 - val_r2_score: 0.8491
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step - loss: 0.0385 - r2_score: 0.9615 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 51ms/step - loss: 0.4975 - r2_score: 0.5108 - val_loss: 0.2534 - val_r2_score: 0.7277
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.1568 - r2_score: 0.8458 - val_loss: 0.1806 - val_r2_score: 0.8060
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0870 - r2_score: 0.9145 - val_loss: 0.1580 - val_r2_score: 0.8303
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0560 - r2_score: 0.9449 - val_loss: 0.1569 - val_r2_score: 0.8314
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0369 - r2_score: 0.9637 - val_loss: 0.1553 - val_r2_score: 0.8332
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0274 - r2_score: 0.9730 - val_loss: 0.1507 - val_r2_score: 0.8381
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0184 - r2_score: 0.9819 - val_loss: 0.1521 - val_r2_score: 0.8366
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0144 - r2_score: 0.9858 - val_loss: 0.1471 - val_r2_score: 0.8420
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0110 - r2_score: 0.9892 - val_loss: 0.1559 - val_r2_score: 0.8325
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0088 - r2_score: 0.9914 - val_loss: 0.1476 - val_r2_score: 0.8415
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0066 - r2_score: 0.9935 - val_loss: 0.1488 - val_r2_score: 0.8402
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0051 - r2_score: 0.9949 - val_loss: 0.1501 - val_r2_score: 0.8388
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0041 - r2_score: 0.9960 - val_loss: 0.1505 - val_r2_score: 0.8383
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0036 - r2_score: 0.9964 - val_loss: 0.1514 - val_r2_score: 0.8373
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0030 - r2_score: 0.9970 - val_loss: 0.1502 - val_r2_score: 0.8387
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0027 - r2_score: 0.9973 - val_loss: 0.1532 - val_r2_score: 0.8354
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0027 - r2_score: 0.9974 - val_loss: 0.1498 - val_r2_score: 0.8391
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0032 - r2_score: 0.9969 - val_loss: 0.1523 - val_r2_score: 0.8364
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0034 - r2_score: 0.9966 - val_loss: 0.1518 - val_r2_score: 0.8369
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 0.0031 - r2_score: 0.9970 - val_loss: 0.1504 - val_r2_score: 0.8384
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step - loss: 0.0320 - r2_score: 0.9680 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 45ms/step - loss: 2.5576 - r2_score: -1.5148 - val_loss: 0.6127 - val_r2_score: 0.3418
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.3245 - r2_score: 0.6809 - val_loss: 0.3118 - val_r2_score: 0.6650
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.1582 - r2_score: 0.8445 - val_loss: 0.2576 - val_r2_score: 0.7232
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 34ms/step - loss: 0.1082 - r2_score: 0.8936 - val_loss: 0.2199 - val_r2_score: 0.7637
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 24ms/step - loss: 0.0777 - r2_score: 0.9236 - val_loss: 0.2019 - val_r2_score: 0.7831
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 0.0626 - r2_score: 0.9384 - val_loss: 0.1957 - val_r2_score: 0.7897
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0510 - r2_score: 0.9499 - val_loss: 0.1866 - val_r2_score: 0.7995
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 30ms/step - loss: 0.0429 - r2_score: 0.9578 - val_loss: 0.1864 - val_r2_score: 0.7997
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 38ms/step - loss: 0.0372 - r2_score: 0.9635 - val_loss: 0.1871 - val_r2_score: 0.7989
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 29ms/step - loss: 0.0325 - r2_score: 0.9680 - val_loss: 0.1848 - val_r2_score: 0.8015
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 0.0298 - r2_score: 0.9707 - val_loss: 0.1919 - val_r2_score: 0.7938
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 22ms/step - loss: 0.0275 - r2_score: 0.9730 - val_loss: 0.1761 - val_r2_score: 0.8109
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 33ms/step - loss: 0.0232 - r2_score: 0.9772 - val_loss: 0.1810 - val_r2_score: 0.8055
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0194 - r2_score: 0.9810 - val_loss: 0.1794 - val_r2_score: 0.8072
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0172 - r2_score: 0.9831 - val_loss: 0.1835 - val_r2_score: 0.8029
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0142 - r2_score: 0.9860 - val_loss: 0.1742 - val_r2_score: 0.8128
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0128 - r2_score: 0.9874 - val_loss: 0.1749 - val_r2_score: 0.8121
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0112 - r2_score: 0.9890 - val_loss: 0.1810 - val_r2_score: 0.8055
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0114 - r2_score: 0.9888 - val_loss: 0.1725 - val_r2_score: 0.8146
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0104 - r2_score: 0.9898 - val_loss: 0.1760 - val_r2_score: 0.8109
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0416 - r2_score: 0.9584 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 39ms/step - loss: 0.4382 - r2_score: 0.5691 - val_loss: 0.3924 - val_r2_score: 0.5784
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.2065 - r2_score: 0.7970 - val_loss: 0.2359 - val_r2_score: 0.7465
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0867 - r2_score: 0.9147 - val_loss: 0.2201 - val_r2_score: 0.7635
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0392 - r2_score: 0.9615 - val_loss: 0.1976 - val_r2_score: 0.7877
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0192 - r2_score: 0.9811 - val_loss: 0.1961 - val_r2_score: 0.7894
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0103 - r2_score: 0.9899 - val_loss: 0.2066 - val_r2_score: 0.7780
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0074 - r2_score: 0.9927 - val_loss: 0.1923 - val_r2_score: 0.7934
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0046 - r2_score: 0.9954 - val_loss: 0.2000 - val_r2_score: 0.7851
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0034 - r2_score: 0.9967 - val_loss: 0.1981 - val_r2_score: 0.7872
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0028 - r2_score: 0.9972 - val_loss: 0.2006 - val_r2_score: 0.7844
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0027 - r2_score: 0.9973 - val_loss: 0.1971 - val_r2_score: 0.7882
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0026 - r2_score: 0.9975 - val_loss: 0.2022 - val_r2_score: 0.7827
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0030 - r2_score: 0.9970 - val_loss: 0.1917 - val_r2_score: 0.7940
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 0.0040 - r2_score: 0.9960 - val_loss: 0.2021 - val_r2_score: 0.7829
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0056 - r2_score: 0.9945 - val_loss: 0.1910 - val_r2_score: 0.7947
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0063 - r2_score: 0.9939 - val_loss: 0.2067 - val_r2_score: 0.7779
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0064 - r2_score: 0.9937 - val_loss: 0.1910 - val_r2_score: 0.7948
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0087 - r2_score: 0.9915 - val_loss: 0.2042 - val_r2_score: 0.7806
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0115 - r2_score: 0.9886 - val_loss: 0.1959 - val_r2_score: 0.7896
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0128 - r2_score: 0.9874 - val_loss: 0.2025 - val_r2_score: 0.7824
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0523 - r2_score: 0.9477 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 57ms/step - loss: 0.3742 - r2_score: 0.6321 - val_loss: 0.2001 - val_r2_score: 0.7850
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.1520 - r2_score: 0.8505 - val_loss: 0.1475 - val_r2_score: 0.8415
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.1042 - r2_score: 0.8975 - val_loss: 0.1522 - val_r2_score: 0.8365
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0874 - r2_score: 0.9141 - val_loss: 0.1517 - val_r2_score: 0.8370
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0779 - r2_score: 0.9234 - val_loss: 0.1523 - val_r2_score: 0.8364
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0674 - r2_score: 0.9337 - val_loss: 0.1425 - val_r2_score: 0.8469
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0627 - r2_score: 0.9383 - val_loss: 0.1564 - val_r2_score: 0.8319
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0544 - r2_score: 0.9465 - val_loss: 0.1407 - val_r2_score: 0.8488
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0436 - r2_score: 0.9571 - val_loss: 0.1505 - val_r2_score: 0.8383
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0363 - r2_score: 0.9644 - val_loss: 0.1409 - val_r2_score: 0.8486
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0329 - r2_score: 0.9677 - val_loss: 0.1453 - val_r2_score: 0.8439
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0290 - r2_score: 0.9714 - val_loss: 0.1453 - val_r2_score: 0.8439
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0268 - r2_score: 0.9737 - val_loss: 0.1414 - val_r2_score: 0.8481
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0225 - r2_score: 0.9778 - val_loss: 0.1380 - val_r2_score: 0.8517
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0185 - r2_score: 0.9818 - val_loss: 0.1380 - val_r2_score: 0.8517
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0144 - r2_score: 0.9859 - val_loss: 0.1423 - val_r2_score: 0.8471
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0130 - r2_score: 0.9872 - val_loss: 0.1406 - val_r2_score: 0.8490
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0116 - r2_score: 0.9886 - val_loss: 0.1414 - val_r2_score: 0.8480
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0111 - r2_score: 0.9891 - val_loss: 0.1459 - val_r2_score: 0.8432
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0094 - r2_score: 0.9908 - val_loss: 0.1371 - val_r2_score: 0.8527
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step - loss: 0.0336 - r2_score: 0.9664 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 37ms/step - loss: 0.5249 - r2_score: 0.4839 - val_loss: 0.3420 - val_r2_score: 0.6326
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1823 - r2_score: 0.8208 - val_loss: 0.2288 - val_r2_score: 0.7541
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.1005 - r2_score: 0.9012 - val_loss: 0.1885 - val_r2_score: 0.7975
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 26ms/step - loss: 0.0608 - r2_score: 0.9402 - val_loss: 0.2058 - val_r2_score: 0.7789
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 27ms/step - loss: 0.0429 - r2_score: 0.9578 - val_loss: 0.1803 - val_r2_score: 0.8063
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0346 - r2_score: 0.9660 - val_loss: 0.1644 - val_r2_score: 0.8234
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 31ms/step - loss: 0.0242 - r2_score: 0.9762 - val_loss: 0.1694 - val_r2_score: 0.8180
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 53ms/step - loss: 0.0168 - r2_score: 0.9835 - val_loss: 0.1816 - val_r2_score: 0.8048
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 17ms/step - loss: 0.0137 - r2_score: 0.9865 - val_loss: 0.1660 - val_r2_score: 0.8217
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0119 - r2_score: 0.9883 - val_loss: 0.1748 - val_r2_score: 0.8122
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0098 - r2_score: 0.9904 - val_loss: 0.1728 - val_r2_score: 0.8143
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0085 - r2_score: 0.9916 - val_loss: 0.1699 - val_r2_score: 0.8174
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0089 - r2_score: 0.9913 - val_loss: 0.1752 - val_r2_score: 0.8117
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0068 - r2_score: 0.9933 - val_loss: 0.1839 - val_r2_score: 0.8024
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0057 - r2_score: 0.9944 - val_loss: 0.1764 - val_r2_score: 0.8105
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0055 - r2_score: 0.9946 - val_loss: 0.1698 - val_r2_score: 0.8176
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0060 - r2_score: 0.9941 - val_loss: 0.1726 - val_r2_score: 0.8145
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0057 - r2_score: 0.9944 - val_loss: 0.1772 - val_r2_score: 0.8096
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0054 - r2_score: 0.9947 - val_loss: 0.1728 - val_r2_score: 0.8143
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0044 - r2_score: 0.9957 - val_loss: 0.1705 - val_r2_score: 0.8168
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0368 - r2_score: 0.9632 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 62ms/step - loss: 0.7574 - r2_score: 0.2553 - val_loss: 0.4219 - val_r2_score: 0.5467
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.2246 - r2_score: 0.7792 - val_loss: 0.2423 - val_r2_score: 0.7397
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 29ms/step - loss: 0.1330 - r2_score: 0.8693 - val_loss: 0.1900 - val_r2_score: 0.7959
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 33ms/step - loss: 0.0882 - r2_score: 0.9133 - val_loss: 0.1753 - val_r2_score: 0.8117
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0687 - r2_score: 0.9324 - val_loss: 0.1667 - val_r2_score: 0.8209
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 38ms/step - loss: 0.0489 - r2_score: 0.9519 - val_loss: 0.1624 - val_r2_score: 0.8256
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0390 - r2_score: 0.9616 - val_loss: 0.1570 - val_r2_score: 0.8313
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 34ms/step - loss: 0.0328 - r2_score: 0.9677 - val_loss: 0.1584 - val_r2_score: 0.8298
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0274 - r2_score: 0.9730 - val_loss: 0.1567 - val_r2_score: 0.8316
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0238 - r2_score: 0.9766 - val_loss: 0.1538 - val_r2_score: 0.8347
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 17ms/step - loss: 0.0203 - r2_score: 0.9800 - val_loss: 0.1579 - val_r2_score: 0.8303
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 36ms/step - loss: 0.0179 - r2_score: 0.9824 - val_loss: 0.1649 - val_r2_score: 0.8228
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 0.0163 - r2_score: 0.9840 - val_loss: 0.1569 - val_r2_score: 0.8314
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0126 - r2_score: 0.9876 - val_loss: 0.1563 - val_r2_score: 0.8321
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0118 - r2_score: 0.9884 - val_loss: 0.1618 - val_r2_score: 0.8262
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0115 - r2_score: 0.9887 - val_loss: 0.1600 - val_r2_score: 0.8281
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0109 - r2_score: 0.9893 - val_loss: 0.1613 - val_r2_score: 0.8267
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0091 - r2_score: 0.9911 - val_loss: 0.1669 - val_r2_score: 0.8206
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0071 - r2_score: 0.9930 - val_loss: 0.1702 - val_r2_score: 0.8171
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0076 - r2_score: 0.9925 - val_loss: 0.1611 - val_r2_score: 0.8269
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0380 - r2_score: 0.9620 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 55ms/step - loss: 0.4515 - r2_score: 0.5561 - val_loss: 0.3159 - val_r2_score: 0.6606
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 20ms/step - loss: 0.1858 - r2_score: 0.8173 - val_loss: 0.2548 - val_r2_score: 0.7262
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0821 - r2_score: 0.9193 - val_loss: 0.1813 - val_r2_score: 0.8052
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0468 - r2_score: 0.9540 - val_loss: 0.1872 - val_r2_score: 0.7989
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0266 - r2_score: 0.9738 - val_loss: 0.1818 - val_r2_score: 0.8047
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 0.0156 - r2_score: 0.9846 - val_loss: 0.1795 - val_r2_score: 0.8071
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0087 - r2_score: 0.9914 - val_loss: 0.1736 - val_r2_score: 0.8135
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0059 - r2_score: 0.9942 - val_loss: 0.1763 - val_r2_score: 0.8106
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0040 - r2_score: 0.9961 - val_loss: 0.1716 - val_r2_score: 0.8156
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0029 - r2_score: 0.9971 - val_loss: 0.1740 - val_r2_score: 0.8131
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0024 - r2_score: 0.9977 - val_loss: 0.1728 - val_r2_score: 0.8143
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0019 - r2_score: 0.9982 - val_loss: 0.1757 - val_r2_score: 0.8112
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0016 - r2_score: 0.9984 - val_loss: 0.1698 - val_r2_score: 0.8175
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0015 - r2_score: 0.9986 - val_loss: 0.1754 - val_r2_score: 0.8116
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0014 - r2_score: 0.9987 - val_loss: 0.1731 - val_r2_score: 0.8140
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0012 - r2_score: 0.9988 - val_loss: 0.1726 - val_r2_score: 0.8145
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0015 - r2_score: 0.9986 - val_loss: 0.1717 - val_r2_score: 0.8156
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0019 - r2_score: 0.9981 - val_loss: 0.1746 - val_r2_score: 0.8124
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0027 - r2_score: 0.9973 - val_loss: 0.1733 - val_r2_score: 0.8138
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0037 - r2_score: 0.9964 - val_loss: 0.1766 - val_r2_score: 0.8102
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0388 - r2_score: 0.9612 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 60ms/step - loss: 0.7322 - r2_score: 0.2801 - val_loss: 0.3594 - val_r2_score: 0.6139
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.2161 - r2_score: 0.7876 - val_loss: 0.1740 - val_r2_score: 0.8131
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 24ms/step - loss: 0.1349 - r2_score: 0.8674 - val_loss: 0.1643 - val_r2_score: 0.8235
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.1091 - r2_score: 0.8928 - val_loss: 0.1379 - val_r2_score: 0.8518
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0904 - r2_score: 0.9112 - val_loss: 0.1491 - val_r2_score: 0.8398
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 28ms/step - loss: 0.0805 - r2_score: 0.9208 - val_loss: 0.1311 - val_r2_score: 0.8592
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 54ms/step - loss: 0.0693 - r2_score: 0.9319 - val_loss: 0.1347 - val_r2_score: 0.8553
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0605 - r2_score: 0.9405 - val_loss: 0.1357 - val_r2_score: 0.8542
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0528 - r2_score: 0.9481 - val_loss: 0.1293 - val_r2_score: 0.8611
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0486 - r2_score: 0.9522 - val_loss: 0.1323 - val_r2_score: 0.8578
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0417 - r2_score: 0.9590 - val_loss: 0.1273 - val_r2_score: 0.8633
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0379 - r2_score: 0.9627 - val_loss: 0.1302 - val_r2_score: 0.8601
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0344 - r2_score: 0.9662 - val_loss: 0.1332 - val_r2_score: 0.8569
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0265 - r2_score: 0.9739 - val_loss: 0.1294 - val_r2_score: 0.8610
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0254 - r2_score: 0.9750 - val_loss: 0.1236 - val_r2_score: 0.8672
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0207 - r2_score: 0.9797 - val_loss: 0.1293 - val_r2_score: 0.8611
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 23ms/step - loss: 0.0164 - r2_score: 0.9838 - val_loss: 0.1291 - val_r2_score: 0.8613
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0156 - r2_score: 0.9846 - val_loss: 0.1283 - val_r2_score: 0.8621
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0153 - r2_score: 0.9850 - val_loss: 0.1255 - val_r2_score: 0.8651
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0118 - r2_score: 0.9884 - val_loss: 0.1256 - val_r2_score: 0.8651
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step - loss: 0.0335 - r2_score: 0.9665 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 42ms/step - loss: 0.6582 - r2_score: 0.3528 - val_loss: 0.3659 - val_r2_score: 0.6069
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.2164 - r2_score: 0.7872 - val_loss: 0.2048 - val_r2_score: 0.7800
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.1310 - r2_score: 0.8712 - val_loss: 0.1861 - val_r2_score: 0.8001
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0854 - r2_score: 0.9160 - val_loss: 0.1678 - val_r2_score: 0.8197
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0663 - r2_score: 0.9348 - val_loss: 0.1635 - val_r2_score: 0.8243
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0498 - r2_score: 0.9511 - val_loss: 0.1595 - val_r2_score: 0.8286
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0381 - r2_score: 0.9626 - val_loss: 0.1617 - val_r2_score: 0.8263
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0340 - r2_score: 0.9666 - val_loss: 0.1595 - val_r2_score: 0.8286
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0273 - r2_score: 0.9732 - val_loss: 0.1642 - val_r2_score: 0.8235
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0250 - r2_score: 0.9754 - val_loss: 0.1632 - val_r2_score: 0.8247
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0209 - r2_score: 0.9795 - val_loss: 0.1595 - val_r2_score: 0.8286
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 29ms/step - loss: 0.0196 - r2_score: 0.9807 - val_loss: 0.1669 - val_r2_score: 0.8207
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0185 - r2_score: 0.9818 - val_loss: 0.1580 - val_r2_score: 0.8303
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0162 - r2_score: 0.9841 - val_loss: 0.1592 - val_r2_score: 0.8290
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0155 - r2_score: 0.9847 - val_loss: 0.1606 - val_r2_score: 0.8275
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0157 - r2_score: 0.9846 - val_loss: 0.1607 - val_r2_score: 0.8274
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0146 - r2_score: 0.9857 - val_loss: 0.1657 - val_r2_score: 0.8220
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step - loss: 0.0138 - r2_score: 0.9864 - val_loss: 0.1554 - val_r2_score: 0.8330
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0113 - r2_score: 0.9889 - val_loss: 0.1710 - val_r2_score: 0.8163
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 27ms/step - loss: 0.0107 - r2_score: 0.9895 - val_loss: 0.1579 - val_r2_score: 0.8304
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0382 - r2_score: 0.9618 
Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 3s 42ms/step - loss: 0.8513 - r2_score: 0.1630 - val_loss: 0.5688 - val_r2_score: 0.3889
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 31ms/step - loss: 0.2761 - r2_score: 0.7285 - val_loss: 0.1892 - val_r2_score: 0.7967
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 43ms/step - loss: 0.1392 - r2_score: 0.8632 - val_loss: 0.1884 - val_r2_score: 0.7976
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0992 - r2_score: 0.9025 - val_loss: 0.1668 - val_r2_score: 0.8208
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0713 - r2_score: 0.9299 - val_loss: 0.1376 - val_r2_score: 0.8521
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0551 - r2_score: 0.9459 - val_loss: 0.1499 - val_r2_score: 0.8390
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0469 - r2_score: 0.9539 - val_loss: 0.1440 - val_r2_score: 0.8453
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0397 - r2_score: 0.9609 - val_loss: 0.1390 - val_r2_score: 0.8507
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0335 - r2_score: 0.9670 - val_loss: 0.1405 - val_r2_score: 0.8490
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0285 - r2_score: 0.9719 - val_loss: 0.1477 - val_r2_score: 0.8413
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0235 - r2_score: 0.9769 - val_loss: 0.1408 - val_r2_score: 0.8487
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0204 - r2_score: 0.9799 - val_loss: 0.1337 - val_r2_score: 0.8564
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0180 - r2_score: 0.9823 - val_loss: 0.1325 - val_r2_score: 0.8576
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0161 - r2_score: 0.9842 - val_loss: 0.1384 - val_r2_score: 0.8513
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0158 - r2_score: 0.9845 - val_loss: 0.1282 - val_r2_score: 0.8623
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0132 - r2_score: 0.9870 - val_loss: 0.1337 - val_r2_score: 0.8564
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0120 - r2_score: 0.9882 - val_loss: 0.1344 - val_r2_score: 0.8556
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 33ms/step - loss: 0.0128 - r2_score: 0.9874 - val_loss: 0.1395 - val_r2_score: 0.8501
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 43ms/step - loss: 0.0135 - r2_score: 0.9868 - val_loss: 0.1360 - val_r2_score: 0.8539
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 41ms/step - loss: 0.0135 - r2_score: 0.9867 - val_loss: 0.1352 - val_r2_score: 0.8548
37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step - loss: 0.0363 - r2_score: 0.9637 
The Processing time is: 1537.941998243332 seconds

#Best model's hyper-parameters
params_grid.iloc[np.argmin(val_losses), :]

neuron_count_layer_1        160
neuron_count_layer_2        320
activation_func_layer_2    relu
Name: 165, dtype: object

#Train the best ANN w/ 2-hidden layers
#Define the model architecture
model_14 = keras.Sequential()
#Adding one hidden layer
model_14.add(keras.layers.Dense(params_grid.iloc[np.argmin(val_losses), 0],
                                input_dim = len(X_train.columns),
                                activation = 'tanh'))
#Adding the second hidden layer
model_14.add(keras.layers.Dense(params_grid.iloc[np.argmin(val_losses), 1],
                                input_dim = params_grid.iloc[np.argmin(val_losses), 0],
                                activation = 'tanh'))
#Adding the output layer
model_14.add(keras.layers.Dense(1,
                                input_dim = params_grid.iloc[np.argmin(val_losses), 1],
                                activation = 'linear'))
#Configure the model
model_14.compile(optimizer = 'Adam',
                 loss = 'mean_squared_error',
                 metrics = ['r2_score'])
#Train the model
model_14.fit(X_train_scaled,
             trans_y_train,
             epochs = 20,
             batch_size = 64,
             validation_split = 0.2)

Epoch 1/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 5s 76ms/step - loss: 0.5794 - r2_score: 0.4302 - val_loss: 0.2702 - val_r2_score: 0.7097
Epoch 2/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 29ms/step - loss: 0.2070 - r2_score: 0.7965 - val_loss: 0.2108 - val_r2_score: 0.7736
Epoch 3/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 39ms/step - loss: 0.1302 - r2_score: 0.8720 - val_loss: 0.1844 - val_r2_score: 0.8019
Epoch 4/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 30ms/step - loss: 0.1010 - r2_score: 0.9007 - val_loss: 0.1744 - val_r2_score: 0.8126
Epoch 5/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 32ms/step - loss: 0.0778 - r2_score: 0.9235 - val_loss: 0.1778 - val_r2_score: 0.8090
Epoch 6/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 36ms/step - loss: 0.0622 - r2_score: 0.9388 - val_loss: 0.1795 - val_r2_score: 0.8071
Epoch 7/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 32ms/step - loss: 0.0544 - r2_score: 0.9465 - val_loss: 0.1698 - val_r2_score: 0.8176
Epoch 8/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0430 - r2_score: 0.9577 - val_loss: 0.1704 - val_r2_score: 0.8169
Epoch 9/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0358 - r2_score: 0.9648 - val_loss: 0.1635 - val_r2_score: 0.8243
Epoch 10/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 23ms/step - loss: 0.0306 - r2_score: 0.9699 - val_loss: 0.1637 - val_r2_score: 0.8241
Epoch 11/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 27ms/step - loss: 0.0269 - r2_score: 0.9736 - val_loss: 0.1698 - val_r2_score: 0.8176
Epoch 12/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 1s 32ms/step - loss: 0.0233 - r2_score: 0.9771 - val_loss: 0.1585 - val_r2_score: 0.8297
Epoch 13/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0193 - r2_score: 0.9810 - val_loss: 0.1648 - val_r2_score: 0.8229
Epoch 14/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 21ms/step - loss: 0.0162 - r2_score: 0.9841 - val_loss: 0.1583 - val_r2_score: 0.8300
Epoch 15/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 0.0147 - r2_score: 0.9856 - val_loss: 0.1625 - val_r2_score: 0.8254
Epoch 16/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - loss: 0.0135 - r2_score: 0.9867 - val_loss: 0.1597 - val_r2_score: 0.8284
Epoch 17/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 0.0110 - r2_score: 0.9892 - val_loss: 0.1579 - val_r2_score: 0.8304
Epoch 18/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0102 - r2_score: 0.9900 - val_loss: 0.1595 - val_r2_score: 0.8287
Epoch 19/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0090 - r2_score: 0.9912 - val_loss: 0.1615 - val_r2_score: 0.8265
Epoch 20/20
15/15 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0077 - r2_score: 0.9924 - val_loss: 0.1559 - val_r2_score: 0.8325

<keras.src.callbacks.history.History at 0x27d00136820>

#Predict the response in the train
y_train_pred_14 = model_14.predict(X_train_scaled)
#Inverse transformation of predicted values
y_train_pred_14 = pd.Series(boxcox.inverse_transform(y_train_pred_14.reshape(-1, 1)).reshape(-1))

from sklearn.metrics import root_mean_squared_error, mean_absolute_percentage_error, r2_score
#The root mean squared error
print(f'RMSE: {root_mean_squared_error(y_train, y_train_pred_14):.3f}')
#MAPE
print(f'MAPE: {mean_absolute_percentage_error(y_train, y_train_pred_14) * 100:.3f}')
#The coefficient of determiantion
print(f'R2: {r2_score(y_train, y_train_pred_14):.3f}')

37/37 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step 
RMSE: 18340.463
MAPE: 4.352
R2: 0.947

#Predict the response in the test - model 14
y_test_pred_14 = model_14.predict(X_test_scaled)
#Inverse transformation of predicted values
y_test_pred_14 = pd.Series(boxcox.inverse_transform(y_test_pred_14.reshape(-1, 1)).reshape(-1),
                           index = test.index)

#Absolute error
abs_err_14 = abs(test['SalePrice'] - y_test_pred_14)

#RMSE, MAPE, MAE, and median, sd, IQR, max, min of absolute errors
from scipy.stats import iqr
models_comp = pd.concat([models_comp,
                         pd.DataFrame({'RMSE': root_mean_squared_error(test['SalePrice'], y_test_pred_14),
                                       'MAPE': mean_absolute_percentage_error(test['SalePrice'], y_test_pred_14) * 100,
                                       'MAE': abs_err_14.mean(),
                                       'Median of AbsErrors': abs_err_14.median(),
                                       'SD of AbsErrors': abs_err_14.std(),
                                       'IQR of AbsErrors': iqr(abs_err_14),
                                       'Min of AbsErrors': abs_err_14.min(),
                                       'Max of AbsErrors': abs_err_14.max()},
                                      index = ['ANN (2-hidden-layer) - Box Cox'])])
models_comp

10/10 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

#The best model is LM - Selected Features - Box Cox
#Create dummy variables for catgorical variables
dummy_vars = pd.get_dummies(train_df_mean_sub[categorical_features])
dummy_vars.info(verbose = True)

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1460 entries, 0 to 1459
Data columns (total 199 columns):
 #    Column                 Dtype
---   ------                 -----
 0    MSSubClass_20          bool 
 1    MSSubClass_30          bool 
 2    MSSubClass_50          bool 
 3    MSSubClass_60          bool 
 4    MSSubClass_70          bool 
 5    MSSubClass_80          bool 
 6    MSSubClass_90          bool 
 7    MSSubClass_120         bool 
 8    MSSubClass_160         bool 
 9    MSSubClass_190         bool 
 10   MSSubClass_other       bool 
 11   MSZoning_FV            bool 
 12   MSZoning_RL            bool 
 13   MSZoning_RM            bool 
 14   MSZoning_other         bool 
 15   Street_Grvl            bool 
 16   Street_Pave            bool 
 17   Alley_Grvl             bool 
 18   Alley_Pave             bool 
 19   LotShape_IR1           bool 
 20   LotShape_IR2           bool 
 21   LotShape_IR3           bool 
 22   LotShape_Reg           bool 
 23   LandContour_Bnk        bool 
 24   LandContour_HLS        bool 
 25   LandContour_Low        bool 
 26   LandContour_Lvl        bool 
 27   Utilities_AllPub       bool 
 28   Utilities_NoSeWa       bool 
 29   LotConfig_Corner       bool 
 30   LotConfig_CulDSac      bool 
 31   LotConfig_FR2          bool 
 32   LotConfig_FR3          bool 
 33   LotConfig_Inside       bool 
 34   LandSlope_Gtl          bool 
 35   LandSlope_Mod          bool 
 36   LandSlope_Sev          bool 
 37   Neighborhood_BrkSide   bool 
 38   Neighborhood_CollgCr   bool 
 39   Neighborhood_Crawfor   bool 
 40   Neighborhood_Edwards   bool 
 41   Neighborhood_Gilbert   bool 
 42   Neighborhood_IDOTRR    bool 
 43   Neighborhood_Mitchel   bool 
 44   Neighborhood_NAmes     bool 
 45   Neighborhood_NWAmes    bool 
 46   Neighborhood_NoRidge   bool 
 47   Neighborhood_NridgHt   bool 
 48   Neighborhood_OldTown   bool 
 49   Neighborhood_Sawyer    bool 
 50   Neighborhood_SawyerW   bool 
 51   Neighborhood_Somerst   bool 
 52   Neighborhood_Timber    bool 
 53   Neighborhood_other     bool 
 54   Condition1_Artery      bool 
 55   Condition1_Feedr       bool 
 56   Condition1_Norm        bool 
 57   Condition1_other       bool 
 58   Condition2_Norm        bool 
 59   Condition2_other       bool 
 60   BldgType_1Fam          bool 
 61   BldgType_2fmCon        bool 
 62   BldgType_Duplex        bool 
 63   BldgType_Twnhs         bool 
 64   BldgType_TwnhsE        bool 
 65   HouseStyle_1.5Fin      bool 
 66   HouseStyle_1Story      bool 
 67   HouseStyle_2Story      bool 
 68   HouseStyle_SFoyer      bool 
 69   HouseStyle_SLvl        bool 
 70   HouseStyle_other       bool 
 71   OverallQual_4          bool 
 72   OverallQual_5          bool 
 73   OverallQual_6          bool 
 74   OverallQual_7          bool 
 75   OverallQual_8          bool 
 76   OverallQual_9          bool 
 77   OverallQual_other      bool 
 78   OverallCond_4          bool 
 79   OverallCond_5          bool 
 80   OverallCond_6          bool 
 81   OverallCond_7          bool 
 82   OverallCond_8          bool 
 83   OverallCond_other      bool 
 84   RoofStyle_Gable        bool 
 85   RoofStyle_Hip          bool 
 86   RoofStyle_other        bool 
 87   RoofMatl_CompShg       bool 
 88   RoofMatl_other         bool 
 89   Exterior1st_BrkFace    bool 
 90   Exterior1st_CemntBd    bool 
 91   Exterior1st_HdBoard    bool 
 92   Exterior1st_MetalSd    bool 
 93   Exterior1st_Plywood    bool 
 94   Exterior1st_VinylSd    bool 
 95   Exterior1st_Wd Sdng    bool 
 96   Exterior1st_other      bool 
 97   Exterior2nd_CmentBd    bool 
 98   Exterior2nd_HdBoard    bool 
 99   Exterior2nd_MetalSd    bool 
 100  Exterior2nd_Plywood    bool 
 101  Exterior2nd_VinylSd    bool 
 102  Exterior2nd_Wd Sdng    bool 
 103  Exterior2nd_Wd Shng    bool 
 104  Exterior2nd_other      bool 
 105  MasVnrType_BrkCmn      bool 
 106  MasVnrType_BrkFace     bool 
 107  MasVnrType_Stone       bool 
 108  ExterQual_Ex           bool 
 109  ExterQual_Fa           bool 
 110  ExterQual_Gd           bool 
 111  ExterQual_TA           bool 
 112  ExterCond_Gd           bool 
 113  ExterCond_TA           bool 
 114  ExterCond_other        bool 
 115  Foundation_BrkTil      bool 
 116  Foundation_CBlock      bool 
 117  Foundation_PConc       bool 
 118  Foundation_other       bool 
 119  BsmtQual_Ex            bool 
 120  BsmtQual_Fa            bool 
 121  BsmtQual_Gd            bool 
 122  BsmtQual_TA            bool 
 123  BsmtCond_Fa            bool 
 124  BsmtCond_Gd            bool 
 125  BsmtCond_Po            bool 
 126  BsmtCond_TA            bool 
 127  BsmtExposure_Av        bool 
 128  BsmtExposure_Gd        bool 
 129  BsmtExposure_Mn        bool 
 130  BsmtExposure_No        bool 
 131  BsmtFinType1_ALQ       bool 
 132  BsmtFinType1_BLQ       bool 
 133  BsmtFinType1_GLQ       bool 
 134  BsmtFinType1_LwQ       bool 
 135  BsmtFinType1_Rec       bool 
 136  BsmtFinType1_Unf       bool 
 137  BsmtFinType2_BLQ       bool 
 138  BsmtFinType2_LwQ       bool 
 139  BsmtFinType2_Rec       bool 
 140  BsmtFinType2_Unf       bool 
 141  BsmtFinType2_other     bool 
 142  Heating_GasA           bool 
 143  Heating_other          bool 
 144  HeatingQC_Ex           bool 
 145  HeatingQC_Fa           bool 
 146  HeatingQC_Gd           bool 
 147  HeatingQC_Po           bool 
 148  HeatingQC_TA           bool 
 149  CentralAir_N           bool 
 150  CentralAir_Y           bool 
 151  Electrical_FuseA       bool 
 152  Electrical_SBrkr       bool 
 153  Electrical_other       bool 
 154  KitchenQual_Ex         bool 
 155  KitchenQual_Fa         bool 
 156  KitchenQual_Gd         bool 
 157  KitchenQual_TA         bool 
 158  Functional_Min1        bool 
 159  Functional_Min2        bool 
 160  Functional_Typ         bool 
 161  Functional_other       bool 
 162  FireplaceQu_Fa         bool 
 163  FireplaceQu_Gd         bool 
 164  FireplaceQu_TA         bool 
 165  FireplaceQu_other      bool 
 166  GarageType_Attchd      bool 
 167  GarageType_BuiltIn     bool 
 168  GarageType_Detchd      bool 
 169  GarageType_other       bool 
 170  GarageFinish_Fin       bool 
 171  GarageFinish_RFn       bool 
 172  GarageFinish_Unf       bool 
 173  GarageQual_Fa          bool 
 174  GarageQual_TA          bool 
 175  GarageQual_other       bool 
 176  GarageCond_Fa          bool 
 177  GarageCond_TA          bool 
 178  GarageCond_other       bool 
 179  PavedDrive_N           bool 
 180  PavedDrive_P           bool 
 181  PavedDrive_Y           bool 
 182  PoolQC_Ex              bool 
 183  PoolQC_Fa              bool 
 184  PoolQC_Gd              bool 
 185  Fence_GdPrv            bool 
 186  Fence_GdWo             bool 
 187  Fence_MnPrv            bool 
 188  Fence_MnWw             bool 
 189  MiscFeature_Shed       bool 
 190  MiscFeature_other      bool 
 191  SaleType_COD           bool 
 192  SaleType_New           bool 
 193  SaleType_WD            bool 
 194  SaleType_other         bool 
 195  SaleCondition_Abnorml  bool 
 196  SaleCondition_Normal   bool 
 197  SaleCondition_Partial  bool 
 198  SaleCondition_other    bool 
dtypes: bool(199)
memory usage: 283.9 KB

dummy_vars.head()

#Define base level for each categorical variable
dummy_vars.drop(columns = ['MSSubClass_20', 'MSZoning_FV', 'Street_Grvl',
                           'Alley_Grvl', 'LotShape_IR1', 'LandContour_Bnk',
                           'Utilities_AllPub', 'LotConfig_Corner', 'LandSlope_Gtl',
                           'Neighborhood_BrkSide', 'Condition1_Artery', 'Condition2_Norm',
                           'BldgType_1Fam', 'HouseStyle_1.5Fin', 'OverallQual_4',
                           'OverallCond_4', 'RoofStyle_Gable', 'RoofMatl_CompShg',
                           'Exterior1st_BrkFace', 'Exterior2nd_CmentBd', 'MasVnrType_BrkCmn',
                           'ExterQual_Ex', 'ExterCond_Gd', 'Foundation_BrkTil',
                           'BsmtQual_Ex', 'BsmtCond_Fa', 'BsmtExposure_Av',
                           'BsmtFinType1_ALQ', 'BsmtFinType2_BLQ', 'Heating_GasA',
                           'HeatingQC_Ex', 'CentralAir_N', 'Electrical_FuseA',
                           'KitchenQual_Ex', 'Functional_Min1', 'FireplaceQu_Fa',
                           'GarageType_Attchd', 'GarageFinish_Fin', 'GarageQual_Fa',
                           'GarageCond_Fa', 'PavedDrive_N', 'PoolQC_Ex',
                           'Fence_GdPrv', 'MiscFeature_Shed', 'SaleType_COD',
                           'SaleCondition_Abnorml', 'BsmtFinType2_other', 'PoolQC_Fa',
                           'Utilities_NoSeWa'], inplace = True)
dummy_vars.info(verbose = True)

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1460 entries, 0 to 1459
Data columns (total 150 columns):
 #    Column                 Dtype
---   ------                 -----
 0    MSSubClass_30          bool 
 1    MSSubClass_50          bool 
 2    MSSubClass_60          bool 
 3    MSSubClass_70          bool 
 4    MSSubClass_80          bool 
 5    MSSubClass_90          bool 
 6    MSSubClass_120         bool 
 7    MSSubClass_160         bool 
 8    MSSubClass_190         bool 
 9    MSSubClass_other       bool 
 10   MSZoning_RL            bool 
 11   MSZoning_RM            bool 
 12   MSZoning_other         bool 
 13   Street_Pave            bool 
 14   Alley_Pave             bool 
 15   LotShape_IR2           bool 
 16   LotShape_IR3           bool 
 17   LotShape_Reg           bool 
 18   LandContour_HLS        bool 
 19   LandContour_Low        bool 
 20   LandContour_Lvl        bool 
 21   LotConfig_CulDSac      bool 
 22   LotConfig_FR2          bool 
 23   LotConfig_FR3          bool 
 24   LotConfig_Inside       bool 
 25   LandSlope_Mod          bool 
 26   LandSlope_Sev          bool 
 27   Neighborhood_CollgCr   bool 
 28   Neighborhood_Crawfor   bool 
 29   Neighborhood_Edwards   bool 
 30   Neighborhood_Gilbert   bool 
 31   Neighborhood_IDOTRR    bool 
 32   Neighborhood_Mitchel   bool 
 33   Neighborhood_NAmes     bool 
 34   Neighborhood_NWAmes    bool 
 35   Neighborhood_NoRidge   bool 
 36   Neighborhood_NridgHt   bool 
 37   Neighborhood_OldTown   bool 
 38   Neighborhood_Sawyer    bool 
 39   Neighborhood_SawyerW   bool 
 40   Neighborhood_Somerst   bool 
 41   Neighborhood_Timber    bool 
 42   Neighborhood_other     bool 
 43   Condition1_Feedr       bool 
 44   Condition1_Norm        bool 
 45   Condition1_other       bool 
 46   Condition2_other       bool 
 47   BldgType_2fmCon        bool 
 48   BldgType_Duplex        bool 
 49   BldgType_Twnhs         bool 
 50   BldgType_TwnhsE        bool 
 51   HouseStyle_1Story      bool 
 52   HouseStyle_2Story      bool 
 53   HouseStyle_SFoyer      bool 
 54   HouseStyle_SLvl        bool 
 55   HouseStyle_other       bool 
 56   OverallQual_5          bool 
 57   OverallQual_6          bool 
 58   OverallQual_7          bool 
 59   OverallQual_8          bool 
 60   OverallQual_9          bool 
 61   OverallQual_other      bool 
 62   OverallCond_5          bool 
 63   OverallCond_6          bool 
 64   OverallCond_7          bool 
 65   OverallCond_8          bool 
 66   OverallCond_other      bool 
 67   RoofStyle_Hip          bool 
 68   RoofStyle_other        bool 
 69   RoofMatl_other         bool 
 70   Exterior1st_CemntBd    bool 
 71   Exterior1st_HdBoard    bool 
 72   Exterior1st_MetalSd    bool 
 73   Exterior1st_Plywood    bool 
 74   Exterior1st_VinylSd    bool 
 75   Exterior1st_Wd Sdng    bool 
 76   Exterior1st_other      bool 
 77   Exterior2nd_HdBoard    bool 
 78   Exterior2nd_MetalSd    bool 
 79   Exterior2nd_Plywood    bool 
 80   Exterior2nd_VinylSd    bool 
 81   Exterior2nd_Wd Sdng    bool 
 82   Exterior2nd_Wd Shng    bool 
 83   Exterior2nd_other      bool 
 84   MasVnrType_BrkFace     bool 
 85   MasVnrType_Stone       bool 
 86   ExterQual_Fa           bool 
 87   ExterQual_Gd           bool 
 88   ExterQual_TA           bool 
 89   ExterCond_TA           bool 
 90   ExterCond_other        bool 
 91   Foundation_CBlock      bool 
 92   Foundation_PConc       bool 
 93   Foundation_other       bool 
 94   BsmtQual_Fa            bool 
 95   BsmtQual_Gd            bool 
 96   BsmtQual_TA            bool 
 97   BsmtCond_Gd            bool 
 98   BsmtCond_Po            bool 
 99   BsmtCond_TA            bool 
 100  BsmtExposure_Gd        bool 
 101  BsmtExposure_Mn        bool 
 102  BsmtExposure_No        bool 
 103  BsmtFinType1_BLQ       bool 
 104  BsmtFinType1_GLQ       bool 
 105  BsmtFinType1_LwQ       bool 
 106  BsmtFinType1_Rec       bool 
 107  BsmtFinType1_Unf       bool 
 108  BsmtFinType2_LwQ       bool 
 109  BsmtFinType2_Rec       bool 
 110  BsmtFinType2_Unf       bool 
 111  Heating_other          bool 
 112  HeatingQC_Fa           bool 
 113  HeatingQC_Gd           bool 
 114  HeatingQC_Po           bool 
 115  HeatingQC_TA           bool 
 116  CentralAir_Y           bool 
 117  Electrical_SBrkr       bool 
 118  Electrical_other       bool 
 119  KitchenQual_Fa         bool 
 120  KitchenQual_Gd         bool 
 121  KitchenQual_TA         bool 
 122  Functional_Min2        bool 
 123  Functional_Typ         bool 
 124  Functional_other       bool 
 125  FireplaceQu_Gd         bool 
 126  FireplaceQu_TA         bool 
 127  FireplaceQu_other      bool 
 128  GarageType_BuiltIn     bool 
 129  GarageType_Detchd      bool 
 130  GarageType_other       bool 
 131  GarageFinish_RFn       bool 
 132  GarageFinish_Unf       bool 
 133  GarageQual_TA          bool 
 134  GarageQual_other       bool 
 135  GarageCond_TA          bool 
 136  GarageCond_other       bool 
 137  PavedDrive_P           bool 
 138  PavedDrive_Y           bool 
 139  PoolQC_Gd              bool 
 140  Fence_GdWo             bool 
 141  Fence_MnPrv            bool 
 142  Fence_MnWw             bool 
 143  MiscFeature_other      bool 
 144  SaleType_New           bool 
 145  SaleType_WD            bool 
 146  SaleType_other         bool 
 147  SaleCondition_Normal   bool 
 148  SaleCondition_Partial  bool 
 149  SaleCondition_other    bool 
dtypes: bool(150)
memory usage: 214.0 KB

#Define feature matrix
numeric_features_copy = numeric_features.copy()
numeric_features_copy.pop()
X_ = train_df_mean_sub[numeric_features_copy]
X_train = pd.concat([X_, dummy_vars], axis = 1)
X_train.head()

#Define response matrix
y_train = train_df_mean_sub['SalePrice']
print(y_train)

0       208500
1       181500
2       223500
3       140000
4       250000
5       143000
6       307000
7       200000
8       129900
9       118000
10      129500
11      345000
12      144000
13      279500
14      157000
15      132000
16      149000
17       90000
18      159000
19      139000
20      325300
21      139400
22      230000
23      129900
24      154000
25      256300
26      134800
27      306000
28      207500
29       68500
30       40000
31      149350
32      179900
33      165500
34      277500
35      309000
36      145000
37      153000
38      109000
39       82000
40      160000
41      170000
42      144000
43      130250
44      141000
45      319900
46      239686
47      249700
48      113000
49      127000
50      177000
51      114500
52      110000
53      385000
54      130000
55      180500
56      172500
57      196500
58      438780
59      124900
60      158000
61      101000
62      202500
63      140000
64      219500
65      317000
66      180000
67      226000
68       80000
69      225000
70      244000
71      129500
72      185000
73      144900
74      107400
75       91000
76      135750
77      127000
78      136500
79      110000
80      193500
81      153500
82      245000
83      126500
84      168500
85      260000
86      174000
87      164500
88       85000
89      123600
90      109900
91       98600
92      163500
93      133900
94      204750
95      185000
96      214000
97       94750
98       83000
99      128950
100     205000
101     178000
102     118964
103     198900
104     169500
105     250000
106     100000
107     115000
108     115000
109     190000
110     136900
111     180000
112     383970
113     217000
114     259500
115     176000
116     139000
117     155000
118     320000
119     163990
120     180000
121     100000
122     136000
123     153900
124     181000
125      84500
126     128000
127      87000
128     155000
129     150000
130     226000
131     244000
132     150750
133     220000
134     180000
135     174000
136     143000
137     171000
138     230000
139     231500
140     115000
141     260000
142     166000
143     204000
144     125000
145     130000
146     105000
147     222500
148     141000
149     115000
150     122000
151     372402
152     190000
153     235000
154     125000
155      79000
156     109500
157     269500
158     254900
159     320000
160     162500
161     412500
162     220000
163     103200
164     152000
165     127500
166     190000
167     325624
168     183500
169     228000
170     128500
171     215000
172     239000
173     163000
174     184000
175     243000
176     211000
177     172500
178     501837
179     100000
180     177000
181     200100
182     120000
183     200000
184     127000
185     475000
186     173000
187     135000
188     153337
189     286000
190     315000
191     184000
192     192000
193     130000
194     127000
195     148500
196     311872
197     235000
198     104000
199     274900
200     140000
201     171500
202     112000
203     149000
204     110000
205     180500
206     143900
207     141000
208     277000
209     145000
210      98000
211     186000
212     252678
213     156000
214     161750
215     134450
216     210000
217     107000
218     311500
219     167240
220     204900
221     200000
222     179900
223      97000
224     386250
225     112000
226     290000
227     106000
228     125000
229     192500
230     148000
231     403000
232      94500
233     128200
234     216500
235      89500
236     185500
237     194500
238     318000
239     113000
240     262500
241     110500
242      79000
243     120000
244     205000
245     241500
246     137000
247     140000
248     180000
249     277000
250      76500
251     235000
252     173000
253     158000
254     145000
255     230000
256     207500
257     220000
258     231500
259      97000
260     176000
261     276000
262     151000
263     130000
264      73000
265     175500
266     185000
267     179500
268     120500
269     148000
270     266000
271     241500
272     290000
273     139000
274     124500
275     205000
276     201000
277     141000
278     415298
279     192000
280     228500
281     185000
282     207500
283     244600
284     179200
285     164700
286     159000
287      88000
288     122000
289     153575
290     233230
291     135900
292     131000
293     235000
294     167000
295     142500
296     152000
297     239000
298     175000
299     158500
300     157000
301     267000
302     205000
303     149900
304     295000
305     305900
306     225000
307      89500
308      82500
309     360000
310     165600
311     132000
312     119900
313     375000
314     178000
315     188500
316     260000
317     270000
318     260000
319     187500
320     342643
321     354000
322     301000
323     126175
324     242000
325      87000
326     324000
327     145250
328     214500
329      78000
330     119000
331     139000
332     284000
333     207000
334     192000
335     228950
336     377426
337     214000
338     202500
339     155000
340     202900
341      82000
342      87500
343     266000
344      85000
345     140200
346     151500
347     157500
348     154000
349     437154
350     318061
351     190000
352      95000
353     105900
354     140000
355     177500
356     173000
357     134000
358     130000
359     280000
360     156000
361     145000
362     198500
363     118000
364     190000
365     147000
366     159000
367     165000
368     132000
369     162000
370     172400
371     134432
372     125000
373     123000
374     219500
375      61000
376     148000
377     340000
378     394432
379     179000
380     127000
381     187750
382     213500
383      76000
384     240000
385     192000
386      81000
387     125000
388     191000
389     426000
390     119000
391     215000
392     106500
393     100000
394     109000
395     129000
396     123000
397     169500
398      67000
399     241000
400     245500
401     164990
402     108000
403     258000
404     168000
405     150000
406     115000
407     177000
408     280000
409     339750
410      60000
411     145000
412     222000
413     115000
414     228000
415     181134
416     149500
417     239000
418     126000
419     142000
420     206300
421     215000
422     113000
423     315000
424     139000
425     135000
426     275000
427     109008
428     195400
429     175000
430      85400
431      79900
432     122500
433     181000
434      81000
435     212000
436     116000
437     119000
438      90350
439     110000
440     555000
441     118000
442     162900
443     172500
444     210000
445     127500
446     190000
447     199900
448     119500
449     120000
450     110000
451     280000
452     204000
453     210000
454     188000
455     175500
456      98000
457     256000
458     161000
459     110000
460     263435
461     155000
462      62383
463     188700
464     124000
465     178740
466     167000
467     146500
468     250000
469     187000
470     212000
471     190000
472     148000
473     440000
474     251000
475     132500
476     208900
477     380000
478     297000
479      89471
480     326000
481     374000
482     155000
483     164000
484     132500
485     147000
486     156000
487     175000
488     160000
489      86000
490     115000
491     133000
492     172785
493     155000
494      91300
495      34900
496     430000
497     184000
498     130000
499     120000
500     113000
501     226700
502     140000
503     289000
504     147000
505     124500
506     215000
507     208300
508     161000
509     124500
510     164900
511     202665
512     129900
513     134000
514      96500
515     402861
516     158000
517     265000
518     211000
519     234000
520     106250
521     150000
522     159000
523     184750
524     315750
525     176000
526     132000
527     446261
528      86000
529     200624
530     175000
531     128000
532     107500
533      39300
534     178000
535     107500
536     188000
537     111250
538     158000
539     272000
540     315000
541     248000
542     213250
543     133000
544     179665
545     229000
546     210000
547     129500
548     125000
549     263000
550     140000
551     112500
552     255500
553     108000
554     284000
555     113000
556     141000
557     108000
558     175000
559     234000
560     121500
561     170000
562     108000
563     185000
564     268000
565     128000
566     325000
567     214000
568     316600
569     135960
570     142600
571     120000
572     224500
573     170000
574     139000
575     118500
576     145000
577     164500
578     146000
579     131500
580     181900
581     253293
582     118500
583     325000
584     133000
585     369900
586     130000
587     137000
588     143000
589      79500
590     185900
591     451950
592     138000
593     140000
594     110000
595     319000
596     114504
597     194201
598     217500
599     151000
600     275000
601     141000
602     220000
603     151000
604     221000
605     205000
606     152000
607     225000
608     359100
609     118500
610     313000
611     148000
612     261500
613     147000
614      75500
615     137500
616     183200
617     105500
618     314813
619     305000
620      67000
621     240000
622     135000
623     168500
624     165150
625     160000
626     139900
627     153000
628     135000
629     168500
630     124000
631     209500
632      82500
633     139400
634     144000
635     200000
636      60000
637      93000
638      85000
639     264561
640     274000
641     226000
642     345000
643     152000
644     370878
645     143250
646      98300
647     155000
648     155000
649      84500
650     205950
651     108000
652     191000
653     135000
654     350000
655      88000
656     145500
657     149000
658      97500
659     167000
660     197900
661     402000
662     110000
663     137500
664     423000
665     230500
666     129000
667     193500
668     168000
669     137500
670     173500
671     103600
672     165000
673     257500
674     140000
675     148500
676      87000
677     109500
678     372500
679     128500
680     143000
681     159434
682     173000
683     285000
684     221000
685     207500
686     227875
687     148800
688     392000
689     194700
690     141000
691     755000
692     335000
693     108480
694     141500
695     176000
696      89000
697     123500
698     138500
699     196000
700     312500
701     140000
702     361919
703     140000
704     213000
705      55000
706     302000
707     254000
708     179540
709     109900
710      52000
711     102776
712     189000
713     129000
714     130500
715     165000
716     159500
717     157000
718     341000
719     128500
720     275000
721     143000
722     124500
723     135000
724     320000
725     120500
726     222000
727     194500
728     110000
729     103000
730     236500
731     187500
732     222500
733     131400
734     108000
735     163000
736      93500
737     239900
738     179000
739     190000
740     132000
741     142000
742     179000
743     175000
744     180000
745     299800
746     236000
747     265979
748     260400
749      98000
750      96500
751     162000
752     217000
753     275500
754     156000
755     172500
756     212000
757     158900
758     179400
759     290000
760     127500
761     100000
762     215200
763     337000
764     270000
765     264132
766     196500
767     160000
768     216837
769     538000
770     134900
771     102000
772     107000
773     114500
774     395000
775     162000
776     221500
777     142500
778     144000
779     135000
780     176000
781     175900
782     187100
783     165500
784     128000
785     161500
786     139000
787     233000
788     107900
789     187500
790     160200
791     146800
792     269790
793     225000
794     194500
795     171000
796     143500
797     110000
798     485000
799     175000
800     200000
801     109900
802     189000
803     582933
804     118000
805     227680
806     135500
807     223500
808     159950
809     106000
810     181000
811     144500
812      55993
813     157900
814     116000
815     224900
816     137000
817     271000
818     155000
819     224000
820     183000
821      93000
822     225000
823     139500
824     232600
825     385000
826     109500
827     189000
828     185000
829     147400
830     166000
831     151000
832     237000
833     167000
834     139950
835     128000
836     153500
837     100000
838     144000
839     130500
840     140000
841     157500
842     174900
843     141000
844     153900
845     171000
846     213000
847     133500
848     240000
849     187000
850     131500
851     215000
852     164000
853     158000
854     170000
855     127000
856     147000
857     174000
858     152000
859     250000
860     189950
861     131500
862     152000
863     132500
864     250580
865     148500
866     248900
867     129000
868     169000
869     236000
870     109500
871     200500
872     116000
873     133000
874      66500
875     303477
876     132250
877     350000
878     148000
879     136500
880     157000
881     187500
882     178000
883     118500
884     100000
885     328900
886     145000
887     135500
888     268000
889     149500
890     122900
891     172500
892     154500
893     165000
894     118858
895     140000
896     106500
897     142953
898     611657
899     135000
900     110000
901     153000
902     180000
903     240000
904     125500
905     128000
906     255000
907     250000
908     131000
909     174000
910     154300
911     143500
912      88000
913     145000
914     173733
915      75000
916      35311
917     135000
918     238000
919     176500
920     201000
921     145900
922     169990
923     193000
924     207500
925     175000
926     285000
927     176000
928     236500
929     222000
930     201000
931     117500
932     320000
933     190000
934     242000
935      79900
936     184900
937     253000
938     239799
939     244400
940     150900
941     214000
942     150000
943     143000
944     137500
945     124900
946     143000
947     270000
948     192500
949     197500
950     129000
951     119900
952     133900
953     172000
954     127500
955     145000
956     124000
957     132000
958     185000
959     155000
960     116500
961     272000
962     155000
963     239000
964     214900
965     178900
966     160000
967     135000
968      37900
969     140000
970     135000
971     173000
972      99500
973     182000
974     167500
975     165000
976      85500
977     199900
978     110000
979     139000
980     178400
981     336000
982     159895
983     255900
984     126000
985     125000
986     117000
987     395192
988     195000
989     197000
990     348000
991     168000
992     187000
993     173900
994     337500
995     121600
996     136500
997     185000
998      91000
999     206000
1000     82000
1001     86000
1002    232000
1003    136905
1004    181000
1005    149900
1006    163500
1007     88000
1008    240000
1009    102000
1010    135000
1011    100000
1012    165000
1013     85000
1014    119200
1015    227000
1016    203000
1017    187500
1018    160000
1019    213490
1020    176000
1021    194000
1022     87000
1023    191000
1024    287000
1025    112500
1026    167500
1027    293077
1028    105000
1029    118000
1030    160000
1031    197000
1032    310000
1033    230000
1034    119750
1035     84000
1036    315500
1037    287000
1038     97000
1039     80000
1040    155000
1041    173000
1042    196000
1043    262280
1044    278000
1045    139600
1046    556581
1047    145000
1048    115000
1049     84900
1050    176485
1051    200141
1052    165000
1053    144500
1054    255000
1055    180000
1056    185850
1057    248000
1058    335000
1059    220000
1060    213500
1061     81000
1062     90000
1063    110500
1064    154000
1065    328000
1066    178000
1067    167900
1068    151400
1069    135000
1070    135000
1071    154000
1072     91500
1073    159500
1074    194000
1075    219500
1076    170000
1077    138800
1078    155900
1079    126000
1080    145000
1081    133000
1082    192000
1083    160000
1084    187500
1085    147000
1086     83500
1087    252000
1088    137500
1089    197000
1090     92900
1091    160000
1092    136500
1093    146000
1094    129000
1095    176432
1096    127000
1097    170000
1098    128000
1099    157000
1100     60000
1101    119500
1102    135000
1103    159500
1104    106000
1105    325000
1106    179900
1107    274725
1108    181000
1109    280000
1110    188000
1111    205000
1112    129900
1113    134500
1114    117000
1115    318000
1116    184100
1117    130000
1118    140000
1119    133700
1120    118400
1121    212900
1122    112000
1123    118000
1124    163900
1125    115000
1126    174000
1127    259000
1128    215000
1129    140000
1130    135000
1131     93500
1132    117500
1133    239500
1134    169000
1135    102000
1136    119000
1137     94000
1138    196000
1139    144000
1140    139000
1141    197500
1142    424870
1143     80000
1144     80000
1145    149000
1146    180000
1147    174500
1148    116900
1149    143000
1150    124000
1151    149900
1152    230000
1153    120500
1154    201800
1155    218000
1156    179900
1157    230000
1158    235128
1159    185000
1160    146000
1161    224000
1162    129000
1163    108959
1164    194000
1165    233170
1166    245350
1167    173000
1168    235000
1169    625000
1170    171000
1171    163000
1172    171900
1173    200500
1174    239000
1175    285000
1176    119500
1177    115000
1178    154900
1179     93000
1180    250000
1181    392500
1182    745000
1183    120000
1184    186700
1185    104900
1186     95000
1187    262000
1188    195000
1189    189000
1190    168000
1191    174000
1192    125000
1193    165000
1194    158000
1195    176000
1196    219210
1197    144000
1198    178000
1199    148000
1200    116050
1201    197900
1202    117000
1203    213000
1204    153500
1205    271900
1206    107000
1207    200000
1208    140000
1209    290000
1210    189000
1211    164000
1212    113000
1213    145000
1214    134500
1215    125000
1216    112000
1217    229456
1218     80500
1219     91500
1220    115000
1221    134000
1222    143000
1223    137900
1224    184000
1225    145000
1226    214000
1227    147000
1228    367294
1229    127000
1230    190000
1231    132500
1232    101800
1233    142000
1234    130000
1235    138887
1236    175500
1237    195000
1238    142500
1239    265900
1240    224900
1241    248328
1242    170000
1243    465000
1244    230000
1245    178000
1246    186500
1247    169900
1248    129500
1249    119000
1250    244000
1251    171750
1252    130000
1253    294000
1254    165400
1255    127500
1256    301500
1257     99900
1258    190000
1259    151000
1260    181000
1261    128900
1262    161500
1263    180500
1264    181000
1265    183900
1266    122000
1267    378500
1268    381000
1269    144000
1270    260000
1271    185750
1272    137000
1273    177000
1274    139000
1275    137000
1276    162000
1277    197900
1278    237000
1279     68400
1280    227000
1281    180000
1282    150500
1283    139000
1284    169000
1285    132500
1286    143000
1287    190000
1288    278000
1289    281000
1290    180500
1291    119500
1292    107500
1293    162900
1294    115000
1295    138500
1296    155000
1297    140000
1298    160000
1299    154000
1300    225000
1301    177500
1302    290000
1303    232000
1304    130000
1305    325000
1306    202500
1307    138000
1308    147000
1309    179200
1310    335000
1311    203000
1312    302000
1313    333168
1314    119000
1315    206900
1316    295493
1317    208900
1318    275000
1319    111000
1320    156500
1321     72500
1322    190000
1323     82500
1324    147000
1325     55000
1326     79000
1327    130500
1328    256000
1329    176500
1330    227000
1331    132500
1332    100000
1333    125500
1334    125000
1335    167900
1336    135000
1337     52500
1338    200000
1339    128500
1340    123000
1341    155000
1342    228500
1343    177000
1344    155835
1345    108500
1346    262500
1347    283463
1348    215000
1349    122000
1350    200000
1351    171000
1352    134900
1353    410000
1354    235000
1355    170000
1356    110000
1357    149900
1358    177500
1359    315000
1360    189000
1361    260000
1362    104900
1363    156932
1364    144152
1365    216000
1366    193000
1367    127000
1368    144000
1369    232000
1370    105000
1371    165500
1372    274300
1373    466500
1374    250000
1375    239000
1376     91000
1377    117000
1378     83000
1379    167500
1380     58500
1381    237500
1382    157000
1383    112000
1384    105000
1385    125500
1386    250000
1387    136000
1388    377500
1389    131000
1390    235000
1391    124000
1392    123000
1393    163000
1394    246578
1395    281213
1396    160000
1397    137500
1398    138000
1399    137450
1400    120000
1401    193000
1402    193879
1403    282922
1404    105000
1405    275000
1406    133000
1407    112000
1408    125500
1409    215000
1410    230000
1411    140000
1412     90000
1413    257000
1414    207000
1415    175900
1416    122500
1417    340000
1418    124000
1419    223000
1420    179900
1421    127500
1422    136500
1423    274970
1424    144000
1425    142000
1426    271000
1427    140000
1428    119000
1429    182900
1430    192140
1431    143750
1432     64500
1433    186500
1434    160000
1435    174000
1436    120500
1437    394617
1438    149700
1439    197000
1440    191000
1441    149300
1442    310000
1443    121000
1444    179600
1445    129000
1446    157900
1447    240000
1448    112000
1449     92000
1450    136000
1451    287090
1452    145000
1453     84500
1454    185000
1455    175000
1456    210000
1457    266500
1458    142125
1459    147500
Name: SalePrice, dtype: int64

#Box-Cox transformation
from sklearn.preprocessing import PowerTransformer
boxcox = PowerTransformer(method = 'box-cox')
boxcox.fit(y_train.values.reshape(-1, 1))
print(boxcox.lambdas_)

[-0.07692398]

trans_y_train = boxcox.fit_transform(y_train.values.reshape(-1, 1))
plt.hist(trans_y_train, color = 'red', alpha = 0.5, bins = 50)
plt.show()

#Scale data
from sklearn.preprocessing import StandardScaler
scaler = StandardScaler()
X_train_scaled = scaler.fit_transform(X_train)

#Feature selection
from sklearn.feature_selection import RFECV
rfe = RFECV(LinearRegression(), cv = 10, scoring = 'neg_root_mean_squared_error')
rfe.fit(X_train_scaled, trans_y_train)

#Selected features indices
selected_features_ind = np.where(rfe.support_)
print(selected_features_ind)

(array([  1,   2,   3,   8,   9,  10,  12,  13,  15,  16,  18,  19,  22,
        24,  28,  29,  33,  34,  36,  39,  41,  43,  44,  45,  51,  53,
        54,  61,  68,  69,  73,  75,  77,  80,  82,  83,  84,  85,  86,
        87,  88,  89,  90,  91,  92,  93,  95,  96,  97,  98, 103, 104,
       105, 106, 107, 108, 109, 119, 120, 121, 130, 132, 133, 140, 149,
       152, 153, 154, 156, 157, 166, 167, 172, 177, 180]),)

#Train the best model
from sklearn.linear_model import LinearRegression
#Create linear regression model
best_model = LinearRegression()
#Fit the linear regressor on the train
best_model.fit(X_train_scaled[:, selected_features_ind[0]], trans_y_train)
#Linear regression coefficients
print(best_model.coef_)
print(best_model.intercept_)

[[ 0.03820518  0.11075456  0.06508745  0.03494821  0.09734264  0.10391287
   0.1991276   0.05886556  0.06090385  0.04185875 -0.03776874  0.02892094
   0.10749352  0.04103018  0.04032236  0.03118428 -0.03887319  0.06882905
   0.0405232   0.04577387 -0.04014592 -0.04641978 -0.06776969 -0.0614061
   0.03160089  0.03830262  0.03732708  0.07410197  0.03643036  0.06985075
   0.03991128  0.04917366  0.04175915  0.06064828 -0.08238193 -0.10410152
   0.14114744  0.04749375  0.03625046  0.05768881  0.05396421  0.07107055
   0.12677329  0.15578181  0.16751378  0.10925465  0.053126    0.07324169
   0.08722488  0.04691899 -0.04463762 -0.07599161 -0.05282419 -0.04134351
  -0.07141442 -0.06996014 -0.0583511  -0.03465618 -0.07252937 -0.12231581
   0.04185726  0.06034036  0.05224906 -0.04843748  0.06880744 -0.0318757
  -0.09984075 -0.12172692  0.03294482 -0.0338519   0.03254906  0.0458683
  -0.0718336   0.0670905   0.0726047 ]]
[6.47468043e-15]

#Predict the response in the train
y_train_pred_best = best_model.predict(X_train_scaled[:, selected_features_ind[0]])
#Inverse transformation of predicted values
y_train_pred_best = pd.Series(boxcox.inverse_transform(y_train_pred_best.reshape(-1, 1)).reshape(-1))

from sklearn.metrics import root_mean_squared_error, mean_absolute_percentage_error, r2_score
#The root mean squared error
print(f'RMSE: {root_mean_squared_error(y_train, y_train_pred_best):.3f}')
#MAPE
print(f'MAPE: {mean_absolute_percentage_error(y_train, y_train_pred_best) * 100:.3f}')
#The coefficient of determination
print(f'R2: {r2_score(y_train, y_train_pred_best):.3f}')

RMSE: 27127.004
MAPE: 8.588
R2: 0.883

#Some categorical features have wrong data types. Let's fix them.
test_df_mean_sub[['MSSubClass',
                  'OverallQual',
                  'OverallCond']] = test_df_mean_sub[['MSSubClass',
                                                      'OverallQual',
                                                      'OverallCond']].astype('object')
test_df_mean_sub[['MSSubClass', 'OverallQual', 'OverallCond']].info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1459 entries, 0 to 1458
Data columns (total 3 columns):
 #   Column       Non-Null Count  Dtype 
---  ------       --------------  ----- 
 0   MSSubClass   1459 non-null   object
 1   OverallQual  1459 non-null   object
 2   OverallCond  1459 non-null   object
dtypes: object(3)
memory usage: 34.3+ KB

#Some categories have less than 30 values. Let's fix them.
for cat_feat in categorical_features:
    if cat_feat == 'PoolQC':
        continue
    else:
        start_index = -np.sum(test_df_mean_sub[cat_feat].value_counts() < 30)

        if start_index == 0 or start_index == -1:
            continue
        else:
            test_df_mean_sub.loc[test_df_mean_sub[cat_feat].isin(
                test_df_mean_sub[cat_feat].value_counts()[start_index:].index
            ), cat_feat] = 'other'
        
#Check that our work is done or not.
for feature in categorical_features:
    print(test_df_mean_sub[feature].value_counts())
    print('--' * 20)

MSSubClass
20       543
60       276
50       143
120       95
30        70
70        68
160       65
80        60
90        57
other     51
190       31
Name: count, dtype: int64
----------------------------------------
MSZoning
RL       1114
RM        242
FV         74
other      25
Name: count, dtype: int64
----------------------------------------
Street
Pave    1453
Grvl       6
Name: count, dtype: int64
----------------------------------------
Alley
Grvl    70
Pave    37
Name: count, dtype: int64
----------------------------------------
LotShape
Reg    934
IR1    484
IR2     35
IR3      6
Name: count, dtype: int64
----------------------------------------
LandContour
Lvl    1311
HLS      70
Bnk      54
Low      24
Name: count, dtype: int64
----------------------------------------
Utilities
AllPub    1457
Name: count, dtype: int64
----------------------------------------
LotConfig
Inside     1081
Corner      248
CulDSac      82
FR2          38
FR3          10
Name: count, dtype: int64
----------------------------------------
LandSlope
Gtl    1396
Mod      60
Sev       3
Name: count, dtype: int64
----------------------------------------
Neighborhood
NAmes      218
other      145
OldTown    126
CollgCr    117
Somerst     96
Edwards     94
NridgHt     89
Gilbert     86
Sawyer      77
SawyerW     66
Mitchel     65
NWAmes      58
IDOTRR      56
Crawfor     52
BrkSide     50
Timber      34
NoRidge     30
Name: count, dtype: int64
----------------------------------------
Condition1
Norm      1251
Feedr       83
other       81
Artery      44
Name: count, dtype: int64
----------------------------------------
Condition2
Norm     1444
other      15
Name: count, dtype: int64
----------------------------------------
BldgType
1Fam      1205
TwnhsE     113
Duplex      57
Twnhs       53
2fmCon      31
Name: count, dtype: int64
----------------------------------------
HouseStyle
1Story    745
2Story    427
1.5Fin    160
SLvl       63
SFoyer     46
other      18
Name: count, dtype: int64
----------------------------------------
OverallQual
5        428
6        357
7        281
8        174
4        110
9         64
other     45
Name: count, dtype: int64
----------------------------------------
OverallCond
5        824
6        279
7        185
8         72
other     55
4         44
Name: count, dtype: int64
----------------------------------------
RoofStyle
Gable    1169
Hip       265
other      25
Name: count, dtype: int64
----------------------------------------
RoofMatl
CompShg    1442
other        17
Name: count, dtype: int64
----------------------------------------
Exterior1st
VinylSd    510
MetalSd    230
HdBoard    220
Wd Sdng    205
Plywood    113
CemntBd     65
other       48
BrkFace     37
WdShing     30
Name: count, dtype: int64
----------------------------------------
Exterior2nd
VinylSd    510
MetalSd    233
HdBoard    199
Wd Sdng    194
Plywood    128
other       85
CmentBd     66
Wd Shng     43
Name: count, dtype: int64
----------------------------------------
MasVnrType
BrkFace    434
Stone      121
BrkCmn      10
Name: count, dtype: int64
----------------------------------------
ExterQual
TA    892
Gd    491
Ex     55
Fa     21
Name: count, dtype: int64
----------------------------------------
ExterCond
TA       1256
Gd        153
Fa         39
other      11
Name: count, dtype: int64
----------------------------------------
Foundation
PConc     661
CBlock    601
BrkTil    165
other      32
Name: count, dtype: int64
----------------------------------------
BsmtQual
TA    634
Gd    591
Ex    137
Fa     53
Name: count, dtype: int64
----------------------------------------
BsmtCond
TA    1295
Fa      59
Gd      57
Po       3
Name: count, dtype: int64
----------------------------------------
BsmtExposure
No    951
Av    197
Gd    142
Mn    125
Name: count, dtype: int64
----------------------------------------
BsmtFinType1
GLQ    431
Unf    421
ALQ    209
Rec    155
BLQ    121
LwQ     80
Name: count, dtype: int64
----------------------------------------
BsmtFinType2
Unf    1237
Rec      51
LwQ      41
BLQ      35
ALQ      33
GLQ      20
Name: count, dtype: int64
----------------------------------------
Heating
GasA     1446
other      13
Name: count, dtype: int64
----------------------------------------
HeatingQC
Ex    752
TA    429
Gd    233
Fa     43
Po      2
Name: count, dtype: int64
----------------------------------------
CentralAir
Y    1358
N     101
Name: count, dtype: int64
----------------------------------------
Electrical
SBrkr    1337
FuseA      94
other      28
Name: count, dtype: int64
----------------------------------------
KitchenQual
TA    757
Gd    565
Ex    105
Fa     31
Name: count, dtype: int64
----------------------------------------
Functional
Typ      1357
Min2       36
Min1       34
other      30
Name: count, dtype: int64
----------------------------------------
FireplaceQu
Gd       364
TA       279
other     45
Fa        41
Name: count, dtype: int64
----------------------------------------
GarageType
Attchd     853
Detchd     392
BuiltIn     98
other       40
Name: count, dtype: int64
----------------------------------------
GarageFinish
Unf    625
RFn    389
Fin    367
Name: count, dtype: int64
----------------------------------------
GarageQual
TA       1293
Fa         76
other      12
Name: count, dtype: int64
----------------------------------------
GarageCond
TA       1328
Fa         39
other      14
Name: count, dtype: int64
----------------------------------------
PavedDrive
Y    1301
N     126
P      32
Name: count, dtype: int64
----------------------------------------
PoolQC
Ex    2
Gd    1
Name: count, dtype: int64
----------------------------------------
Fence
MnPrv    172
GdPrv     59
GdWo      58
MnWw       1
Name: count, dtype: int64
----------------------------------------
MiscFeature
Shed     46
other     5
Name: count, dtype: int64
----------------------------------------
SaleType
WD       1258
New       117
COD        44
other      39
Name: count, dtype: int64
----------------------------------------
SaleCondition
Normal     1204
Partial     120
Abnorml      89
other        46
Name: count, dtype: int64
----------------------------------------

#Create dummy variables for categorical variables in the test
dummy_vars = pd.get_dummies(test_df_mean_sub[categorical_features])
dummy_vars.info(verbose = True)

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1459 entries, 0 to 1458
Data columns (total 200 columns):
 #    Column                 Dtype
---   ------                 -----
 0    MSSubClass_20          bool 
 1    MSSubClass_30          bool 
 2    MSSubClass_50          bool 
 3    MSSubClass_60          bool 
 4    MSSubClass_70          bool 
 5    MSSubClass_80          bool 
 6    MSSubClass_90          bool 
 7    MSSubClass_120         bool 
 8    MSSubClass_160         bool 
 9    MSSubClass_190         bool 
 10   MSSubClass_other       bool 
 11   MSZoning_FV            bool 
 12   MSZoning_RL            bool 
 13   MSZoning_RM            bool 
 14   MSZoning_other         bool 
 15   Street_Grvl            bool 
 16   Street_Pave            bool 
 17   Alley_Grvl             bool 
 18   Alley_Pave             bool 
 19   LotShape_IR1           bool 
 20   LotShape_IR2           bool 
 21   LotShape_IR3           bool 
 22   LotShape_Reg           bool 
 23   LandContour_Bnk        bool 
 24   LandContour_HLS        bool 
 25   LandContour_Low        bool 
 26   LandContour_Lvl        bool 
 27   Utilities_AllPub       bool 
 28   LotConfig_Corner       bool 
 29   LotConfig_CulDSac      bool 
 30   LotConfig_FR2          bool 
 31   LotConfig_FR3          bool 
 32   LotConfig_Inside       bool 
 33   LandSlope_Gtl          bool 
 34   LandSlope_Mod          bool 
 35   LandSlope_Sev          bool 
 36   Neighborhood_BrkSide   bool 
 37   Neighborhood_CollgCr   bool 
 38   Neighborhood_Crawfor   bool 
 39   Neighborhood_Edwards   bool 
 40   Neighborhood_Gilbert   bool 
 41   Neighborhood_IDOTRR    bool 
 42   Neighborhood_Mitchel   bool 
 43   Neighborhood_NAmes     bool 
 44   Neighborhood_NWAmes    bool 
 45   Neighborhood_NoRidge   bool 
 46   Neighborhood_NridgHt   bool 
 47   Neighborhood_OldTown   bool 
 48   Neighborhood_Sawyer    bool 
 49   Neighborhood_SawyerW   bool 
 50   Neighborhood_Somerst   bool 
 51   Neighborhood_Timber    bool 
 52   Neighborhood_other     bool 
 53   Condition1_Artery      bool 
 54   Condition1_Feedr       bool 
 55   Condition1_Norm        bool 
 56   Condition1_other       bool 
 57   Condition2_Norm        bool 
 58   Condition2_other       bool 
 59   BldgType_1Fam          bool 
 60   BldgType_2fmCon        bool 
 61   BldgType_Duplex        bool 
 62   BldgType_Twnhs         bool 
 63   BldgType_TwnhsE        bool 
 64   HouseStyle_1.5Fin      bool 
 65   HouseStyle_1Story      bool 
 66   HouseStyle_2Story      bool 
 67   HouseStyle_SFoyer      bool 
 68   HouseStyle_SLvl        bool 
 69   HouseStyle_other       bool 
 70   OverallQual_4          bool 
 71   OverallQual_5          bool 
 72   OverallQual_6          bool 
 73   OverallQual_7          bool 
 74   OverallQual_8          bool 
 75   OverallQual_9          bool 
 76   OverallQual_other      bool 
 77   OverallCond_4          bool 
 78   OverallCond_5          bool 
 79   OverallCond_6          bool 
 80   OverallCond_7          bool 
 81   OverallCond_8          bool 
 82   OverallCond_other      bool 
 83   RoofStyle_Gable        bool 
 84   RoofStyle_Hip          bool 
 85   RoofStyle_other        bool 
 86   RoofMatl_CompShg       bool 
 87   RoofMatl_other         bool 
 88   Exterior1st_BrkFace    bool 
 89   Exterior1st_CemntBd    bool 
 90   Exterior1st_HdBoard    bool 
 91   Exterior1st_MetalSd    bool 
 92   Exterior1st_Plywood    bool 
 93   Exterior1st_VinylSd    bool 
 94   Exterior1st_Wd Sdng    bool 
 95   Exterior1st_WdShing    bool 
 96   Exterior1st_other      bool 
 97   Exterior2nd_CmentBd    bool 
 98   Exterior2nd_HdBoard    bool 
 99   Exterior2nd_MetalSd    bool 
 100  Exterior2nd_Plywood    bool 
 101  Exterior2nd_VinylSd    bool 
 102  Exterior2nd_Wd Sdng    bool 
 103  Exterior2nd_Wd Shng    bool 
 104  Exterior2nd_other      bool 
 105  MasVnrType_BrkCmn      bool 
 106  MasVnrType_BrkFace     bool 
 107  MasVnrType_Stone       bool 
 108  ExterQual_Ex           bool 
 109  ExterQual_Fa           bool 
 110  ExterQual_Gd           bool 
 111  ExterQual_TA           bool 
 112  ExterCond_Fa           bool 
 113  ExterCond_Gd           bool 
 114  ExterCond_TA           bool 
 115  ExterCond_other        bool 
 116  Foundation_BrkTil      bool 
 117  Foundation_CBlock      bool 
 118  Foundation_PConc       bool 
 119  Foundation_other       bool 
 120  BsmtQual_Ex            bool 
 121  BsmtQual_Fa            bool 
 122  BsmtQual_Gd            bool 
 123  BsmtQual_TA            bool 
 124  BsmtCond_Fa            bool 
 125  BsmtCond_Gd            bool 
 126  BsmtCond_Po            bool 
 127  BsmtCond_TA            bool 
 128  BsmtExposure_Av        bool 
 129  BsmtExposure_Gd        bool 
 130  BsmtExposure_Mn        bool 
 131  BsmtExposure_No        bool 
 132  BsmtFinType1_ALQ       bool 
 133  BsmtFinType1_BLQ       bool 
 134  BsmtFinType1_GLQ       bool 
 135  BsmtFinType1_LwQ       bool 
 136  BsmtFinType1_Rec       bool 
 137  BsmtFinType1_Unf       bool 
 138  BsmtFinType2_ALQ       bool 
 139  BsmtFinType2_BLQ       bool 
 140  BsmtFinType2_GLQ       bool 
 141  BsmtFinType2_LwQ       bool 
 142  BsmtFinType2_Rec       bool 
 143  BsmtFinType2_Unf       bool 
 144  Heating_GasA           bool 
 145  Heating_other          bool 
 146  HeatingQC_Ex           bool 
 147  HeatingQC_Fa           bool 
 148  HeatingQC_Gd           bool 
 149  HeatingQC_Po           bool 
 150  HeatingQC_TA           bool 
 151  CentralAir_N           bool 
 152  CentralAir_Y           bool 
 153  Electrical_FuseA       bool 
 154  Electrical_SBrkr       bool 
 155  Electrical_other       bool 
 156  KitchenQual_Ex         bool 
 157  KitchenQual_Fa         bool 
 158  KitchenQual_Gd         bool 
 159  KitchenQual_TA         bool 
 160  Functional_Min1        bool 
 161  Functional_Min2        bool 
 162  Functional_Typ         bool 
 163  Functional_other       bool 
 164  FireplaceQu_Fa         bool 
 165  FireplaceQu_Gd         bool 
 166  FireplaceQu_TA         bool 
 167  FireplaceQu_other      bool 
 168  GarageType_Attchd      bool 
 169  GarageType_BuiltIn     bool 
 170  GarageType_Detchd      bool 
 171  GarageType_other       bool 
 172  GarageFinish_Fin       bool 
 173  GarageFinish_RFn       bool 
 174  GarageFinish_Unf       bool 
 175  GarageQual_Fa          bool 
 176  GarageQual_TA          bool 
 177  GarageQual_other       bool 
 178  GarageCond_Fa          bool 
 179  GarageCond_TA          bool 
 180  GarageCond_other       bool 
 181  PavedDrive_N           bool 
 182  PavedDrive_P           bool 
 183  PavedDrive_Y           bool 
 184  PoolQC_Ex              bool 
 185  PoolQC_Gd              bool 
 186  Fence_GdPrv            bool 
 187  Fence_GdWo             bool 
 188  Fence_MnPrv            bool 
 189  Fence_MnWw             bool 
 190  MiscFeature_Shed       bool 
 191  MiscFeature_other      bool 
 192  SaleType_COD           bool 
 193  SaleType_New           bool 
 194  SaleType_WD            bool 
 195  SaleType_other         bool 
 196  SaleCondition_Abnorml  bool 
 197  SaleCondition_Normal   bool 
 198  SaleCondition_Partial  bool 
 199  SaleCondition_other    bool 
dtypes: bool(200)
memory usage: 285.1 KB

#Define base level for each categorical variable
dummy_vars.drop(columns = ['MSSubClass_20', 'MSZoning_FV', 'Street_Grvl',
                           'Alley_Grvl', 'LotShape_IR1', 'LandContour_Bnk',
                           'Utilities_AllPub', 'LotConfig_Corner', 'LandSlope_Gtl',
                           'Neighborhood_BrkSide', 'Condition1_Artery', 'Condition2_Norm',
                           'BldgType_1Fam', 'HouseStyle_1.5Fin', 'OverallQual_4',
                           'OverallCond_4', 'RoofStyle_Gable', 'RoofMatl_CompShg',
                           'Exterior1st_BrkFace', 'Exterior2nd_CmentBd', 'MasVnrType_BrkCmn',
                           'ExterQual_Ex', 'ExterCond_Gd', 'Foundation_BrkTil',
                           'BsmtQual_Ex', 'BsmtCond_Fa', 'BsmtExposure_Av',
                           'BsmtFinType1_ALQ', 'BsmtFinType2_BLQ', 'Heating_GasA',
                           'HeatingQC_Ex', 'CentralAir_N', 'Electrical_FuseA',
                           'KitchenQual_Ex', 'Functional_Min1', 'FireplaceQu_Fa',
                           'GarageType_Attchd', 'GarageFinish_Fin', 'GarageQual_Fa',
                           'GarageCond_Fa', 'PavedDrive_N', 'PoolQC_Ex',
                           'Fence_GdPrv', 'MiscFeature_Shed', 'SaleType_COD',
                           'SaleCondition_Abnorml', 'BsmtFinType2_ALQ', 'BsmtFinType2_GLQ',
                           'ExterCond_Fa', 'Exterior1st_WdShing'], inplace = True)
dummy_vars.info(verbose = True)

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1459 entries, 0 to 1458
Data columns (total 150 columns):
 #    Column                 Dtype
---   ------                 -----
 0    MSSubClass_30          bool 
 1    MSSubClass_50          bool 
 2    MSSubClass_60          bool 
 3    MSSubClass_70          bool 
 4    MSSubClass_80          bool 
 5    MSSubClass_90          bool 
 6    MSSubClass_120         bool 
 7    MSSubClass_160         bool 
 8    MSSubClass_190         bool 
 9    MSSubClass_other       bool 
 10   MSZoning_RL            bool 
 11   MSZoning_RM            bool 
 12   MSZoning_other         bool 
 13   Street_Pave            bool 
 14   Alley_Pave             bool 
 15   LotShape_IR2           bool 
 16   LotShape_IR3           bool 
 17   LotShape_Reg           bool 
 18   LandContour_HLS        bool 
 19   LandContour_Low        bool 
 20   LandContour_Lvl        bool 
 21   LotConfig_CulDSac      bool 
 22   LotConfig_FR2          bool 
 23   LotConfig_FR3          bool 
 24   LotConfig_Inside       bool 
 25   LandSlope_Mod          bool 
 26   LandSlope_Sev          bool 
 27   Neighborhood_CollgCr   bool 
 28   Neighborhood_Crawfor   bool 
 29   Neighborhood_Edwards   bool 
 30   Neighborhood_Gilbert   bool 
 31   Neighborhood_IDOTRR    bool 
 32   Neighborhood_Mitchel   bool 
 33   Neighborhood_NAmes     bool 
 34   Neighborhood_NWAmes    bool 
 35   Neighborhood_NoRidge   bool 
 36   Neighborhood_NridgHt   bool 
 37   Neighborhood_OldTown   bool 
 38   Neighborhood_Sawyer    bool 
 39   Neighborhood_SawyerW   bool 
 40   Neighborhood_Somerst   bool 
 41   Neighborhood_Timber    bool 
 42   Neighborhood_other     bool 
 43   Condition1_Feedr       bool 
 44   Condition1_Norm        bool 
 45   Condition1_other       bool 
 46   Condition2_other       bool 
 47   BldgType_2fmCon        bool 
 48   BldgType_Duplex        bool 
 49   BldgType_Twnhs         bool 
 50   BldgType_TwnhsE        bool 
 51   HouseStyle_1Story      bool 
 52   HouseStyle_2Story      bool 
 53   HouseStyle_SFoyer      bool 
 54   HouseStyle_SLvl        bool 
 55   HouseStyle_other       bool 
 56   OverallQual_5          bool 
 57   OverallQual_6          bool 
 58   OverallQual_7          bool 
 59   OverallQual_8          bool 
 60   OverallQual_9          bool 
 61   OverallQual_other      bool 
 62   OverallCond_5          bool 
 63   OverallCond_6          bool 
 64   OverallCond_7          bool 
 65   OverallCond_8          bool 
 66   OverallCond_other      bool 
 67   RoofStyle_Hip          bool 
 68   RoofStyle_other        bool 
 69   RoofMatl_other         bool 
 70   Exterior1st_CemntBd    bool 
 71   Exterior1st_HdBoard    bool 
 72   Exterior1st_MetalSd    bool 
 73   Exterior1st_Plywood    bool 
 74   Exterior1st_VinylSd    bool 
 75   Exterior1st_Wd Sdng    bool 
 76   Exterior1st_other      bool 
 77   Exterior2nd_HdBoard    bool 
 78   Exterior2nd_MetalSd    bool 
 79   Exterior2nd_Plywood    bool 
 80   Exterior2nd_VinylSd    bool 
 81   Exterior2nd_Wd Sdng    bool 
 82   Exterior2nd_Wd Shng    bool 
 83   Exterior2nd_other      bool 
 84   MasVnrType_BrkFace     bool 
 85   MasVnrType_Stone       bool 
 86   ExterQual_Fa           bool 
 87   ExterQual_Gd           bool 
 88   ExterQual_TA           bool 
 89   ExterCond_TA           bool 
 90   ExterCond_other        bool 
 91   Foundation_CBlock      bool 
 92   Foundation_PConc       bool 
 93   Foundation_other       bool 
 94   BsmtQual_Fa            bool 
 95   BsmtQual_Gd            bool 
 96   BsmtQual_TA            bool 
 97   BsmtCond_Gd            bool 
 98   BsmtCond_Po            bool 
 99   BsmtCond_TA            bool 
 100  BsmtExposure_Gd        bool 
 101  BsmtExposure_Mn        bool 
 102  BsmtExposure_No        bool 
 103  BsmtFinType1_BLQ       bool 
 104  BsmtFinType1_GLQ       bool 
 105  BsmtFinType1_LwQ       bool 
 106  BsmtFinType1_Rec       bool 
 107  BsmtFinType1_Unf       bool 
 108  BsmtFinType2_LwQ       bool 
 109  BsmtFinType2_Rec       bool 
 110  BsmtFinType2_Unf       bool 
 111  Heating_other          bool 
 112  HeatingQC_Fa           bool 
 113  HeatingQC_Gd           bool 
 114  HeatingQC_Po           bool 
 115  HeatingQC_TA           bool 
 116  CentralAir_Y           bool 
 117  Electrical_SBrkr       bool 
 118  Electrical_other       bool 
 119  KitchenQual_Fa         bool 
 120  KitchenQual_Gd         bool 
 121  KitchenQual_TA         bool 
 122  Functional_Min2        bool 
 123  Functional_Typ         bool 
 124  Functional_other       bool 
 125  FireplaceQu_Gd         bool 
 126  FireplaceQu_TA         bool 
 127  FireplaceQu_other      bool 
 128  GarageType_BuiltIn     bool 
 129  GarageType_Detchd      bool 
 130  GarageType_other       bool 
 131  GarageFinish_RFn       bool 
 132  GarageFinish_Unf       bool 
 133  GarageQual_TA          bool 
 134  GarageQual_other       bool 
 135  GarageCond_TA          bool 
 136  GarageCond_other       bool 
 137  PavedDrive_P           bool 
 138  PavedDrive_Y           bool 
 139  PoolQC_Gd              bool 
 140  Fence_GdWo             bool 
 141  Fence_MnPrv            bool 
 142  Fence_MnWw             bool 
 143  MiscFeature_other      bool 
 144  SaleType_New           bool 
 145  SaleType_WD            bool 
 146  SaleType_other         bool 
 147  SaleCondition_Normal   bool 
 148  SaleCondition_Partial  bool 
 149  SaleCondition_other    bool 
dtypes: bool(150)
memory usage: 213.8 KB

#Define feature matrix
numeric_features_copy = numeric_features.copy()
numeric_features_copy.pop()
X_ = test_df_mean_sub[numeric_features_copy]
X_test = pd.concat([X_, dummy_vars], axis = 1)

#Scale data
X_test_scaled = scaler.transform(X_test)

#Predict the response in the test - the best model
y_test_pred_best = best_model.predict(X_test_scaled[:, selected_features_ind[0]])
#Inverse transformation of predicted values
y_test_pred_best = pd.Series(boxcox.inverse_transform(y_test_pred_best.reshape(-1, 1)).reshape(-1),
                             index = test_df_mean_sub.index)

#THE RESULTS
y_test_pred_best

0       105714.399643
1       155473.828505
2       170087.742969
3       191604.089036
4       193014.138518
5       164790.738335
6       187884.987262
7       159673.523652
8       193891.512098
9       125521.051054
10      159822.286000
11      104198.047531
12       98963.579221
13      145080.377959
14      119208.182739
15      389663.363711
16      258855.853761
17      304766.581514
18      302574.647791
19      575363.982221
20      351013.445083
21      216735.909482
22      178370.601842
23      178526.334133
24      205155.588937
25      193856.350213
26      335993.455551
27      241082.699723
28      200892.321746
29      238743.045024
30      192564.701643
31       74415.323099
32      197116.628985
33      295489.709611
34      288871.241627
35      232340.912826
36      173507.361557
37      160585.897749
38      161534.415555
39      157571.087356
40      175582.336254
41      154802.587863
42      244010.754462
43      262941.531802
44      239553.755645
45      193226.411435
46      241772.948372
47      192823.769595
48      165829.110251
49      148889.258796
50      139746.214547
51      178437.531101
52      148192.000498
53      145560.208325
54      206545.692738
55      151158.456200
56      163884.904573
57      132641.348622
58      215800.952429
59      130129.500623
60      127187.955959
61      172450.274964
62      112359.497369
63      134253.005788
64      121183.314826
65      122007.516117
66      107630.645732
67      155618.479593
68      150890.279538
69      201741.604428
70      110256.346445
71       92796.296401
72      143409.613863
73      116646.579718
74      144146.631751
75      113199.928212
76       64762.107665
77      126073.941622
78      176694.059784
79      102539.771597
80      146603.514771
81      139587.880986
82      165265.274990
83       83018.078787
84      119284.754021
85      134292.011295
86      125547.417162
87      140402.008107
88      119513.462089
89      135949.960661
90       97807.299579
91      136267.707662
92      150231.441142
93      129070.192723
94      152013.749533
95       86992.458416
96       95516.047262
97      103413.888193
98       87779.208127
99      122486.845188
100     117210.037822
101     135365.677926
102     122092.694763
103     149373.814348
104     139227.783787
105     233223.206754
106      75715.339284
107     226258.618449
108     132255.682268
109     143434.355790
110     113937.242146
111     157449.868097
112     202532.108134
113     138621.857354
114     235623.763399
115     259341.907227
116     185683.125307
117     142615.347864
118     146184.581961
119     184330.359004
120     155611.584738
121     133029.732481
122     280941.816134
123     218532.150797
124     142244.993797
125      75366.494002
126     107509.530177
127     157497.500914
128      98523.043073
129     143490.783642
130     103229.817085
131     113234.904956
132     133482.687928
133     123282.031786
134     107829.197868
135     236133.762690
136     207989.725108
137     253243.413855
138     186488.657132
139     175831.456775
140      80297.490058
141     123031.958318
142      72150.044831
143     258174.831578
144     246072.698419
145     178069.387955
146     187307.012144
147     216649.488339
148     181767.347165
149     154636.623688
150     140856.667935
151     165755.446204
152     164177.018287
153     125520.214879
154      90414.412488
155      80033.657834
156      99213.845707
157     130164.164282
158     153417.273900
159     195126.304839
160     137352.334303
161     144716.413111
162     265658.959393
163     206148.526495
164     111941.782797
165     174153.764398
166     179396.633755
167     288097.030140
168     186111.168152
169     311805.804620
170     230931.587627
171     220788.183193
172     192704.587630
173     190314.821680
174     172832.566146
175     152498.489762
176     189568.391728
177     171043.670769
178     191965.389532
179     255935.011996
180     177623.142673
181     255274.482844
182     222621.920735
183     248523.666475
184     209220.477844
185     161854.432048
186     158373.768408
187     132388.088745
188     142652.739033
189     120534.877986
190     133129.015958
191     105695.783253
192     109003.438663
193     146706.251905
194     141041.732024
195     135728.823209
196     147511.782127
197     149938.960960
198     132905.279468
199     148282.692744
200     468319.515863
201     420141.459735
202     399526.566847
203     424623.293282
204     339646.640606
205     322766.731957
206     389649.250805
207     367755.153562
208     318012.591053
209     375406.559954
210     265246.509611
211     441710.726974
212     318465.404053
213     260113.150522
214     197656.443458
215     193348.519434
216     216918.316006
217     359588.596152
218     420625.522099
219     337070.017206
220     262575.240742
221     321819.271443
222     195475.934010
223     173177.474378
224     173909.303558
225     180815.276316
226     197039.378437
227     188569.382817
228     191611.507104
229     196116.671131
230     189353.746225
231     253166.145962
232     183135.240527
233     177461.422654
234     174077.492171
235     273912.823471
236     180033.819250
237     353584.351026
238     317358.845887
239     253449.312104
240     272459.328818
241     239704.350657
242     245363.718863
243     270725.410206
244     233104.072487
245     439304.546390
246     216030.991873
247     216634.862173
248     267936.689187
249     233254.333428
250     278903.014253
251     261759.974602
252     295554.364456
253     242353.150371
254     225895.001889
255     181144.678326
256     190611.870555
257     134196.300269
258     214994.293779
259     248606.737567
260     166881.680855
261     121974.807508
262     156652.676164
263     204765.791339
264     242350.499894
265     195011.503978
266     153930.045248
267     185093.664479
268     177099.113348
269     150022.318456
270     128775.022874
271     125555.380503
272     115167.322170
273     117621.978891
274     134220.706175
275     115901.539146
276     270795.910015
277     243200.001354
278     227505.007268
279     215070.762585
280     190219.229628
281     174340.166876
282     179695.497775
283     309120.944848
284     234750.878562
285     208205.740088
286     209461.342277
287     223734.418036
288     144424.971742
289     123300.775205
290     236405.413181
291     117779.230486
292     150898.557178
293     187275.112888
294     150605.951374
295     126916.527659
296     121050.869602
297     140561.445381
298     160856.305966
299     171022.425030
300     140200.766302
301     176758.547875
302     183478.231270
303     119340.318120
304     182953.433083
305     187777.613292
306     216085.460485
307     144019.727362
308     161342.590358
309     162159.240925
310     123643.351089
311     132776.443809
312     114425.514008
313     143612.658257
314     148483.262816
315     135404.593465
316     110811.153391
317     141580.000583
318     116630.054859
319     173796.850705
320     127422.228597
321      95911.052151
322     145691.484516
323     117019.958229
324     123814.577779
325     135965.228691
326     153950.729545
327      65000.496382
328      94584.169670
329      90498.345082
330     198343.901795
331     161066.739214
332     114204.317149
333     144320.455793
334     132411.799255
335     133885.893523
336     107801.242533
337     126747.419199
338     118913.327923
339     136458.198658
340     128105.828314
341     138740.398497
342     148818.604591
343     141776.601084
344     135899.207080
345     126658.368557
346     125336.069641
347     126701.469433
348     125964.581094
349     149536.974323
350      78131.761270
351      92049.842515
352     130408.052210
353      95473.723050
354      68355.746640
355      94677.136827
356     122889.696362
357     154425.687959
358     143705.805905
359      63716.120104
360     102201.571993
361     160085.745884
362      52553.714619
363     109735.441169
364     145321.843590
365     104035.953117
366      98706.901564
367     120288.060014
368     126908.492700
369     147348.675577
370     154808.556667
371      72299.024380
372     147440.283986
373     122361.699515
374     123206.951105
375     125056.427051
376      82455.826530
377     129911.272634
378      98109.586402
379     155287.112852
380     147630.078014
381     114459.158951
382     120684.218350
383     153564.084750
384     145134.259593
385     142857.481369
386     167212.171562
387      67241.937965
388     107041.747837
389     126015.008443
390     139578.923473
391     132610.020357
392     133298.181910
393     168199.222647
394     155895.385599
395     225501.968737
396     121966.553262
397     129449.556619
398     116441.339820
399     131730.931407
400     115813.997260
401     338868.127990
402     319977.565644
403     319996.581307
404     345806.633252
405     347670.758889
406     219798.597232
407     253597.592371
408     200754.549378
409     223996.705401
410     248808.508356
411     171467.012651
412     247610.993267
413     142017.757281
414     173254.904157
415     192952.501417
416     207296.884409
417     191560.790188
418     132068.134024
419     139412.910090
420     234796.995814
421     236417.775027
422     187437.952120
423     202038.400852
424     228370.497533
425     263780.838064
426     209101.831379
427     259636.733621
428     170538.847187
429     120148.516307
430     136813.376671
431     105045.773849
432     128068.781075
433     126545.581412
434     128478.105769
435     123213.281790
436      95053.502652
437     122778.084593
438     153224.325335
439     144280.043519
440     170715.296021
441     163517.832529
442     254546.807032
443     144994.186882
444     211883.928788
445     138824.489546
446     189482.914740
447     112507.771050
448     140602.619557
449     120070.536885
450     264504.989169
451     310077.969226
452     143691.960814
453      68213.575407
454     311672.968525
455      68800.992404
456     242318.245121
457     141610.534630
458     170629.391121
459     160623.059810
460     378345.209051
461     325773.739251
462     234509.394338
463     219637.919167
464     195187.368778
465     373935.330729
466     131978.685685
467     155348.271287
468     120115.272180
469     139179.885511
470     138976.049652
471     140443.986711
472     172993.306834
473     173093.929691
474     169085.085669
475     189120.892826
476     174900.528741
477     178208.116270
478     238657.945997
479     184945.452221
480     155819.701161
481     181925.542003
482     210474.955259
483     389475.189853
484     421403.858148
485     131336.780189
486     303205.822742
487     145364.440532
488     246978.563952
489     207332.720933
490     253216.723418
491     197956.457682
492     161324.006703
493     177134.074637
494     128860.816381
495     303873.509483
496     153695.926527
497     285053.515526
498     150406.467488
499     113502.577945
500     130527.757748
501     101846.319833
502     109929.932108
503     109241.303340
504     146273.357971
505     146783.498760
506     292864.787409
507     472239.753312
508     420654.463411
509     436772.443666
510     390832.381836
511     371087.268757
512     311454.648866
513     359639.211657
514     438591.324415
515     282696.356260
516     355772.617783
517     369914.117987
518     348616.774154
519     201757.626354
520     347711.913957
521     221721.722544
522     211712.560313
523     169077.555939
524     243056.569790
525     217941.404518
526     221192.476459
527     175048.761790
528     192042.256638
529     208199.750069
530     228587.100268
531     206662.127338
532     166412.947606
533     221448.330557
534     173809.557911
535     272101.893790
536     314511.039513
537     296790.815624
538     281283.072670
539     334296.472190
540     284996.904501
541     234156.783843
542     251542.005531
543     278350.728810
544     214030.478437
545     240893.897990
546     260781.552555
547     219354.638776
548     202502.718899
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558     128143.467214
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561     175689.518281
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563     293260.141167
564     363245.943184
565     188336.797327
566     163905.624040
567     147441.105993
568     161643.935583
569     273644.053000
570     228071.944875
571     251732.127902
572     262732.353301
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575     196743.728545
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577     251217.490754
578     239632.095138
579     324259.050515
580     265438.165709
581     217526.856170
582     179495.913281
583     169671.174182
584     204998.245510
585     143792.751764
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588     148679.082528
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618     138342.176690
619     126856.237670
620     129353.137379
621     110495.640462
622     152291.719972
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627      93023.891163
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630     101031.290915
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632     116374.210321
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636      89712.887965
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640     115582.392341
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668      99351.076401
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670     137395.704937
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674      90022.714902
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699     178591.819903
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703     251828.733683
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705     148361.301426
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710     149992.937932
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712     193601.871148
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714     287248.480254
715     300573.758022
716     241072.545687
717     205231.379188
718     141629.126865
719     208695.206308
720     195411.211754
721     224395.691060
722     192243.359853
723     122865.901800
724     124331.188292
725     138913.182183
726     171613.845031
727     158809.005444
728     362170.324015
729      73683.779864
730      87373.542925
731      92227.409223
732     115057.347769
733     105023.615273
734     104632.998142
735      98493.477520
736     109674.103322
737     150847.774183
738     198266.120176
739     159740.907761
740     164111.683861
741     198234.527928
742     157529.295600
743     200085.697953
744     130605.605280
745     142952.746671
746     196940.052405
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1177    267773.801843
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1185     99990.130562
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1187    152154.437732
1188    149921.119047
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1190    135331.158410
1191    424580.671370
1192    254290.404390
1193    257270.001218
1194    449493.293073
1195    342952.209633
1196    369480.878524
1197    301404.398878
1198    337991.282813
1199    375851.323846
1200    373656.054169
1201    396445.000564
1202    298339.616695
1203    294645.078530
1204    291805.640813
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1206    168453.777649
1207    176269.317626
1208    182444.740559
1209    269032.309993
1210    187194.241003
1211    202316.199573
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1220    419837.223047
1221    332731.844287
1222    675361.034209
1223    348302.024536
1224    349119.483667
1225    228667.307660
1226    287264.456435
1227    217851.552188
1228    225922.572442
1229    425152.230334
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1231    139789.568868
1232    193605.205548
1233    132196.224042
1234    193602.217639
1235    185617.072507
1236    179200.598288
1237    195379.774373
1238    171169.745794
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1240    152130.660061
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1255    148883.192566
1256    194691.276338
1257    221740.382315
1258    160614.581234
1259    177243.995200
1260    131378.204141
1261    146659.384508
1262    137483.995318
1263    128154.421087
1264    132091.582102
1265    140785.480964
1266    176991.369051
1267    182343.423257
1268    138449.863444
1269    139800.667941
1270    117841.162394
1271    127589.932213
1272    165947.635871
1273    124305.235932
1274    127326.165100
1275    131293.033172
1276    122605.872226
1277    144118.809188
1278    148350.683447
1279    136333.681808
1280    136720.999317
1281    147553.918789
1282    146631.586112
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1286    149092.672448
1287    127705.702408
1288    126839.540246
1289    125710.955596
1290    135755.376298
1291    177845.709429
1292    144590.455834
1293    213760.146846
1294    139074.964750
1295     95102.777362
1296     74016.138814
1297     87699.254331
1298    157412.937110
1299    112392.056550
1300    135129.929851
1301    139372.042064
1302    186693.166245
1303    148969.529065
1304    287763.699644
1305    118792.625223
1306     93924.807603
1307    118225.251701
1308    133166.362850
1309    141953.465135
1310    111325.768359
1311    114755.749865
1312    164180.386674
1313    142243.287090
1314    102188.431225
1315    141604.770715
1316    152070.445929
1317    104440.633315
1318    116822.321131
1319     83136.984968
1320     91536.131513
1321    100124.719684
1322    104215.219679
1323    136013.117316
1324    138275.153013
1325     78302.663829
1326    125448.839438
1327     84110.606001
1328    178307.931935
1329     85084.770702
1330    112915.490904
1331     68950.499703
1332    125959.415014
1333     96706.437811
1334    119684.658938
1335     93240.757966
1336    200566.816049
1337    107946.928586
1338    105147.870440
1339     66168.956816
1340    103196.168931
1341    124527.816313
1342    168560.865742
1343    124036.373649
1344     89809.856890
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1354     79635.896414
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1356    152380.765465
1357    123780.129668
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1359    136350.989878
1360     92792.730855
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1363    169934.651484
1364    151480.210937
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1366    140714.871390
1367    216937.326443
1368    220124.672386
1369    218983.686559
1370    171482.217142
1371    230811.802130
1372    307438.031817
1373    221378.654335
1374    225877.588544
1375    186305.337821
1376    152264.348639
1377    147314.999090
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1380    200477.438363
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1389    273299.730554
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1397    206804.806194
1398    127939.219336
1399    135680.302074
1400    123821.735904
1401    189544.178719
1402    131293.774487
1403    226614.353684
1404    139707.532394
1405    126638.287705
1406    104879.546177
1407     94669.498283
1408     88173.990531
1409    117612.361543
1410     75987.343885
1411     64614.776763
1412     97120.108080
1413    146923.452114
1414     92516.261761
1415    172177.206117
1416    150397.306299
1417    166063.032338
1418    123730.851689
1419     99854.087129
1420    140085.652251
1421    175498.531643
1422    196518.086598
1423    222771.720147
1424    183954.093267
1425    223520.369984
1426     90520.634071
1427    136205.705183
1428     58052.679277
1429     88632.470371
1430    141461.448193
1431     47352.812997
1432     76255.387817
1433     60142.578450
1434    329346.690532
1435    271481.255633
1436    206397.317260
1437    162064.854000
1438    204186.256402
1439    166305.994728
1440    174585.219661
1441    191037.345371
1442    285634.096826
1443    366564.343148
1444     93917.210836
1445    209854.249663
1446    109064.590237
1447    135535.041104
1448    164272.368847
1449     81372.222281
1450     92074.992141
1451    148265.711439
1452     85503.299451
1453     80226.814713
1454     84763.425397
1455     89435.637828
1456    158090.010840
1457    113657.043617
1458    211181.617681
dtype: float64

	RMSE	MAPE	MAE	Median of AbsErrors	SD of AbsErrors	IQR of AbsErrors	Min of AbsErrors	Max of AbsErrors
LM - All Features	29282.684282	10.733316	18775.295556	13880.897344	22509.978822	17147.915622	138.041211	174018.911675
LM - All Feature - Box Cox	28136.099473	8.605331	16088.166086	10847.570106	23122.326250	13575.343382	4.302193	221671.482123

	RMSE	MAPE	MAE	Median of AbsErrors	SD of AbsErrors	IQR of AbsErrors	Min of AbsErrors	Max of AbsErrors
LM - All Features	29282.684282	10.733316	18775.295556	13880.897344	22509.978822	17147.915622	138.041211	174018.911675
LM - All Feature - Box Cox	28136.099473	8.605331	16088.166086	10847.570106	23122.326250	13575.343382	4.302193	221671.482123
LM - Selected Features - Box Cox	27346.246873	8.443262	15422.462995	9766.297792	22621.169505	12766.030672	0.849437	233519.232540

	RMSE	MAPE	MAE	Median of AbsErrors	SD of AbsErrors	IQR of AbsErrors	Min of AbsErrors	Max of AbsErrors
LM - All Features	29282.684282	10.733316	18775.295556	13880.897344	22509.978822	17147.915622	138.041211	174018.911675
LM - All Feature - Box Cox	28136.099473	8.605331	16088.166086	10847.570106	23122.326250	13575.343382	4.302193	221671.482123
LM - Selected Features - Box Cox	27346.246873	8.443262	15422.462995	9766.297792	22621.169505	12766.030672	0.849437	233519.232540
Ridge Regression - Box Cox	27012.897201	8.575969	15493.280239	9814.570208	22166.135104	14069.853760	35.057189	216166.182050

	RMSE	MAPE	MAE	Median of AbsErrors	SD of AbsErrors	IQR of AbsErrors	Min of AbsErrors	Max of AbsErrors
LM - All Features	29282.684282	10.733316	18775.295556	13880.897344	22509.978822	17147.915622	138.041211	174018.911675
LM - All Feature - Box Cox	28136.099473	8.605331	16088.166086	10847.570106	23122.326250	13575.343382	4.302193	221671.482123
LM - Selected Features - Box Cox	27346.246873	8.443262	15422.462995	9766.297792	22621.169505	12766.030672	0.849437	233519.232540
Ridge Regression - Box Cox	27012.897201	8.575969	15493.280239	9814.570208	22166.135104	14069.853760	35.057189	216166.182050
Lasso Regression - Box Cox	26308.006677	8.446961	15523.976248	9875.288686	21275.986659	15982.451412	20.738700	194871.311604

	RMSE	MAPE	MAE	Median of AbsErrors	SD of AbsErrors	IQR of AbsErrors	Min of AbsErrors	Max of AbsErrors
LM - All Features	29282.684282	10.733316	18775.295556	13880.897344	22509.978822	17147.915622	138.041211	174018.911675
LM - All Feature - Box Cox	28136.099473	8.605331	16088.166086	10847.570106	23122.326250	13575.343382	4.302193	221671.482123
LM - Selected Features - Box Cox	27346.246873	8.443262	15422.462995	9766.297792	22621.169505	12766.030672	0.849437	233519.232540
Ridge Regression - Box Cox	27012.897201	8.575969	15493.280239	9814.570208	22166.135104	14069.853760	35.057189	216166.182050
Lasso Regression - Box Cox	26308.006677	8.446961	15523.976248	9875.288686	21275.986659	15982.451412	20.738700	194871.311604
Decision Tree - Box Cox	37885.388661	12.824611	23203.732785	14605.952369	29999.525883	19980.917045	34.836683	320916.250097

Initial Setup¶

Business Understanding¶

Goal : The goal is to predict the house price based on different features.¶

Data Understanding¶

Step 1 -- Data Collection Process¶

This dataset is one of kaggle's training datasets.¶

More Info --> https://www.kaggle.com/competitions/home-data-for-ml-course/data ¶

Step 2 -- Documentation about the Data (Meta Data)¶

Step 3 -- MVs Checking¶

Step 4 -- Univariate Analysis¶

Step 5 -- Check & Handle outliers¶

Step 6 -- Bivariate Analysis¶

Note : The dependent variable is SalePrice.¶

Build predictive models¶

	Id	MSSubClass	MSZoning	LotFrontage	LotArea	Street	Alley	LotShape	LandContour	Utilities	...	PoolQC	Fence	MiscFeature	MoSold	YrSold	SaleType	SaleCondition	SalePrice
0	1	60	RL	65.0	8450	Pave	NaN	Reg	Lvl	AllPub	...	NaN	NaN	NaN	2	2008	WD	Normal	208500
1	2	20	RL	80.0	9600	Pave	NaN	Reg	Lvl	AllPub	...	NaN	NaN	NaN	5	2007	WD	Normal	181500
2	3	60	RL	68.0	11250	Pave	NaN	IR1	Lvl	AllPub	...	NaN	NaN	NaN	9	2008	WD	Normal	223500
3	4	70	RL	60.0	9550	Pave	NaN	IR1	Lvl	AllPub	...	NaN	NaN	NaN	2	2006	WD	Abnorml	140000
4	5	60	RL	84.0	14260	Pave	NaN	IR1	Lvl	AllPub	...	NaN	NaN	NaN	12	2008	WD	Normal	250000

	Id	MSSubClass	MSZoning	LotFrontage	LotArea	Street	Alley	LotShape	LandContour	Utilities	...	ScreenPorch	PoolQC	Fence	MiscFeature	MiscVal	MoSold	YrSold	SaleType	SaleCondition
0	1461	20	RH	80.0	11622	Pave	NaN	Reg	Lvl	AllPub	...	120	NaN	MnPrv	NaN	0	6	2010	WD	Normal
1	1462	20	RL	81.0	14267	Pave	NaN	IR1	Lvl	AllPub	...	0	NaN	NaN	Gar2	12500	6	2010	WD	Normal
2	1463	60	RL	74.0	13830	Pave	NaN	IR1	Lvl	AllPub	...	0	NaN	MnPrv	NaN	0	3	2010	WD	Normal
3	1464	60	RL	78.0	9978	Pave	NaN	IR1	Lvl	AllPub	...	0	NaN	NaN	NaN	0	6	2010	WD	Normal
4	1465	120	RL	43.0	5005	Pave	NaN	IR1	HLS	AllPub	...	144	NaN	NaN	NaN	0	1	2010	WD	Normal

	0
LotFrontage	259
Alley	1369
MasVnrType	872
MasVnrArea	8
BsmtQual	37
BsmtCond	37
BsmtExposure	38
BsmtFinType1	37
BsmtFinType2	38
Electrical	1
FireplaceQu	690
GarageType	81
GarageYrBlt	81
GarageFinish	81
GarageQual	81
GarageCond	81
PoolQC	1453
Fence	1179
MiscFeature	1406

	0
MSZoning	4
LotFrontage	227
Alley	1352
Utilities	2
Exterior1st	1
Exterior2nd	1
MasVnrType	894
MasVnrArea	15
BsmtQual	44
BsmtCond	45
BsmtExposure	44
BsmtFinType1	42
BsmtFinSF1	1
BsmtFinType2	42
BsmtFinSF2	1
BsmtUnfSF	1
TotalBsmtSF	1
BsmtFullBath	2
BsmtHalfBath	2
KitchenQual	1
Functional	2
FireplaceQu	730
GarageType	76
GarageYrBlt	78
GarageFinish	78
GarageCars	1
GarageArea	1
GarageQual	78
GarageCond	78
PoolQC	1456
Fence	1169
MiscFeature	1408
SaleType	1

	Sum	Pct(%)
LotFrontage	259	17.74
Alley	1369	93.77
MasVnrType	872	59.73
MasVnrArea	8	0.55
BsmtQual	37	2.53
BsmtCond	37	2.53
BsmtExposure	38	2.60
BsmtFinType1	37	2.53
BsmtFinType2	38	2.60
Electrical	1	0.07
FireplaceQu	690	47.26
GarageType	81	5.55
GarageYrBlt	81	5.55
GarageFinish	81	5.55
GarageQual	81	5.55
GarageCond	81	5.55
PoolQC	1453	99.52
Fence	1179	80.75
MiscFeature	1406	96.30

	Sum	Pct(%)
MSZoning	4	0.27
LotFrontage	227	15.56
Alley	1352	92.67
Utilities	2	0.14
Exterior1st	1	0.07
Exterior2nd	1	0.07
MasVnrType	894	61.27
MasVnrArea	15	1.03
BsmtQual	44	3.02
BsmtCond	45	3.08
BsmtExposure	44	3.02
BsmtFinType1	42	2.88
BsmtFinSF1	1	0.07
BsmtFinType2	42	2.88
BsmtFinSF2	1	0.07
BsmtUnfSF	1	0.07
TotalBsmtSF	1	0.07
BsmtFullBath	2	0.14
BsmtHalfBath	2	0.14
KitchenQual	1	0.07
Functional	2	0.14
FireplaceQu	730	50.03
GarageType	76	5.21
GarageYrBlt	78	5.35
GarageFinish	78	5.35
GarageCars	1	0.07
GarageArea	1	0.07
GarageQual	78	5.35
GarageCond	78	5.35
PoolQC	1456	99.79
Fence	1169	80.12
MiscFeature	1408	96.50
SaleType	1	0.07

	LotFrontage	LotArea	YearBuilt	YearRemodAdd	MasVnrArea	BsmtFinSF1	BsmtFinSF2	BsmtUnfSF	TotalBsmtSF	1stFlrSF	2ndFlrSF	LowQualFinSF	GrLivArea	BsmtFullBath	BsmtHalfBath	FullBath	HalfBath	BedroomAbvGr	KitchenAbvGr	TotRmsAbvGrd	Fireplaces	GarageYrBlt	GarageCars	GarageArea	WoodDeckSF	OpenPorchSF	EnclosedPorch	3SsnPorch	ScreenPorch	PoolArea	MiscVal	MoSold	YrSold	SalePrice
count	1460.00	1460.00	1460.00	1460.00	1452.00	1460.00	1460.00	1460.00	1460.00	1460.00	1460.00	1460.00	1460.00	1460.00	1460.00	1460.00	1460.00	1460.00	1460.00	1460.00	1460.00	1379.00	1460.00	1460.00	1460.00	1460.00	1460.00	1460.00	1460.00	1460.00	1460.00	1460.00	1460.00	1460.0
mean	70.05	10516.83	1971.27	1984.87	103.69	443.64	46.55	567.24	1057.43	1162.63	346.99	5.84	1515.46	0.43	0.06	1.57	0.38	2.87	1.05	6.52	0.61	1978.51	1.77	472.98	94.24	46.66	21.95	3.41	15.06	2.76	43.49	6.32	2007.82	180921.2
std	22.02	9981.26	30.20	20.65	181.07	456.10	161.32	441.87	438.71	386.59	436.53	48.62	525.48	0.52	0.24	0.55	0.50	0.82	0.22	1.63	0.64	24.69	0.75	213.80	125.34	66.26	61.12	29.32	55.76	40.18	496.12	2.70	1.33	79442.5
min	21.00	1300.00	1872.00	1950.00	0.00	0.00	0.00	0.00	0.00	334.00	0.00	0.00	334.00	0.00	0.00	0.00	0.00	0.00	0.00	2.00	0.00	1900.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	1.00	2006.00	34900.0
25%	60.00	7553.50	1954.00	1967.00	0.00	0.00	0.00	223.00	795.75	882.00	0.00	0.00	1129.50	0.00	0.00	1.00	0.00	2.00	1.00	5.00	0.00	1961.00	1.00	334.50	0.00	0.00	0.00	0.00	0.00	0.00	0.00	5.00	2007.00	129975.0
50%	70.05	9478.50	1973.00	1994.00	0.00	383.50	0.00	477.50	991.50	1087.00	0.00	0.00	1464.00	0.00	0.00	2.00	0.00	3.00	1.00	6.00	1.00	1980.00	2.00	480.00	0.00	25.00	0.00	0.00	0.00	0.00	0.00	6.00	2008.00	163000.0
75%	79.00	11601.50	2000.00	2004.00	166.00	712.25	0.00	808.00	1298.25	1391.25	728.00	0.00	1776.75	1.00	0.00	2.00	1.00	3.00	1.00	7.00	1.00	2002.00	2.00	576.00	168.00	68.00	0.00	0.00	0.00	0.00	0.00	8.00	2009.00	214000.0
max	313.00	215245.00	2010.00	2010.00	1600.00	5644.00	1474.00	2336.00	6110.00	4692.00	2065.00	572.00	5642.00	3.00	2.00	3.00	2.00	8.00	3.00	14.00	3.00	2010.00	4.00	1418.00	857.00	547.00	552.00	508.00	480.00	738.00	15500.00	12.00	2010.00	755000.0

	LotFrontage	LotArea	YearBuilt	YearRemodAdd	MasVnrArea	BsmtFinSF1	BsmtFinSF2	BsmtUnfSF	TotalBsmtSF	1stFlrSF	2ndFlrSF	LowQualFinSF	GrLivArea	BsmtFullBath	BsmtHalfBath	FullBath	HalfBath	BedroomAbvGr	KitchenAbvGr	TotRmsAbvGrd	Fireplaces	GarageYrBlt	GarageCars	GarageArea	WoodDeckSF	OpenPorchSF	EnclosedPorch	3SsnPorch	ScreenPorch	PoolArea	MiscVal	MoSold	YrSold	SalePrice
LotFrontage	1.00	0.31	0.12	0.08	0.18	0.22	0.04	0.12	0.36	0.41	0.07	0.04	0.37	0.09	-0.01	0.18	0.05	0.24	-0.01	0.32	0.24	0.06	0.27	0.32	0.08	0.14	0.01	0.06	0.04	0.18	0.00	0.01	0.01	0.33
LotArea	0.31	1.00	0.01	0.01	0.10	0.21	0.11	-0.00	0.26	0.30	0.05	0.00	0.26	0.16	0.05	0.13	0.01	0.12	-0.02	0.19	0.27	-0.02	0.15	0.18	0.17	0.08	-0.02	0.02	0.04	0.08	0.04	0.00	-0.01	0.26
YearBuilt	0.12	0.01	1.00	0.59	0.31	0.25	-0.05	0.15	0.39	0.28	0.01	-0.18	0.20	0.19	-0.04	0.47	0.24	-0.07	-0.17	0.10	0.15	0.78	0.54	0.48	0.22	0.19	-0.39	0.03	-0.05	0.00	-0.03	0.01	-0.01	0.52
YearRemodAdd	0.08	0.01	0.59	1.00	0.18	0.13	-0.07	0.18	0.29	0.24	0.14	-0.06	0.29	0.12	-0.01	0.44	0.18	-0.04	-0.15	0.19	0.11	0.62	0.42	0.37	0.21	0.23	-0.19	0.05	-0.04	0.01	-0.01	0.02	0.04	0.51
MasVnrArea	0.18	0.10	0.31	0.18	1.00	0.26	-0.07	0.11	0.36	0.34	0.17	-0.07	0.39	0.09	0.03	0.28	0.20	0.10	-0.04	0.28	0.25	0.25	0.36	0.37	0.16	0.12	-0.11	0.02	0.06	0.01	-0.03	-0.01	-0.01	0.48
BsmtFinSF1	0.22	0.21	0.25	0.13	0.26	1.00	-0.05	-0.50	0.52	0.45	-0.14	-0.06	0.21	0.65	0.07	0.06	0.00	-0.11	-0.08	0.04	0.26	0.15	0.22	0.30	0.20	0.11	-0.10	0.03	0.06	0.14	0.00	-0.02	0.01	0.39
BsmtFinSF2	0.04	0.11	-0.05	-0.07	-0.07	-0.05	1.00	-0.21	0.10	0.10	-0.10	0.01	-0.01	0.16	0.07	-0.08	-0.03	-0.02	-0.04	-0.04	0.05	-0.09	-0.04	-0.02	0.07	0.00	0.04	-0.03	0.09	0.04	0.00	-0.02	0.03	-0.01
BsmtUnfSF	0.12	-0.00	0.15	0.18	0.11	-0.50	-0.21	1.00	0.42	0.32	0.00	0.03	0.24	-0.42	-0.10	0.29	-0.04	0.17	0.03	0.25	0.05	0.19	0.21	0.18	-0.01	0.13	-0.00	0.02	-0.01	-0.04	-0.02	0.03	-0.04	0.21
TotalBsmtSF	0.36	0.26	0.39	0.29	0.36	0.52	0.10	0.42	1.00	0.82	-0.17	-0.03	0.45	0.31	-0.00	0.32	-0.05	0.05	-0.07	0.29	0.34	0.31	0.43	0.49	0.23	0.25	-0.10	0.04	0.08	0.13	-0.02	0.01	-0.01	0.61
1stFlrSF	0.41	0.30	0.28	0.24	0.34	0.45	0.10	0.32	0.82	1.00	-0.20	-0.01	0.57	0.24	0.00	0.38	-0.12	0.13	0.07	0.41	0.41	0.23	0.44	0.49	0.24	0.21	-0.07	0.06	0.09	0.13	-0.02	0.03	-0.01	0.61
2ndFlrSF	0.07	0.05	0.01	0.14	0.17	-0.14	-0.10	0.00	-0.17	-0.20	1.00	0.06	0.69	-0.17	-0.02	0.42	0.61	0.50	0.06	0.62	0.19	0.07	0.18	0.14	0.09	0.21	0.06	-0.02	0.04	0.08	0.02	0.04	-0.03	0.32
LowQualFinSF	0.04	0.00	-0.18	-0.06	-0.07	-0.06	0.01	0.03	-0.03	-0.01	0.06	1.00	0.13	-0.05	-0.01	-0.00	-0.03	0.11	0.01	0.13	-0.02	-0.03	-0.09	-0.07	-0.03	0.02	0.06	-0.00	0.03	0.06	-0.00	-0.02	-0.03	-0.03
GrLivArea	0.37	0.26	0.20	0.29	0.39	0.21	-0.01	0.24	0.45	0.57	0.69	0.13	1.00	0.03	-0.02	0.63	0.42	0.52	0.10	0.83	0.46	0.22	0.47	0.47	0.25	0.33	0.01	0.02	0.10	0.17	-0.00	0.05	-0.04	0.71
BsmtFullBath	0.09	0.16	0.19	0.12	0.09	0.65	0.16	-0.42	0.31	0.24	-0.17	-0.05	0.03	1.00	-0.15	-0.06	-0.03	-0.15	-0.04	-0.05	0.14	0.12	0.13	0.18	0.18	0.07	-0.05	-0.00	0.02	0.07	-0.02	-0.03	0.07	0.23
BsmtHalfBath	-0.01	0.05	-0.04	-0.01	0.03	0.07	0.07	-0.10	-0.00	0.00	-0.02	-0.01	-0.02	-0.15	1.00	-0.05	-0.01	0.05	-0.04	-0.02	0.03	-0.08	-0.02	-0.02	0.04	-0.03	-0.01	0.04	0.03	0.02	-0.01	0.03	-0.05	-0.02
FullBath	0.18	0.13	0.47	0.44	0.28	0.06	-0.08	0.29	0.32	0.38	0.42	-0.00	0.63	-0.06	-0.05	1.00	0.14	0.36	0.13	0.55	0.24	0.47	0.47	0.41	0.19	0.26	-0.12	0.04	-0.01	0.05	-0.01	0.06	-0.02	0.56
HalfBath	0.05	0.01	0.24	0.18	0.20	0.00	-0.03	-0.04	-0.05	-0.12	0.61	-0.03	0.42	-0.03	-0.01	0.14	1.00	0.23	-0.07	0.34	0.20	0.19	0.22	0.16	0.11	0.20	-0.10	-0.00	0.07	0.02	0.00	-0.01	-0.01	0.28
BedroomAbvGr	0.24	0.12	-0.07	-0.04	0.10	-0.11	-0.02	0.17	0.05	0.13	0.50	0.11	0.52	-0.15	0.05	0.36	0.23	1.00	0.20	0.68	0.11	-0.06	0.09	0.07	0.05	0.09	0.04	-0.02	0.04	0.07	0.01	0.05	-0.04	0.17
KitchenAbvGr	-0.01	-0.02	-0.17	-0.15	-0.04	-0.08	-0.04	0.03	-0.07	0.07	0.06	0.01	0.10	-0.04	-0.04	0.13	-0.07	0.20	1.00	0.26	-0.12	-0.11	-0.05	-0.06	-0.09	-0.07	0.04	-0.02	-0.05	-0.01	0.06	0.03	0.03	-0.14
TotRmsAbvGrd	0.32	0.19	0.10	0.19	0.28	0.04	-0.04	0.25	0.29	0.41	0.62	0.13	0.83	-0.05	-0.02	0.55	0.34	0.68	0.26	1.00	0.33	0.14	0.36	0.34	0.17	0.23	0.00	-0.01	0.06	0.08	0.02	0.04	-0.03	0.53
Fireplaces	0.24	0.27	0.15	0.11	0.25	0.26	0.05	0.05	0.34	0.41	0.19	-0.02	0.46	0.14	0.03	0.24	0.20	0.11	-0.12	0.33	1.00	0.05	0.30	0.27	0.20	0.17	-0.02	0.01	0.18	0.10	0.00	0.05	-0.02	0.47
GarageYrBlt	0.06	-0.02	0.78	0.62	0.25	0.15	-0.09	0.19	0.31	0.23	0.07	-0.03	0.22	0.12	-0.08	0.47	0.19	-0.06	-0.11	0.14	0.05	1.00	0.48	0.48	0.22	0.22	-0.29	0.02	-0.08	-0.01	-0.03	0.01	-0.00	0.47
GarageCars	0.27	0.15	0.54	0.42	0.36	0.22	-0.04	0.21	0.43	0.44	0.18	-0.09	0.47	0.13	-0.02	0.47	0.22	0.09	-0.05	0.36	0.30	0.48	1.00	0.88	0.23	0.21	-0.15	0.04	0.05	0.02	-0.04	0.04	-0.04	0.64
GarageArea	0.32	0.18	0.48	0.37	0.37	0.30	-0.02	0.18	0.49	0.49	0.14	-0.07	0.47	0.18	-0.02	0.41	0.16	0.07	-0.06	0.34	0.27	0.48	0.88	1.00	0.22	0.24	-0.12	0.04	0.05	0.06	-0.03	0.03	-0.03	0.62
WoodDeckSF	0.08	0.17	0.22	0.21	0.16	0.20	0.07	-0.01	0.23	0.24	0.09	-0.03	0.25	0.18	0.04	0.19	0.11	0.05	-0.09	0.17	0.20	0.22	0.23	0.22	1.00	0.06	-0.13	-0.03	-0.07	0.07	-0.01	0.02	0.02	0.32
OpenPorchSF	0.14	0.08	0.19	0.23	0.12	0.11	0.00	0.13	0.25	0.21	0.21	0.02	0.33	0.07	-0.03	0.26	0.20	0.09	-0.07	0.23	0.17	0.22	0.21	0.24	0.06	1.00	-0.09	-0.01	0.07	0.06	-0.02	0.07	-0.06	0.32
EnclosedPorch	0.01	-0.02	-0.39	-0.19	-0.11	-0.10	0.04	-0.00	-0.10	-0.07	0.06	0.06	0.01	-0.05	-0.01	-0.12	-0.10	0.04	0.04	0.00	-0.02	-0.29	-0.15	-0.12	-0.13	-0.09	1.00	-0.04	-0.08	0.05	0.02	-0.03	-0.01	-0.13
3SsnPorch	0.06	0.02	0.03	0.05	0.02	0.03	-0.03	0.02	0.04	0.06	-0.02	-0.00	0.02	-0.00	0.04	0.04	-0.00	-0.02	-0.02	-0.01	0.01	0.02	0.04	0.04	-0.03	-0.01	-0.04	1.00	-0.03	-0.01	0.00	0.03	0.02	0.04
ScreenPorch	0.04	0.04	-0.05	-0.04	0.06	0.06	0.09	-0.01	0.08	0.09	0.04	0.03	0.10	0.02	0.03	-0.01	0.07	0.04	-0.05	0.06	0.18	-0.08	0.05	0.05	-0.07	0.07	-0.08	-0.03	1.00	0.05	0.03	0.02	0.01	0.11
PoolArea	0.18	0.08	0.00	0.01	0.01	0.14	0.04	-0.04	0.13	0.13	0.08	0.06	0.17	0.07	0.02	0.05	0.02	0.07	-0.01	0.08	0.10	-0.01	0.02	0.06	0.07	0.06	0.05	-0.01	0.05	1.00	0.03	-0.03	-0.06	0.09
MiscVal	0.00	0.04	-0.03	-0.01	-0.03	0.00	0.00	-0.02	-0.02	-0.02	0.02	-0.00	-0.00	-0.02	-0.01	-0.01	0.00	0.01	0.06	0.02	0.00	-0.03	-0.04	-0.03	-0.01	-0.02	0.02	0.00	0.03	0.03	1.00	-0.01	0.00	-0.02
MoSold	0.01	0.00	0.01	0.02	-0.01	-0.02	-0.02	0.03	0.01	0.03	0.04	-0.02	0.05	-0.03	0.03	0.06	-0.01	0.05	0.03	0.04	0.05	0.01	0.04	0.03	0.02	0.07	-0.03	0.03	0.02	-0.03	-0.01	1.00	-0.15	0.05
YrSold	0.01	-0.01	-0.01	0.04	-0.01	0.01	0.03	-0.04	-0.01	-0.01	-0.03	-0.03	-0.04	0.07	-0.05	-0.02	-0.01	-0.04	0.03	-0.03	-0.02	-0.00	-0.04	-0.03	0.02	-0.06	-0.01	0.02	0.01	-0.06	0.00	-0.15	1.00	-0.03
SalePrice	0.33	0.26	0.52	0.51	0.48	0.39	-0.01	0.21	0.61	0.61	0.32	-0.03	0.71	0.23	-0.02	0.56	0.28	0.17	-0.14	0.53	0.47	0.47	0.64	0.62	0.32	0.32	-0.13	0.04	0.11	0.09	-0.02	0.05	-0.03	1.00

	MSSubClass_20	MSSubClass_30	MSSubClass_50	MSSubClass_60	MSSubClass_70	MSSubClass_80	MSSubClass_90	MSSubClass_120	MSSubClass_160	MSSubClass_190	MSSubClass_other	MSZoning_FV	MSZoning_RL	MSZoning_RM	MSZoning_other	Street_Grvl	Street_Pave	Alley_Grvl	Alley_Pave	LotShape_IR1	LotShape_IR2	LotShape_IR3	LotShape_Reg	LandContour_Bnk	LandContour_HLS	LandContour_Low	LandContour_Lvl	Utilities_AllPub	Utilities_NoSeWa	LotConfig_Corner	LotConfig_CulDSac	LotConfig_FR2	LotConfig_FR3	LotConfig_Inside	LandSlope_Gtl	LandSlope_Mod	LandSlope_Sev	Neighborhood_BrkSide	Neighborhood_CollgCr	Neighborhood_Crawfor	Neighborhood_Edwards	Neighborhood_Gilbert	Neighborhood_IDOTRR	Neighborhood_Mitchel	Neighborhood_NAmes	Neighborhood_NWAmes	Neighborhood_NoRidge	Neighborhood_NridgHt	Neighborhood_OldTown	Neighborhood_Sawyer	...	CentralAir_N	CentralAir_Y	Electrical_FuseA	Electrical_SBrkr	Electrical_other	KitchenQual_Ex	KitchenQual_Fa	KitchenQual_Gd	KitchenQual_TA	Functional_Min1	Functional_Min2	Functional_Typ	Functional_other	FireplaceQu_Fa	FireplaceQu_Gd	FireplaceQu_TA	FireplaceQu_other	GarageType_Attchd	GarageType_BuiltIn	GarageType_Detchd	GarageType_other	GarageFinish_Fin	GarageFinish_RFn	GarageFinish_Unf	GarageQual_Fa	GarageQual_TA	GarageQual_other	GarageCond_Fa	GarageCond_TA	GarageCond_other	PavedDrive_N	PavedDrive_P	PavedDrive_Y	PoolQC_Ex	PoolQC_Fa	PoolQC_Gd	Fence_GdPrv	Fence_GdWo	Fence_MnPrv	Fence_MnWw	MiscFeature_Shed	MiscFeature_other	SaleType_COD	SaleType_New	SaleType_WD	SaleType_other	SaleCondition_Abnorml	SaleCondition_Normal	SaleCondition_Partial	SaleCondition_other
318	False	False	False	True	False	False	False	False	False	False	False	False	True	False	False	False	True	False	False	False	False	False	True	False	False	True	False	True	False	False	False	False	False	True	False	True	False	False	False	False	False	False	False	False	False	False	True	False	False	False	...	False	True	False	True	False	False	False	True	False	False	False	True	False	False	False	True	False	True	False	False	False	False	True	False	False	True	False	False	True	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	True	False	False	True	False	False
580	True	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	True	False	False	True	False	False	False	False	False	False	True	True	False	False	True	False	False	False	True	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	...	False	True	False	True	False	False	False	True	False	False	False	True	False	False	True	False	False	True	False	False	False	False	False	True	False	True	False	False	True	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	True	False	False	True	False	False
961	False	False	False	True	False	False	False	False	False	False	False	False	True	False	False	False	True	False	False	True	False	False	False	False	False	False	True	True	False	True	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	...	False	True	False	True	False	False	False	False	True	False	False	True	False	False	False	True	False	True	False	False	False	True	False	False	False	True	False	False	True	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	True	False	False	True	False	False
78	False	False	False	False	False	False	True	False	False	False	False	False	True	False	False	False	True	False	False	False	False	False	True	False	False	False	True	True	False	False	False	False	False	True	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	...	True	False	False	True	False	False	False	False	True	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	True	False	False	True	False	False
5	False	False	True	False	False	False	False	False	False	False	False	False	True	False	False	False	True	False	False	True	False	False	False	False	False	False	True	True	False	False	False	False	False	True	True	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	...	False	True	False	True	False	False	False	False	True	False	False	True	False	False	False	False	False	True	False	False	False	False	False	True	False	True	False	False	True	False	False	False	True	False	False	False	False	False	True	False	True	False	False	False	True	False	False	True	False	False

	LotFrontage	LotArea	YearBuilt	YearRemodAdd	MasVnrArea	BsmtFinSF1	BsmtFinSF2	BsmtUnfSF	TotalBsmtSF	1stFlrSF	2ndFlrSF	GrLivArea	BsmtFullBath	BsmtHalfBath	FullBath	HalfBath	BedroomAbvGr	KitchenAbvGr	TotRmsAbvGrd	Fireplaces	GarageYrBlt	GarageCars	GarageArea	WoodDeckSF	OpenPorchSF	EnclosedPorch	3SsnPorch	MiscVal	MoSold	YrSold	MSSubClass_30	MSSubClass_50	MSSubClass_60	MSSubClass_70	MSSubClass_80	MSSubClass_90	MSSubClass_120	MSSubClass_160	MSSubClass_190	MSSubClass_other	MSZoning_RL	MSZoning_RM	MSZoning_other	Alley_Pave	LotShape_IR2	LotShape_IR3	LotShape_Reg	...	BsmtCond_TA	BsmtExposure_Gd	BsmtExposure_Mn	BsmtExposure_No	BsmtFinType1_BLQ	BsmtFinType1_GLQ	BsmtFinType1_LwQ	BsmtFinType1_Rec	BsmtFinType1_Unf	BsmtFinType2_LwQ	BsmtFinType2_Rec	BsmtFinType2_Unf	BsmtFinType2_other	Heating_other	HeatingQC_Fa	HeatingQC_Gd	HeatingQC_TA	CentralAir_Y	Electrical_SBrkr	Electrical_other	KitchenQual_Fa	KitchenQual_Gd	KitchenQual_TA	Functional_Min2	Functional_Typ	Functional_other	FireplaceQu_Gd	FireplaceQu_TA	FireplaceQu_other	GarageType_BuiltIn	GarageType_Detchd	GarageType_other	GarageFinish_RFn	GarageFinish_Unf	GarageQual_TA	GarageQual_other	GarageCond_TA	GarageCond_other	PavedDrive_P	PavedDrive_Y	Fence_GdWo	Fence_MnPrv	Fence_MnWw	MiscFeature_other	SaleType_New	SaleType_WD	SaleType_other	SaleCondition_Normal	SaleCondition_Partial	SaleCondition_other
318	90.000000	9900	1993	1993	256.0	987	0	360	1347	1372	1274	2646	1	0	2	1	4	1	9	1	1993.000000	3	656	340	60	144	0	0	4	2009	False	False	True	False	False	False	False	False	False	False	True	False	False	False	False	False	True	...	True	True	False	False	False	True	False	False	False	False	False	True	False	False	False	False	False	True	True	False	False	True	False	False	True	False	False	True	False	False	False	False	True	False	True	False	True	False	False	True	False	False	False	False	False	True	False	True	False	False
580	70.049958	14585	1960	1987	85.0	594	219	331	1144	1429	0	1429	0	1	1	0	3	1	7	2	1960.000000	2	572	216	110	0	0	0	6	2007	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	...	True	False	False	True	True	False	False	False	False	False	True	False	False	False	False	False	False	True	True	False	False	True	False	False	True	False	True	False	False	False	False	False	False	True	True	False	True	False	False	True	False	False	False	False	False	True	False	True	False	False
961	70.049958	12227	1977	1995	424.0	896	0	434	1330	1542	1330	2872	1	0	2	1	4	1	11	1	1977.000000	2	619	550	282	0	0	0	7	2008	False	False	True	False	False	False	False	False	False	False	True	False	False	False	False	False	False	...	False	False	False	True	False	False	False	False	False	False	False	True	False	False	False	False	True	True	True	False	False	False	True	False	True	False	False	True	False	False	False	False	False	False	True	False	True	False	False	True	False	False	False	False	False	True	False	True	False	False
78	72.000000	10778	1968	1968	0.0	0	0	1768	1768	1768	0	1768	0	0	2	0	4	2	8	0	1978.506164	0	0	0	0	0	0	0	4	2010	False	False	False	False	False	True	False	False	False	False	True	False	False	False	False	False	True	...	True	False	False	True	False	False	False	False	True	False	False	True	False	False	False	False	True	False	True	False	False	False	True	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	True	False	True	False	False
5	85.000000	14115	1993	1995	0.0	732	0	64	796	796	566	1362	1	0	1	1	1	1	5	0	1993.000000	2	480	40	30	0	320	700	10	2009	False	True	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	...	True	False	False	True	False	True	False	False	False	False	False	True	False	False	False	False	False	True	True	False	False	False	True	False	True	False	False	False	False	False	False	False	False	True	True	False	True	False	False	True	False	True	False	False	False	True	False	True	False	False

	Explained Variance Percentage	Cumulative explained Variance Percentage
178	3.425249e-32	99.8
176	1.782997e-30	99.8
177	3.425249e-32	99.8
155	4.238185e-02	99.8
156	3.823466e-02	99.8
157	3.756439e-02	99.8
158	3.615089e-02	99.8
159	3.479685e-02	99.8
162	2.723143e-02	99.8
160	3.096503e-02	99.8
161	2.841162e-02	99.8
154	4.536344e-02	99.8
152	5.148698e-02	99.8
153	4.722573e-02	99.8
175	9.147554e-04	99.8
174	6.851390e-03	99.8
173	7.265022e-03	99.8
172	7.725678e-03	99.8
171	9.781288e-03	99.8
170	1.021561e-02	99.8
169	1.127746e-02	99.8
168	1.217438e-02	99.8
166	1.389076e-02	99.8
167	1.362394e-02	99.8
163	2.457120e-02	99.8
165	1.533089e-02	99.8
164	2.227764e-02	99.8
151	5.549542e-02	99.7
150	5.892284e-02	99.6
149	6.105584e-02	99.5
148	6.279691e-02	99.4
147	6.719587e-02	99.3
146	7.400022e-02	99.2
145	7.672116e-02	99.1
144	8.094646e-02	99.0
143	8.952510e-02	98.9
142	9.379808e-02	98.8
141	9.624687e-02	98.7
140	9.744531e-02	98.6
139	1.015662e-01	98.5

	importance
8	0.723693
9	0.852608
12	0.943557
13	1.083675
7	1.775924
2	2.210614
4	2.985940
6	3.027688
3	5.801668
1	72.555064

	n_estimators	max_features	max_depth	min_samples_leaf
1	100	sqrt	2	5
2	100	sqrt	2	10
3	100	sqrt	2	15
4	100	sqrt	5	5
5	100	sqrt	5	10
6	100	sqrt	5	15
7	100	sqrt	10	5
8	100	sqrt	10	10
9	100	sqrt	10	15
10	100	log2	2	5
11	100	log2	2	10
12	100	log2	2	15
13	100	log2	5	5
14	100	log2	5	10
15	100	log2	5	15
16	100	log2	10	5
17	100	log2	10	10
18	100	log2	10	15
19	100	None	2	5
20	100	None	2	10
21	100	None	2	15
22	100	None	5	5
23	100	None	5	10
24	100	None	5	15
25	100	None	10	5
26	100	None	10	10
27	100	None	10	15
28	200	sqrt	2	5
29	200	sqrt	2	10
30	200	sqrt	2	15
31	200	sqrt	5	5
32	200	sqrt	5	10
33	200	sqrt	5	15
34	200	sqrt	10	5
35	200	sqrt	10	10
36	200	sqrt	10	15
37	200	log2	2	5
38	200	log2	2	10
39	200	log2	2	15
40	200	log2	5	5
41	200	log2	5	10
42	200	log2	5	15
43	200	log2	10	5
44	200	log2	10	10
45	200	log2	10	15
46	200	None	2	5
47	200	None	2	10
48	200	None	2	15
49	200	None	5	5
50	200	None	5	10
51	200	None	5	15
52	200	None	10	5
53	200	None	10	10
54	200	None	10	15
55	300	sqrt	2	5
56	300	sqrt	2	10
57	300	sqrt	2	15
58	300	sqrt	5	5
59	300	sqrt	5	10
60	300	sqrt	5	15
61	300	sqrt	10	5
62	300	sqrt	10	10
63	300	sqrt	10	15
64	300	log2	2	5
65	300	log2	2	10
66	300	log2	2	15
67	300	log2	5	5
68	300	log2	5	10
69	300	log2	5	15
70	300	log2	10	5
71	300	log2	10	10
72	300	log2	10	15
73	300	None	2	5
74	300	None	2	10
75	300	None	2	15
76	300	None	5	5
77	300	None	5	10
78	300	None	5	15
79	300	None	10	5
80	300	None	10	10
81	300	None	10	15

	importance
Fireplaces	1.781147
CentralAir_Y	2.322806
GarageArea	2.470017
1stFlrSF	2.576680
BsmtFinSF1	2.576813
ExterQual_TA	5.407356
TotalBsmtSF	6.251305
GarageCars	8.918439
YearBuilt	20.306384
GrLivArea	33.216416

	learning_rate	n_estimators	subsample	max_depth	min_samples_leaf
1	0.001	100	0.5	1	5
2	0.001	100	0.5	1	10
3	0.001	100	0.5	1	20
4	0.001	100	0.5	2	5
5	0.001	100	0.5	2	10
6	0.001	100	0.5	2	20
7	0.001	100	0.5	5	5
8	0.001	100	0.5	5	10
9	0.001	100	0.5	5	20
10	0.001	100	0.8	1	5
11	0.001	100	0.8	1	10
12	0.001	100	0.8	1	20
13	0.001	100	0.8	2	5
14	0.001	100	0.8	2	10
15	0.001	100	0.8	2	20
16	0.001	100	0.8	5	5
17	0.001	100	0.8	5	10
18	0.001	100	0.8	5	20
19	0.001	100	1.0	1	5
20	0.001	100	1.0	1	10
21	0.001	100	1.0	1	20
22	0.001	100	1.0	2	5
23	0.001	100	1.0	2	10
24	0.001	100	1.0	2	20
25	0.001	100	1.0	5	5
26	0.001	100	1.0	5	10
27	0.001	100	1.0	5	20
28	0.001	200	0.5	1	5
29	0.001	200	0.5	1	10
30	0.001	200	0.5	1	20
31	0.001	200	0.5	2	5
32	0.001	200	0.5	2	10
33	0.001	200	0.5	2	20
34	0.001	200	0.5	5	5
35	0.001	200	0.5	5	10
36	0.001	200	0.5	5	20
37	0.001	200	0.8	1	5
38	0.001	200	0.8	1	10
39	0.001	200	0.8	1	20
40	0.001	200	0.8	2	5
41	0.001	200	0.8	2	10
42	0.001	200	0.8	2	20
43	0.001	200	0.8	5	5
44	0.001	200	0.8	5	10
45	0.001	200	0.8	5	20
46	0.001	200	1.0	1	5
47	0.001	200	1.0	1	10
48	0.001	200	1.0	1	20
49	0.001	200	1.0	2	5
50	0.001	200	1.0	2	10
51	0.001	200	1.0	2	20
52	0.001	200	1.0	5	5
53	0.001	200	1.0	5	10
54	0.001	200	1.0	5	20
55	0.001	500	0.5	1	5
56	0.001	500	0.5	1	10
57	0.001	500	0.5	1	20
58	0.001	500	0.5	2	5
59	0.001	500	0.5	2	10
60	0.001	500	0.5	2	20
61	0.001	500	0.5	5	5
62	0.001	500	0.5	5	10
63	0.001	500	0.5	5	20
64	0.001	500	0.8	1	5
65	0.001	500	0.8	1	10
66	0.001	500	0.8	1	20
67	0.001	500	0.8	2	5
68	0.001	500	0.8	2	10
69	0.001	500	0.8	2	20
70	0.001	500	0.8	5	5
71	0.001	500	0.8	5	10
72	0.001	500	0.8	5	20
73	0.001	500	1.0	1	5
74	0.001	500	1.0	1	10
75	0.001	500	1.0	1	20
76	0.001	500	1.0	2	5
77	0.001	500	1.0	2	10
78	0.001	500	1.0	2	20
79	0.001	500	1.0	5	5
80	0.001	500	1.0	5	10
81	0.001	500	1.0	5	20
82	0.010	100	0.5	1	5
83	0.010	100	0.5	1	10
84	0.010	100	0.5	1	20
85	0.010	100	0.5	2	5
86	0.010	100	0.5	2	10
87	0.010	100	0.5	2	20
88	0.010	100	0.5	5	5
89	0.010	100	0.5	5	10
90	0.010	100	0.5	5	20
91	0.010	100	0.8	1	5
92	0.010	100	0.8	1	10
93	0.010	100	0.8	1	20
94	0.010	100	0.8	2	5
95	0.010	100	0.8	2	10
96	0.010	100	0.8	2	20
97	0.010	100	0.8	5	5
98	0.010	100	0.8	5	10
99	0.010	100	0.8	5	20
100	0.010	100	1.0	1	5
101	0.010	100	1.0	1	10
102	0.010	100	1.0	1	20
103	0.010	100	1.0	2	5
104	0.010	100	1.0	2	10
105	0.010	100	1.0	2	20
106	0.010	100	1.0	5	5
107	0.010	100	1.0	5	10
108	0.010	100	1.0	5	20
109	0.010	200	0.5	1	5
110	0.010	200	0.5	1	10
111	0.010	200	0.5	1	20
112	0.010	200	0.5	2	5
113	0.010	200	0.5	2	10
114	0.010	200	0.5	2	20
115	0.010	200	0.5	5	5
116	0.010	200	0.5	5	10
117	0.010	200	0.5	5	20
118	0.010	200	0.8	1	5
119	0.010	200	0.8	1	10
120	0.010	200	0.8	1	20
121	0.010	200	0.8	2	5
122	0.010	200	0.8	2	10
123	0.010	200	0.8	2	20
124	0.010	200	0.8	5	5
125	0.010	200	0.8	5	10
126	0.010	200	0.8	5	20
127	0.010	200	1.0	1	5
128	0.010	200	1.0	1	10
129	0.010	200	1.0	1	20
130	0.010	200	1.0	2	5
131	0.010	200	1.0	2	10
132	0.010	200	1.0	2	20
133	0.010	200	1.0	5	5
134	0.010	200	1.0	5	10
135	0.010	200	1.0	5	20
136	0.010	500	0.5	1	5
137	0.010	500	0.5	1	10
138	0.010	500	0.5	1	20
139	0.010	500	0.5	2	5
140	0.010	500	0.5	2	10
141	0.010	500	0.5	2	20
142	0.010	500	0.5	5	5
143	0.010	500	0.5	5	10
144	0.010	500	0.5	5	20
145	0.010	500	0.8	1	5
146	0.010	500	0.8	1	10
147	0.010	500	0.8	1	20
148	0.010	500	0.8	2	5
149	0.010	500	0.8	2	10
150	0.010	500	0.8	2	20
151	0.010	500	0.8	5	5
152	0.010	500	0.8	5	10
153	0.010	500	0.8	5	20
154	0.010	500	1.0	1	5
155	0.010	500	1.0	1	10
156	0.010	500	1.0	1	20
157	0.010	500	1.0	2	5
158	0.010	500	1.0	2	10
159	0.010	500	1.0	2	20
160	0.010	500	1.0	5	5
161	0.010	500	1.0	5	10
162	0.010	500	1.0	5	20
163	0.100	100	0.5	1	5
164	0.100	100	0.5	1	10
165	0.100	100	0.5	1	20
166	0.100	100	0.5	2	5
167	0.100	100	0.5	2	10
168	0.100	100	0.5	2	20
169	0.100	100	0.5	5	5
170	0.100	100	0.5	5	10
171	0.100	100	0.5	5	20
172	0.100	100	0.8	1	5
173	0.100	100	0.8	1	10
174	0.100	100	0.8	1	20
175	0.100	100	0.8	2	5
176	0.100	100	0.8	2	10
177	0.100	100	0.8	2	20
178	0.100	100	0.8	5	5
179	0.100	100	0.8	5	10
180	0.100	100	0.8	5	20
181	0.100	100	1.0	1	5
182	0.100	100	1.0	1	10
183	0.100	100	1.0	1	20
184	0.100	100	1.0	2	5
185	0.100	100	1.0	2	10
186	0.100	100	1.0	2	20
187	0.100	100	1.0	5	5
188	0.100	100	1.0	5	10
189	0.100	100	1.0	5	20
190	0.100	200	0.5	1	5
191	0.100	200	0.5	1	10
192	0.100	200	0.5	1	20
193	0.100	200	0.5	2	5
194	0.100	200	0.5	2	10
195	0.100	200	0.5	2	20
196	0.100	200	0.5	5	5
197	0.100	200	0.5	5	10
198	0.100	200	0.5	5	20
199	0.100	200	0.8	1	5
200	0.100	200	0.8	1	10
201	0.100	200	0.8	1	20
202	0.100	200	0.8	2	5
203	0.100	200	0.8	2	10
204	0.100	200	0.8	2	20
205	0.100	200	0.8	5	5
206	0.100	200	0.8	5	10
207	0.100	200	0.8	5	20
208	0.100	200	1.0	1	5
209	0.100	200	1.0	1	10
210	0.100	200	1.0	1	20
211	0.100	200	1.0	2	5
212	0.100	200	1.0	2	10
213	0.100	200	1.0	2	20
214	0.100	200	1.0	5	5
215	0.100	200	1.0	5	10
216	0.100	200	1.0	5	20
217	0.100	500	0.5	1	5
218	0.100	500	0.5	1	10
219	0.100	500	0.5	1	20
220	0.100	500	0.5	2	5
221	0.100	500	0.5	2	10
222	0.100	500	0.5	2	20
223	0.100	500	0.5	5	5
224	0.100	500	0.5	5	10
225	0.100	500	0.5	5	20
226	0.100	500	0.8	1	5
227	0.100	500	0.8	1	10
228	0.100	500	0.8	1	20
229	0.100	500	0.8	2	5
230	0.100	500	0.8	2	10
231	0.100	500	0.8	2	20
232	0.100	500	0.8	5	5
233	0.100	500	0.8	5	10
234	0.100	500	0.8	5	20
235	0.100	500	1.0	1	5
236	0.100	500	1.0	1	10
237	0.100	500	1.0	1	20
238	0.100	500	1.0	2	5
239	0.100	500	1.0	2	10
240	0.100	500	1.0	2	20
241	0.100	500	1.0	5	5
242	0.100	500	1.0	5	10
243	0.100	500	1.0	5	20

	0	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37	38
0	1.0	-0.0	-0.0	-0.0	0.0	-0.0	0.0	-0.0	0.0	-0.0	0.0	-0.0	0.0	0.0	-0.0	0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0	-0.0	0.0	0.0	-0.0	0.0	0.0	0.0	0.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	0.0	-0.0	0.0
1	-0.0	1.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	-0.0	0.0	-0.0	0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	0.0	-0.0	0.0	0.0	0.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0	0.0	0.0
2	-0.0	-0.0	1.0	0.0	0.0	-0.0	0.0	0.0	0.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	0.0	-0.0	0.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0	-0.0	-0.0	0.0	0.0	-0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0
3	-0.0	-0.0	0.0	1.0	0.0	0.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0	0.0	-0.0	0.0	0.0	0.0	0.0	0.0	-0.0	0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	0.0	-0.0	0.0	0.0	-0.0	0.0	-0.0	-0.0	0.0	0.0	-0.0	-0.0
4	0.0	-0.0	0.0	0.0	1.0	0.0	-0.0	-0.0	-0.0	0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	0.0	-0.0	0.0	-0.0	0.0	0.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0	-0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	-0.0	-0.0
5	-0.0	0.0	-0.0	0.0	0.0	1.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	0.0	0.0	-0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0	-0.0	0.0	-0.0	0.0	0.0	0.0	0.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	0.0	0.0	0.0	0.0
6	0.0	0.0	0.0	-0.0	-0.0	-0.0	1.0	-0.0	-0.0	0.0	0.0	0.0	0.0	-0.0	0.0	-0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	-0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	0.0
7	-0.0	0.0	0.0	0.0	-0.0	-0.0	-0.0	1.0	-0.0	-0.0	-0.0	0.0	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	-0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0
8	0.0	-0.0	0.0	-0.0	-0.0	-0.0	-0.0	-0.0	1.0	-0.0	-0.0	0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	0.0	-0.0	0.0	0.0	0.0	-0.0	0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0
9	-0.0	0.0	-0.0	-0.0	0.0	0.0	0.0	-0.0	-0.0	1.0	0.0	0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0	-0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0	-0.0	-0.0	0.0	0.0	-0.0	0.0	-0.0	0.0	-0.0
10	0.0	-0.0	-0.0	0.0	-0.0	0.0	0.0	-0.0	-0.0	0.0	1.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	-0.0	-0.0	0.0	-0.0	-0.0	-0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	-0.0
11	-0.0	0.0	0.0	-0.0	-0.0	0.0	0.0	0.0	0.0	0.0	-0.0	1.0	0.0	0.0	-0.0	0.0	-0.0	0.0	-0.0	-0.0	0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	0.0
12	0.0	0.0	-0.0	0.0	-0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	0.0	1.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0	0.0	-0.0	-0.0	-0.0	0.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	0.0	0.0	0.0
13	0.0	0.0	-0.0	-0.0	0.0	0.0	-0.0	0.0	0.0	0.0	-0.0	0.0	-0.0	1.0	0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	0.0	-0.0	0.0	0.0	-0.0	0.0	-0.0	-0.0	0.0	0.0	0.0	0.0	-0.0	-0.0	0.0	0.0	0.0	0.0
14	-0.0	-0.0	0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	-0.0	0.0	-0.0	0.0	0.0	1.0	0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	0.0	-0.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0
15	0.0	0.0	0.0	0.0	0.0	-0.0	-0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	0.0	0.0	1.0	0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	0.0	0.0	0.0	-0.0	0.0
16	0.0	0.0	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0	0.0	1.0	-0.0	-0.0	-0.0	-0.0	0.0	-0.0	-0.0	-0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	0.0	-0.0	0.0	0.0	0.0	-0.0
17	0.0	-0.0	0.0	0.0	-0.0	0.0	0.0	0.0	-0.0	-0.0	-0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	1.0	-0.0	-0.0	-0.0	-0.0	-0.0	-0.0	0.0	0.0	-0.0	-0.0	0.0	0.0	0.0	0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	-0.0
18	-0.0	-0.0	-0.0	0.0	0.0	-0.0	-0.0	0.0	-0.0	-0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	-0.0	-0.0	1.0	-0.0	-0.0	-0.0	-0.0	0.0	-0.0	0.0	-0.0	0.0	-0.0	-0.0	-0.0	0.0	-0.0	0.0	0.0	0.0	-0.0	0.0	-0.0
19	-0.0	-0.0	0.0	-0.0	-0.0	-0.0	0.0	-0.0	-0.0	-0.0	0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0	-0.0	1.0	0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	0.0	0.0	-0.0	-0.0	0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0
20	-0.0	0.0	-0.0	0.0	0.0	-0.0	0.0	0.0	0.0	0.0	-0.0	0.0	-0.0	-0.0	-0.0	-0.0	-0.0	-0.0	-0.0	0.0	1.0	-0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	0.0
21	-0.0	0.0	-0.0	0.0	0.0	-0.0	-0.0	0.0	-0.0	0.0	-0.0	0.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0	-0.0	-0.0	-0.0	1.0	-0.0	-0.0	0.0	0.0	0.0	0.0	-0.0	0.0	0.0	0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	0.0
22	-0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	-0.0	-0.0	1.0	-0.0	0.0	0.0	0.0	0.0	-0.0	0.0	-0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	-0.0	0.0
23	0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	-0.0	0.0	-0.0	0.0	-0.0	0.0	0.0	0.0	0.0	-0.0	-0.0	0.0	0.0	0.0	-0.0	-0.0	1.0	-0.0	-0.0	-0.0	-0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	-0.0	0.0	0.0	-0.0	0.0
24	0.0	-0.0	-0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	-0.0	0.0	-0.0	-0.0	0.0	0.0	0.0	-0.0	0.0	-0.0	-0.0	0.0	0.0	0.0	-0.0	1.0	0.0	0.0	0.0	0.0	-0.0	0.0	-0.0	0.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0
25	-0.0	0.0	0.0	0.0	-0.0	0.0	-0.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0	0.0	0.0	0.0	0.0	0.0	-0.0	-0.0	0.0	0.0	-0.0	0.0	1.0	-0.0	0.0	-0.0	-0.0	-0.0	0.0	-0.0	0.0	0.0	0.0	0.0	0.0	0.0
26	0.0	-0.0	-0.0	-0.0	0.0	0.0	-0.0	-0.0	0.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0	0.0	-0.0	-0.0	-0.0	-0.0	-0.0	0.0	0.0	-0.0	0.0	-0.0	1.0	-0.0	-0.0	0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	0.0	0.0	0.0
27	0.0	0.0	-0.0	0.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	1.0	0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	0.0	-0.0
28	0.0	0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	-0.0	0.0	-0.0	0.0	-0.0	0.0	0.0	-0.0	-0.0	0.0	0.0	-0.0	-0.0	0.0	1.0	-0.0	0.0	-0.0	-0.0	0.0	0.0	0.0	0.0	-0.0	0.0
29	0.0	0.0	0.0	0.0	-0.0	-0.0	-0.0	0.0	-0.0	-0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	-0.0	0.0	-0.0	-0.0	0.0	0.0	0.0	-0.0	-0.0	-0.0	0.0	-0.0	-0.0	1.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	0.0	0.0	-0.0
30	-0.0	-0.0	0.0	0.0	0.0	-0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	0.0	-0.0	1.0	0.0	0.0	-0.0	-0.0	0.0	0.0	-0.0	0.0
31	-0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	-0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	-0.0	0.0	0.0	0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	-0.0	0.0	-0.0	0.0	-0.0	-0.0	0.0	1.0	-0.0	0.0	-0.0	-0.0	-0.0	0.0	0.0
32	0.0	0.0	-0.0	0.0	-0.0	-0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	0.0	-0.0	1.0	-0.0	0.0	-0.0	0.0	0.0	0.0
33	-0.0	-0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	-0.0	0.0	0.0	-0.0	0.0	-0.0	0.0	-0.0	0.0	0.0	-0.0	0.0	-0.0	-0.0	0.0	-0.0	1.0	-0.0	-0.0	0.0	0.0	0.0
34	-0.0	-0.0	0.0	-0.0	-0.0	0.0	0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	-0.0	0.0	-0.0	-0.0	-0.0	0.0	-0.0	1.0	0.0	0.0	0.0	-0.0
35	0.0	0.0	-0.0	0.0	-0.0	0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	0.0	0.0	-0.0	0.0	0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	0.0	-0.0	0.0	0.0	-0.0	0.0	0.0	0.0	-0.0	-0.0	-0.0	0.0	1.0	-0.0	-0.0	-0.0
36	0.0	-0.0	-0.0	0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	-0.0	-0.0	0.0	0.0	0.0	0.0	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	-0.0	0.0	0.0	0.0	-0.0	1.0	0.0	0.0
37	-0.0	0.0	-0.0	-0.0	-0.0	0.0	0.0	-0.0	-0.0	0.0	-0.0	-0.0	0.0	0.0	0.0	-0.0	0.0	0.0	0.0	-0.0	0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	0.0	-0.0	0.0	-0.0	0.0	0.0	0.0	0.0	-0.0	0.0	1.0	-0.0
38	0.0	0.0	-0.0	-0.0	-0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	0.0	0.0	-0.0	-0.0	-0.0	-0.0	0.0	0.0	0.0	0.0	-0.0	0.0	0.0	-0.0	0.0	-0.0	0.0	0.0	0.0	0.0	-0.0	-0.0	0.0	-0.0	1.0

	neuron_count	activation_func	epoch	batch_size
1	5	relu	10	64
2	5	relu	10	128
3	5	relu	10	256
4	5	relu	20	64
5	5	relu	20	128
6	5	relu	20	256
7	5	sigmoid	10	64
8	5	sigmoid	10	128
9	5	sigmoid	10	256
10	5	sigmoid	20	64
11	5	sigmoid	20	128
12	5	sigmoid	20	256
13	5	tanh	10	64
14	5	tanh	10	128
15	5	tanh	10	256
16	5	tanh	20	64
17	5	tanh	20	128
18	5	tanh	20	256
19	5	softplus	10	64
20	5	softplus	10	128
21	5	softplus	10	256
22	5	softplus	20	64
23	5	softplus	20	128
24	5	softplus	20	256
25	10	relu	10	64
26	10	relu	10	128
27	10	relu	10	256
28	10	relu	20	64
29	10	relu	20	128
30	10	relu	20	256
31	10	sigmoid	10	64
32	10	sigmoid	10	128
33	10	sigmoid	10	256
34	10	sigmoid	20	64
35	10	sigmoid	20	128
36	10	sigmoid	20	256
37	10	tanh	10	64
38	10	tanh	10	128
39	10	tanh	10	256
40	10	tanh	20	64
41	10	tanh	20	128
42	10	tanh	20	256
43	10	softplus	10	64
44	10	softplus	10	128
45	10	softplus	10	256
46	10	softplus	20	64
47	10	softplus	20	128
48	10	softplus	20	256
49	20	relu	10	64
50	20	relu	10	128
51	20	relu	10	256
52	20	relu	20	64
53	20	relu	20	128
54	20	relu	20	256
55	20	sigmoid	10	64
56	20	sigmoid	10	128
57	20	sigmoid	10	256
58	20	sigmoid	20	64
59	20	sigmoid	20	128
60	20	sigmoid	20	256
61	20	tanh	10	64
62	20	tanh	10	128
63	20	tanh	10	256
64	20	tanh	20	64
65	20	tanh	20	128
66	20	tanh	20	256
67	20	softplus	10	64
68	20	softplus	10	128
69	20	softplus	10	256
70	20	softplus	20	64
71	20	softplus	20	128
72	20	softplus	20	256
73	40	relu	10	64
74	40	relu	10	128
75	40	relu	10	256
76	40	relu	20	64
77	40	relu	20	128
78	40	relu	20	256
79	40	sigmoid	10	64
80	40	sigmoid	10	128
81	40	sigmoid	10	256
82	40	sigmoid	20	64
83	40	sigmoid	20	128
84	40	sigmoid	20	256
85	40	tanh	10	64
86	40	tanh	10	128
87	40	tanh	10	256
88	40	tanh	20	64
89	40	tanh	20	128
90	40	tanh	20	256
91	40	softplus	10	64
92	40	softplus	10	128
93	40	softplus	10	256
94	40	softplus	20	64
95	40	softplus	20	128
96	40	softplus	20	256
97	80	relu	10	64
98	80	relu	10	128
99	80	relu	10	256
100	80	relu	20	64
101	80	relu	20	128
102	80	relu	20	256
103	80	sigmoid	10	64
104	80	sigmoid	10	128
105	80	sigmoid	10	256
106	80	sigmoid	20	64
107	80	sigmoid	20	128
108	80	sigmoid	20	256
109	80	tanh	10	64
110	80	tanh	10	128
111	80	tanh	10	256
112	80	tanh	20	64
113	80	tanh	20	128
114	80	tanh	20	256
115	80	softplus	10	64
116	80	softplus	10	128
117	80	softplus	10	256
118	80	softplus	20	64
119	80	softplus	20	128
120	80	softplus	20	256
121	160	relu	10	64
122	160	relu	10	128
123	160	relu	10	256
124	160	relu	20	64
125	160	relu	20	128
126	160	relu	20	256
127	160	sigmoid	10	64
128	160	sigmoid	10	128
129	160	sigmoid	10	256
130	160	sigmoid	20	64
131	160	sigmoid	20	128
132	160	sigmoid	20	256
133	160	tanh	10	64
134	160	tanh	10	128
135	160	tanh	10	256
136	160	tanh	20	64
137	160	tanh	20	128
138	160	tanh	20	256
139	160	softplus	10	64
140	160	softplus	10	128
141	160	softplus	10	256
142	160	softplus	20	64
143	160	softplus	20	128
144	160	softplus	20	256

	LotFrontage	LotArea	YearBuilt	YearRemodAdd	MasVnrArea	BsmtFinSF1	BsmtUnfSF	TotalBsmtSF	1stFlrSF	2ndFlrSF	GrLivArea	BsmtFullBath	BsmtHalfBath	FullBath	HalfBath	BedroomAbvGr	KitchenAbvGr	TotRmsAbvGrd	Fireplaces	GarageYrBlt	GarageCars	GarageArea	WoodDeckSF	OpenPorchSF	EnclosedPorch	MoSold	YrSold	MSSubClass_30	MSSubClass_50	MSSubClass_60	MSSubClass_70	MSSubClass_80	MSSubClass_90	MSSubClass_120	MSSubClass_160	MSSubClass_190	MSSubClass_other	MSZoning_RL	MSZoning_RM	MSZoning_other	Street_Pave	Alley_Pave	LotShape_IR2	LotShape_IR3	...	BsmtExposure_Gd	BsmtExposure_Mn	BsmtExposure_No	BsmtFinType1_BLQ	BsmtFinType1_GLQ	BsmtFinType1_LwQ	BsmtFinType1_Rec	BsmtFinType1_Unf	BsmtFinType2_LwQ	BsmtFinType2_Rec	BsmtFinType2_Unf	Heating_other	HeatingQC_Fa	HeatingQC_Gd	HeatingQC_Po	HeatingQC_TA	CentralAir_Y	Electrical_SBrkr	Electrical_other	KitchenQual_Fa	KitchenQual_Gd	KitchenQual_TA	Functional_Min2	Functional_Typ	Functional_other	FireplaceQu_Gd	FireplaceQu_TA	FireplaceQu_other	GarageType_BuiltIn	GarageType_Detchd	GarageType_other	GarageFinish_RFn	GarageFinish_Unf	GarageQual_TA	GarageQual_other	GarageCond_TA	GarageCond_other	PavedDrive_P	PavedDrive_Y	PoolQC_Gd	Fence_GdWo	Fence_MnPrv	Fence_MnWw	MiscFeature_other	SaleType_New	SaleType_WD	SaleType_other	SaleCondition_Normal	SaleCondition_Partial	SaleCondition_other
0	65.0	8450	2003	2003	196.0	706	150	856	856	854	1710	1	0	2	1	3	1	8	0	2003.0	2	548	0	61	0	2	2008	False	False	True	False	False	False	False	False	False	False	True	False	False	True	False	False	False	...	False	False	True	False	True	False	False	False	False	False	True	False	False	False	False	False	True	True	False	False	True	False	False	True	False	False	False	False	False	False	False	True	False	True	False	True	False	False	True	False	False	False	False	False	False	True	False	True	False	False
1	80.0	9600	1976	1976	0.0	978	284	1262	1262	0	1262	0	1	2	0	3	1	6	1	1976.0	2	460	298	0	0	5	2007	False	False	False	False	False	False	False	False	False	False	True	False	False	True	False	False	False	...	True	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	True	True	False	False	False	True	False	True	False	False	True	False	False	False	False	True	False	True	False	True	False	False	True	False	False	False	False	False	False	True	False	True	False	False
2	68.0	11250	2001	2002	162.0	486	434	920	920	866	1786	1	0	2	1	3	1	6	1	2001.0	2	608	0	42	0	9	2008	False	False	True	False	False	False	False	False	False	False	True	False	False	True	False	False	False	...	False	True	False	False	True	False	False	False	False	False	True	False	False	False	False	False	True	True	False	False	True	False	False	True	False	False	True	False	False	False	False	True	False	True	False	True	False	False	True	False	False	False	False	False	False	True	False	True	False	False
3	60.0	9550	1915	1970	0.0	216	540	756	961	756	1717	1	0	1	0	3	1	7	1	1998.0	3	642	0	35	272	2	2006	False	False	False	True	False	False	False	False	False	False	True	False	False	True	False	False	False	...	False	False	True	False	False	False	False	False	False	False	True	False	False	True	False	False	True	True	False	False	True	False	False	True	False	True	False	False	False	True	False	False	True	True	False	True	False	False	True	False	False	False	False	False	False	True	False	False	False	False
4	84.0	14260	2000	2000	350.0	655	490	1145	1145	1053	2198	1	0	2	1	4	1	9	1	2000.0	3	836	192	84	0	12	2008	False	False	True	False	False	False	False	False	False	False	True	False	False	True	False	False	False	...	False	False	False	False	True	False	False	False	False	False	True	False	False	False	False	False	True	True	False	False	True	False	False	True	False	False	True	False	False	False	False	True	False	True	False	True	False	False	True	False	False	False	False	False	False	True	False	True	False	False

Initial Setup¶

Business Understanding¶

Goal : The goal is to predict the house price based on different features.¶

Data Understanding¶

Step 1 -- Data Collection Process¶

This dataset is one of kaggle's training datasets.¶

More Info --> https://www.kaggle.com/competitions/home-data-for-ml-course/data¶

Step 2 -- Documentation about the Data (Meta Data)¶

Step 3 -- MVs Checking¶

Step 4 -- Univariate Analysis¶

Step 5 -- Check & Handle outliers¶

Step 6 -- Bivariate Analysis¶

Note : The dependent variable is SalePrice.¶

Build predictive models¶

More Info --> https://www.kaggle.com/competitions/home-data-for-ml-course/data ¶